{"id":123313,"date":"2026-11-07T02:41:00","date_gmt":"2026-11-06T18:41:00","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/123313.html"},"modified":"2026-11-07T02:41:00","modified_gmt":"2026-11-06T18:41:00","slug":"%e3%80%90%e8%ae%ba%e6%96%87%e9%98%85%e8%af%bb%e3%80%91agent-%e8%ae%b0%e5%bf%86%e6%9c%ba%e5%88%b6%ef%bc%88123%ef%bc%89%ef%bc%9asumone-%e7%94%a8%e8%bd%a8%e8%bf%b9%e9%87%8d%e6%9e%84","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/123313.html","title":{"rendered":"\u3010\u8bba\u6587\u9605\u8bfb\u3011Agent \u8bb0\u5fc6\u673a\u5236\uff08123\uff09\uff1aSUMONE\u2014\u2014\u7528\u8f68\u8ff9\u91cd\u6784\u8bad\u7ec3\u53ef\u63d2\u62d4\u7684\u72ec\u7acb\u8bb0\u5fc6\u538b\u7f29\u5668"},"content":{"rendered":"<p>        \/* MD \/ \u5bcc\u6587\u672c\u4e2d\u7684 .toc\uff08\u542b\u535a\u5ba2\u56ed\u642c\u5bb6\u7b49\u5d4c\u5957\u7ed3\u6784\uff09\uff1b.toc-box \u5728\u4fa7\u680f\uff0c\u4e0d\u53d7\u5f71\u54cd *\/<br \/>\n        #content_views .toc,<br \/>\n        \/* \u7f16\u8f91\u5668\u5e38\u5728\u76ee\u5f55\u524d\u540e\u63d2\u5165\u7a7a p\uff08:empty \u4ecd\u5360 20px\uff09\uff0c\u4e00\u5e76\u53bb\u6389\u907f\u514d\u9876\u7a7a\u9699 *\/<br \/>\n        #content_views.markdown_views &gt; p:empty:has(+ .toc),<br \/>\n        #content_views.markdown_views &gt; .toc + p:empty,<br \/>\n        \/* \u5bcc\u6587\u672c\u65e7\u7248\u76ee\u5f55\u6807\u8bb0 *\/<br \/>\n        #content_views.htmledit_views #main-toc,<br \/>\n        #content_views.htmledit_views #hr-toc,<br \/>\n        #content_views.htmledit_views p[id*=\\&#8221;-toc\\&#8221;] {<br \/>\n          display: none !important;<br \/>\n        }<br \/>\n        \/* \u76ee\u5f55\u53bb\u6389\u540e\uff0c\u7d27\u8ddf\u7684\u9996\u4e2a\u6807\u9898\u4e0d\u518d\u591a\u51fa\u4e00\u5757\u4e0a\u8fb9\u8ddd *\/<br \/>\n        #content_views.markdown_views &gt; .toc + h1,<br \/>\n        #content_views.markdown_views &gt; .toc + h2,<br \/>\n        #content_views.markdown_views &gt; .toc + h3,<br \/>\n        #content_views.markdown_views &gt; .toc + h4,<br \/>\n        #content_views.markdown_views &gt; .toc + p:empty + h1,<br \/>\n        #content_views.markdown_views &gt; .toc + p:empty + h2,<br \/>\n        #content_views.markdown_views &gt; .toc + p:empty + h3,<br \/>\n        #content_views.markdown_views &gt; .toc + p:empty + h4 {<br \/>\n          margin-top: 0 !important;<br \/>\n        }<\/p>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>\u524d\u8a00<\/li>\n<li>\u96f6\u3001\u8bba\u6587\u57fa\u672c\u4fe1\u606f<\/li>\n<li>\u4e00\u3001\u4e0a\u4e0b\u6587\u538b\u7f29\u4e3a\u4ec0\u4e48\u503c\u5f97\u5355\u72ec\u505a\u6210\u6a21\u5757<\/li>\n<li>\n<ul>\n<li>1. Full History \u7684\u6210\u672c\u4e0d\u53ef\u6301\u7eed<\/li>\n<li>2. \u7b80\u5355\u622a\u65ad\u4e22\u5931\u5173\u952e\u65e9\u671f\u4fe1\u606f<\/li>\n<li>3. Self-Summary \u8ba9\u6602\u8d35 Agent \u540c\u65f6\u627f\u62c5\u8bb0\u5fc6\u7ef4\u62a4<\/li>\n<li>4. \u4efb\u52a1\u8026\u5408\u8bad\u7ec3\u9650\u5236\u8fc1\u79fb<\/li>\n<\/ul>\n<\/li>\n<li>\u4e8c\u3001\u76f8\u5173\u5de5\u4f5c\u4e0e\u8bba\u6587\u5b9a\u4f4d<\/li>\n<li>\n<ul>\n<li>1. Input-Level Compression<\/li>\n<li>2. Agent-Managed Compaction<\/li>\n<li>3. Standalone Summarization<\/li>\n<li>4. Reconstruction Self-Supervision<\/li>\n<\/ul>\n<\/li>\n<li>\u4e09\u3001SUMONE \u603b\u89c8<\/li>\n<li>\u56db\u3001\u6a21\u5757\u4e00&#xff1a;\u5b9a\u4e49\u9700\u8981\u538b\u7f29\u7684\u5386\u53f2<\/li>\n<li>\n<ul>\n<li>1. Expired History \u4e0e Retained Context<\/li>\n<li>2. \u5728\u7ebf\u90e8\u7f72\u65b9\u5f0f<\/li>\n<\/ul>\n<\/li>\n<li>\u4e94\u3001\u6a21\u5757\u4e8c&#xff1a;Masked Reconstruction<\/li>\n<li>\n<ul>\n<li>1. \u5982\u4f55 Mask<\/li>\n<li>2. Reconstructor<\/li>\n<li>3. \u4e3a\u4ec0\u4e48\u4fdd\u7559\u672a\u906e\u76d6\u5386\u53f2<\/li>\n<\/ul>\n<\/li>\n<li>\u516d\u3001\u4fe1\u606f\u8bba\u89e3\u91ca<\/li>\n<li>\u4e03\u3001\u6a21\u5757\u4e09&#xff1a;\u91cd\u6784\u5956\u52b1<\/li>\n<li>\n<ul>\n<li>1. Precision \u4e0e Recall<\/li>\n<li>2. \u957f\u5ea6\u60e9\u7f5a<\/li>\n<li>3. \u4e0e\u76f4\u63a5 Summary Judge \u7684\u533a\u522b<\/li>\n<\/ul>\n<\/li>\n<li>\u516b\u3001\u6a21\u5757\u56db&#xff1a;GRPO \u4f18\u5316<\/li>\n<li>\u4e5d\u3001\u8bad\u7ec3\u6570\u636e\u4e0e\u5b9e\u9a8c\u534f\u8bae<\/li>\n<li>\n<ul>\n<li>1. \u8bad\u7ec3\u6570\u636e<\/li>\n<li>2. \u4e0b\u6e38 Agent<\/li>\n<li>3. Benchmark<\/li>\n<li>4. Baseline<\/li>\n<li>5. Compression Ratio<\/li>\n<\/ul>\n<\/li>\n<li>\u5341\u3001\u4e3b\u5b9e\u9a8c&#xff1a;DeepSearchQA<\/li>\n<li>\u5341\u4e00\u3001\u4e3b\u5b9e\u9a8c&#xff1a;SWE-bench Verified<\/li>\n<li>\u5341\u4e8c\u3001\u4e0e Self-Summary \u7684\u6bd4\u8f83<\/li>\n<li>\u5341\u4e09\u3001\u9694\u79bb\u8bb0\u5fc6\u8bc4\u6d4b<\/li>\n<li>\u5341\u56db\u3001\u8de8\u6a21\u578b\u8fc1\u79fb<\/li>\n<li>\n<ul>\n<li>1. SWE-bench Verified<\/li>\n<li>2. DeepSearchQA<\/li>\n<\/ul>\n<\/li>\n<li>\u5341\u4e94\u3001\u8de8 Harness \u8fc1\u79fb<\/li>\n<li>\u5341\u516d\u3001\u4e0e\u4e0b\u6e38 RL \u7ed3\u5408<\/li>\n<li>\u5341\u4e03\u3001\u8bad\u7ec3\u76ee\u6807\u6d88\u878d<\/li>\n<li>\u5341\u516b\u3001Mask Ratio \u4e0e\u957f\u5ea6\u60e9\u7f5a<\/li>\n<li>\n<ul>\n<li>1. Mask Ratio<\/li>\n<li>2. Length Penalty<\/li>\n<\/ul>\n<\/li>\n<li>\u5341\u4e5d\u3001\u6548\u7387\u4e0e\u6210\u672c\u5206\u6790<\/li>\n<li>\n<ul>\n<li>1. \u4e3a\u4ec0\u4e48\u6210\u672c\u4e0b\u964d\u4e0d\u7b49\u4e8e Summary Cost<\/li>\n<li>2. Cost Estimate \u4f9d\u8d56\u8868\u5b9a\u4ef7<\/li>\n<li>3. \u8bad\u7ec3\u6210\u672c\u4e0d\u53ef\u5ffd\u7565<\/li>\n<\/ul>\n<\/li>\n<li>\u4e8c\u5341\u3001\u5931\u8d25\u6a21\u5f0f\u4e0e\u53cd\u4f8b<\/li>\n<li>\n<ul>\n<li>1. Full History \u4ecd\u7136\u6700\u597d<\/li>\n<li>2. Knowledge Update \u4e0d\u7a81\u51fa<\/li>\n<li>3. \u9ad8\u538b\u7f29\u7387\u53ef\u80fd\u63a9\u76d6\u4efb\u52a1\u5dee\u5f02<\/li>\n<li>4. \u91cd\u6784\u53ef\u80fd\u504f\u5411\u8868\u9762\u7ec6\u8282<\/li>\n<li>5. Judge \u4e0e Reconstructor \u5171\u540c\u51b3\u5b9a\u201c\u4ec0\u4e48\u7b97\u88ab\u4fdd\u7559\u201d<\/li>\n<\/ul>\n<\/li>\n<li>\u4e8c\u5341\u4e00\u3001\u4e0e Agent Memory \u7cfb\u5217\u6a2a\u5411\u6bd4\u8f83<\/li>\n<li>\u4e8c\u5341\u4e8c\u3001\u5bf9 Coding Agent\u3001Tool Agent \u4e0e Multi-Agent \u7684\u542f\u53d1<\/li>\n<li>\n<ul>\n<li>1. Coding Agent&#xff1a;Memory Writer \u53ef\u4ee5\u72ec\u7acb\u4e8e Coding Model<\/li>\n<li>2. Tool Agent&#xff1a;\u8bad\u7ec3\u6458\u8981\u5668\u4e0d\u4e00\u5b9a\u9700\u8981\u771f\u5b9e\u6267\u884c\u4efb\u52a1<\/li>\n<li>3. Multi-Agent&#xff1a;\u7edf\u4e00\u538b\u7f29\u534f\u8bae\u964d\u4f4e\u89d2\u8272\u8026\u5408<\/li>\n<li>4. \u5e94\u5bf9\u5173\u952e\u5b57\u6bb5\u4f7f\u7528\u6df7\u5408\u76ee\u6807<\/li>\n<li>5. \u538b\u7f29\u5668\u5e94\u50cf\u6570\u636e\u5e93\u7ec4\u4ef6\u4e00\u6837\u72ec\u7acb\u8bc4\u6d4b<\/li>\n<\/ul>\n<\/li>\n<li>\u4e8c\u5341\u4e09\u3001\u5c40\u9650\u6027\u4e0e\u6279\u5224\u6027\u5206\u6790<\/li>\n<li>\n<ul>\n<li>1. \u8bad\u7ec3\u9886\u57df\u96c6\u4e2d<\/li>\n<li>2. \u8bad\u7ec3\u4ecd\u4f9d\u8d56\u5f3a\u6a21\u578b<\/li>\n<li>3. \u7f3a\u5c11\u5b89\u5168\u4fe1\u606f\u7684\u7c7b\u578b\u5316\u4fdd\u62a4<\/li>\n<li>4. \u6ca1\u6709\u591a\u8f6e\u538b\u7f29\u7a33\u5b9a\u6027\u5b9e\u9a8c<\/li>\n<li>5. \u7f3a\u5c11\u6458\u8981\u5185\u5bb9\u7684\u5b9a\u6027\u5931\u8d25\u5206\u6790<\/li>\n<li>6. Cost \u7ed3\u8bba\u4f9d\u8d56\u4ef7\u683c\u5047\u8bbe<\/li>\n<li>7. \u8bba\u6587\u5b58\u5728\u6570\u5b57\u53d9\u8ff0\u9519\u8bef<\/li>\n<li>8. \u6682\u65e0\u516c\u5f00\u4ee3\u7801<\/li>\n<\/ul>\n<\/li>\n<li>\u4e8c\u5341\u56db\u3001\u6211\u7684\u7406\u89e3\u4e0e\u542f\u53d1<\/li>\n<li>\n<ul>\n<li>1. SUMONE \u771f\u6b63\u6539\u53d8\u7684\u662f\u76d1\u7763\u6765\u6e90<\/li>\n<li>2. \u201c\u53ef\u91cd\u6784\u201d\u662f\u6bd4\u201c\u50cf\u6458\u8981\u201d\u66f4\u597d\u7684\u57fa\u7840\u76ee\u6807<\/li>\n<li>3. \u53ef\u91cd\u6784\u4ecd\u4e0d\u7b49\u4e8e\u53ef\u884c\u52a8<\/li>\n<li>4. \u72ec\u7acb Memory Model \u662f\u503c\u5f97\u91cd\u89c6\u7684\u7cfb\u7edf\u5f62\u6001<\/li>\n<li>5. \u6700\u5408\u7406\u7684\u672a\u6765\u65b9\u6848\u53ef\u80fd\u662f\u5206\u5c42\u538b\u7f29<\/li>\n<\/ul>\n<\/li>\n<li>\u4e8c\u5341\u4e94\u3001\u603b\u7ed3<\/li>\n<li>\u53c2\u8003\u8d44\u6599<\/li>\n<\/ul>\n<hr \/>\n<h2>\u524d\u8a00<\/h2>\n<p>\u957f\u5468\u671f Agent \u90fd\u4f1a\u9047\u5230\u540c\u4e00\u4e2a\u5de5\u7a0b\u95ee\u9898&#xff1a;\u4e0a\u4e0b\u6587\u4f1a\u8d8a\u8dd1\u8d8a\u957f\u3002<\/p>\n<p>\u641c\u7d22 Agent \u9700\u8981\u4fdd\u7559\u524d\u51e0\u8f6e\u627e\u5230\u7684\u8bc1\u636e&#xff1b;Coding Agent \u9700\u8981\u8bb0\u4f4f\u7528\u6237\u7ea6\u675f\u3001\u5df2\u7ecf\u4fee\u6539\u7684\u6587\u4ef6\u3001\u5931\u8d25\u6d4b\u8bd5\u548c\u5de5\u5177\u8f93\u51fa&#xff1b;Tool Agent \u8fd8\u8981\u8ffd\u8e2a\u54ea\u4e9b\u64cd\u4f5c\u5df2\u7ecf\u6267\u884c\u3001\u54ea\u4e9b\u8ba1\u5212\u4ecd\u672a\u5b8c\u6210\u3002\u5982\u679c\u628a\u5168\u90e8\u5386\u53f2\u539f\u6837\u9001\u5165\u6a21\u578b&#xff0c;\u63a8\u7406\u6210\u672c\u4f1a\u6301\u7eed\u589e\u957f&#xff0c;\u6700\u7ec8\u8fd8\u4f1a\u8d85\u8fc7\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002<\/p>\n<p>\u4e8e\u662f&#xff0c;Context Compaction \u6210\u4e3a\u957f\u671f Agent \u7684\u57fa\u7840\u8bbe\u65bd&#xff1a;\u628a\u8fc7\u671f\u5386\u53f2\u538b\u7f29\u6210\u4e00\u6bb5 Memory&#xff0c;\u518d\u8ba9 Agent \u4f7f\u7528\u201c\u65e7\u5386\u53f2\u6458\u8981 &#043; \u6700\u8fd1\u4ea4\u4e92\u201d\u7ee7\u7eed\u5de5\u4f5c\u3002<\/p>\n<p>\u4f46\u538b\u7f29\u5668\u5e94\u8be5\u600e\u6837\u8bad\u7ec3&#xff1f;<\/p>\n<p>\u4e00\u79cd\u65b9\u6848\u662f\u7528\u6700\u7ec8\u4efb\u52a1\u6210\u529f\u7387\u8bad\u7ec3&#xff1a;\u5982\u679c\u6458\u8981\u540e\u7684 Agent \u4ecd\u80fd\u5b8c\u6210\u4efb\u52a1&#xff0c;\u5c31\u5956\u52b1\u6458\u8981\u5668\u3002\u95ee\u9898\u662f&#xff0c;\u8fd9\u4f1a\u628a\u6458\u8981\u5668\u548c\u5177\u4f53\u4efb\u52a1\u3001\u5177\u4f53 Solver\u3001\u5177\u4f53 Harness \u7ed1\u5b9a\u5728\u4e00\u8d77\u3002\u53e6\u4e00\u79cd\u65b9\u6848\u662f\u51c6\u5907\u4eba\u5de5\u53c2\u8003\u6458\u8981&#xff0c;\u4f46 Agent \u8f68\u8ff9\u957f\u3001\u5de5\u5177\u8f93\u51fa\u590d\u6742&#xff0c;\u5f88\u96be\u83b7\u5f97\u89c4\u6a21\u5316 Gold Summary\u3002\u8fd8\u53ef\u4ee5\u8ba9 LLM Judge \u76f4\u63a5\u5224\u65ad\u6458\u8981\u8d28\u91cf&#xff0c;\u4f46\u201c\u597d\u6458\u8981\u201d\u662f\u4e00\u4e2a\u6a21\u7cca\u76ee\u6807&#xff0c;Judge \u53ef\u80fd\u66f4\u504f\u597d\u6d41\u7545\u800c\u975e\u771f\u6b63\u53ef\u6062\u590d\u7684\u4fe1\u606f\u3002<\/p>\n<p>SUMONE \u63d0\u51fa\u4e86\u4e00\u79cd\u66f4\u7b80\u5355\u7684\u8bad\u7ec3\u4fe1\u53f7&#xff1a;\u5982\u679c\u6458\u8981\u771f\u7684\u4fdd\u7559\u4e86\u539f\u8f68\u8ff9\u7684\u4fe1\u606f&#xff0c;\u90a3\u4e48\u5728\u968f\u673a\u906e\u76d6\u90e8\u5206\u539f\u5386\u53f2\u540e&#xff0c;\u53e6\u4e00\u4e2a\u6a21\u578b\u5e94\u8be5\u80fd\u591f\u501f\u52a9\u6458\u8981\u628a\u7f3a\u5931\u5185\u5bb9\u6062\u590d\u51fa\u6765\u3002<\/p>\n<p>\u5b83\u5c06 Agent Memory \u7684\u8bad\u7ec3\u4ece\u201c\u6458\u8981\u662f\u5426\u8ba9\u4e0b\u6e38\u4efb\u52a1\u6210\u529f\u201d\u6539\u5199\u4e3a\u201c\u6458\u8981\u662f\u5426\u4fdd\u7559\u8db3\u4ee5\u91cd\u6784\u539f\u5386\u53f2\u7684\u4fe1\u606f\u201d\u3002\u8fd9\u6837&#xff0c;\u8bad\u7ec3\u53ea\u9700\u8981\u539f\u59cb\u8f68\u8ff9&#xff0c;\u4e0d\u9700\u8981\u53c2\u8003\u6458\u8981&#xff0c;\u4e5f\u4e0d\u9700\u8981\u8fd0\u884c\u4e0b\u6e38 Agent\u3002<\/p>\n<p>\u8fd9\u4e0e\u6211\u4eec\u524d\u4e00\u7bc7\u8ba8\u8bba\u7684 Compaction Cliff \u5f62\u6210\u4e86\u6709\u610f\u601d\u7684\u5bf9\u7167&#xff1a;Compaction Cliff \u5f3a\u8c03\u4e0d\u540c\u77e5\u8bc6\u7c7b\u578b\u4e0d\u80fd\u88ab\u7edf\u4e00\u538b\u7f29&#xff0c;\u5c24\u5176\u5b89\u5168\u7ea6\u675f\u9700\u8981\u7cbe\u786e\u4fdd\u7559&#xff1b;SUMONE \u5219\u4ece\u66f4\u4e00\u822c\u7684\u89d2\u5ea6\u5b66\u4e60\u4e00\u4e2a\u9ad8\u4fe1\u606f\u5bc6\u5ea6\u7684\u72ec\u7acb\u6458\u8981\u5668\u3002\u524d\u8005\u5f3a\u8c03\u7c7b\u578b\u5316\u5b89\u5168\u4fdd\u8bc1&#xff0c;\u540e\u8005\u5f3a\u8c03\u4efb\u52a1\u65e0\u5173\u3001\u4f4e\u6210\u672c\u548c\u53ef\u63d2\u62d4\u8fc1\u79fb\u3002<\/p>\n<p>\u4e00\u53e5\u8bdd\u6838\u5fc3\u589e\u91cf&#xff1a;SUMONE \u7528\u201c\u6458\u8981\u80fd\u5426\u5e2e\u52a9\u51bb\u7ed3\u6a21\u578b\u91cd\u6784\u88ab\u906e\u76d6\u7684\u539f\u59cb Agent \u8f68\u8ff9\u201d\u4f5c\u4e3a\u81ea\u76d1\u7763\u5956\u52b1&#xff0c;\u4ece\u800c\u5728\u4e0d\u4f9d\u8d56\u53c2\u8003\u6458\u8981\u3001\u4e0b\u6e38\u4efb\u52a1\u7ed3\u679c\u6216 Solver \u884c\u4e3a\u7684\u60c5\u51b5\u4e0b&#xff0c;\u8bad\u7ec3\u4e00\u4e2a\u53ef\u8de8\u4efb\u52a1\u3001\u8de8\u6a21\u578b\u548c\u8de8 Harness \u590d\u7528\u7684\u72ec\u7acb\u4e0a\u4e0b\u6587\u538b\u7f29\u5668\u3002<\/p>\n<p>\u9700\u8981\u63d0\u524d\u8bf4\u660e&#xff1a;SUMONE \u7684\u4f18\u52bf\u662f\u7b80\u5355\u3001\u901a\u7528\u3001\u4fbf\u5b9c&#xff0c;\u800c\u4e0d\u662f\u65e0\u635f\u3002\u4e3b\u5b9e\u9a8c\u4e2d&#xff0c;\u5b83\u628a\u63a8\u7406\u6210\u672c\u964d\u4f4e\u7ea6 75%\u201378%&#xff0c;\u4f46 DeepSearchQA \u548c SWE-bench Verified \u7684\u7edd\u5bf9\u6027\u80fd\u90fd\u6bd4 Full History \u4f4e 0.04\u3002<\/p>\n<h2>\u96f6\u3001\u8bba\u6587\u57fa\u672c\u4fe1\u606f<\/h2>\n<ul>\n<li>\u8bba\u6587\u540d\u79f0&#xff1a; SUMONE: A Simple and Efficient Summarizer for Plug-and-Play Agent Memory<\/li>\n<li>\u53d1\u8868\u5e73\u53f0&#xff1a; arXiv<\/li>\n<li>\u4ee3\u7801\u4ed3\u5e93&#xff1a; \u6682\u672a\u516c\u5f00&#xff1b;\u8bba\u6587\u8868\u793a\u5c06\u5728\u5f55\u7528\u540e\u53d1\u5e03\u4ee3\u7801\u4e0e\u5b9e\u73b0\u8d44\u6e90<\/li>\n<li>\u4f5c\u8005&#xff1a; Jizhe Zhang\u3001Ang Li\u3001Chenheng Zhang\u3001Yisen Wang<\/li>\n<\/ul>\n<h2>\u4e00\u3001\u4e0a\u4e0b\u6587\u538b\u7f29\u4e3a\u4ec0\u4e48\u503c\u5f97\u5355\u72ec\u505a\u6210\u6a21\u5757<\/h2>\n<h3>1. Full History \u7684\u6210\u672c\u4e0d\u53ef\u6301\u7eed<\/h3>\n<p>\u8bbe Agent \u6bcf\u4e00\u8f6e\u90fd\u628a\u5b8c\u6574\u5386\u53f2\u91cd\u65b0\u53d1\u9001\u7ed9\u6a21\u578b\u3002\u968f\u7740\u4ea4\u4e92\u589e\u957f&#xff0c;\u7b2c <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        t<\/p>\n<p>       t<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6151em\"><\/span><span class=\"mord mathnormal\">t<\/span><\/span><\/span><\/span><\/span> \u8f6e\u7684\u8f93\u5165\u4e0d\u53ea\u5305\u542b\u65b0\u89c2\u5bdf&#xff0c;\u8fd8\u5305\u542b\u524d <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        t<\/p>\n<p>        \u2212<\/p>\n<p>        1<\/p>\n<p>       t-1<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6984em;vertical-align: -0.0833em\"><\/span><span class=\"mord mathnormal\">t<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u2212<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.6444em\"><\/span><span class=\"mord\">1<\/span><\/span><\/span><\/span><\/span> \u8f6e\u6240\u6709\u5185\u5bb9\u3002\u603b Token \u6d88\u8017\u56e0\u6b64\u4f1a\u8fd1\u4f3c\u4e8c\u6b21\u589e\u957f\u3002<\/p>\n<p>\u5728\u8bba\u6587\u4e3b\u5b9e\u9a8c\u4e2d&#xff0c;Full History \u5e73\u5747\u6bcf\u4e2a DeepSearchQA \u67e5\u8be2\u7d2f\u8ba1\u6d88\u8017 2.83M \u8f93\u5165 Token&#xff1b;\u5728 SWE-bench Verified \u4e0a\u8fbe\u5230 4.10M\u3002\u5373\u4f7f\u6a21\u578b\u4e0a\u4e0b\u6587\u5141\u8bb8&#xff0c;\u6210\u672c\u4e5f\u5f88\u96be\u63a5\u53d7\u3002<\/p>\n<h3>2. \u7b80\u5355\u622a\u65ad\u4e22\u5931\u5173\u952e\u65e9\u671f\u4fe1\u606f<\/h3>\n<p>Recency Truncation \u5728\u8fbe\u5230\u9608\u503c\u540e\u76f4\u63a5\u5220\u9664\u6700\u65e7\u5185\u5bb9\u3002\u5b83\u6210\u672c\u4f4e&#xff0c;\u5374\u65e0\u6cd5\u533a\u5206&#xff1a;<\/p>\n<ul>\n<li>\u5df2\u7ecf\u5b8c\u6210\u3001\u53ef\u4ee5\u6982\u62ec\u7684\u4e2d\u95f4\u52a8\u4f5c&#xff1b;<\/li>\n<li>\u4ecd\u9700\u4fdd\u7559\u7684\u7528\u6237\u7ea6\u675f&#xff1b;<\/li>\n<li>\u65e9\u671f\u627e\u5230\u3001\u6700\u7ec8\u56de\u7b54\u4ecd\u4f9d\u8d56\u7684\u8bc1\u636e&#xff1b;<\/li>\n<li>Coding Agent \u5df2\u4fee\u6539\u6587\u4ef6\u7684\u539f\u56e0\u548c\u6d4b\u8bd5\u7ed3\u679c\u3002<\/li>\n<\/ul>\n<p>\u4e3b\u5b9e\u9a8c\u4e2d&#xff0c;Recent Truncation \u5728 DeepSearchQA \u53ea\u6709 0.16 F1&#xff0c;\u8fdc\u4f4e\u4e8e Full History \u7684 0.52&#xff1b;\u8fd9\u8bf4\u660e\u201c\u53ea\u4fdd\u7559\u6700\u8fd1\u5185\u5bb9\u201d\u4e0d\u80fd\u89e3\u51b3\u957f\u671f\u4f9d\u8d56\u3002<\/p>\n<h3>3. Self-Summary \u8ba9\u6602\u8d35 Agent \u540c\u65f6\u627f\u62c5\u8bb0\u5fc6\u7ef4\u62a4<\/h3>\n<p>\u8ba9\u4e0b\u6e38 Agent \u81ea\u5df1\u6458\u8981\u5386\u53f2\u5f88\u65b9\u4fbf&#xff0c;\u4f46\u5b58\u5728\u4e24\u4e2a\u95ee\u9898&#xff1a;<\/p>\n<li>35B \u6216\u95ed\u6e90\u9ad8\u4ef7\u6a21\u578b\u9700\u8981\u989d\u5916\u6267\u884c\u6458\u8981\u8c03\u7528&#xff1b;<\/li>\n<li>\u540c\u4e00\u4e2a\u6a21\u578b\u540c\u65f6\u627f\u62c5\u4efb\u52a1\u6c42\u89e3\u548c\u5185\u5b58\u7ba1\u7406&#xff0c;\u96be\u4ee5\u72ec\u7acb\u4f18\u5316\u4e0e\u590d\u7528\u3002<\/li>\n<p>SUMONE \u628a Memory Writing \u4ece Solver \u4e2d\u89e3\u8026&#xff1a;\u7edf\u4e00\u4f7f\u7528 2B \u5c0f\u6a21\u578b\u5199\u6458\u8981&#xff0c;\u4e0b\u6e38 Agent \u4fdd\u6301\u4e0d\u53d8\u3002<\/p>\n<h3>4. \u4efb\u52a1\u8026\u5408\u8bad\u7ec3\u9650\u5236\u8fc1\u79fb<\/h3>\n<p>HiAgent\u3001FoldGRPO\u3001CoMem \u7b49\u65b9\u6cd5\u53ef\u4ee5\u6839\u636e\u4e0b\u6e38\u4efb\u52a1\u884c\u4e3a\u5b66\u4e60\u538b\u7f29&#xff0c;\u4f46\u8bad\u7ec3\u4fe1\u53f7\u6765\u81ea\u7279\u5b9a\u5de5\u4f5c\u6d41\u3001Agent \u6216\u4efb\u52a1\u5956\u52b1\u3002\u6362\u4e00\u4e2a Solver\u3001Harness \u6216\u9886\u57df\u540e&#xff0c;\u6458\u8981\u7b56\u7565\u53ef\u80fd\u9700\u8981\u91cd\u65b0\u8bad\u7ec3\u3002<\/p>\n<p>SUMONE \u7684\u76ee\u6807\u662f\u4e00\u4e2a\u7c7b\u4f3c\u201c\u4e13\u7528\u6d77\u9a6c\u4f53\u201d\u7684\u6a21\u5757&#xff1a;\u53ea\u8d1f\u8d23\u628a\u7ecf\u5386\u538b\u6210\u9ad8\u4fe1\u606f\u5bc6\u5ea6\u6587\u672c&#xff0c;\u81f3\u4e8e\u672a\u6765\u54ea\u4e2a Agent \u5982\u4f55\u4f7f\u7528&#xff0c;\u7531\u4e0b\u6e38\u7cfb\u7edf\u51b3\u5b9a\u3002<\/p>\n<h2>\u4e8c\u3001\u76f8\u5173\u5de5\u4f5c\u4e0e\u8bba\u6587\u5b9a\u4f4d<\/h2>\n<h3>1. Input-Level Compression<\/h3>\n<p>LLMLingua\u3001LLMLingua-2 \u7b49\u65b9\u6cd5\u901a\u8fc7\u5220\u9664\u3001\u9009\u62e9\u6216\u538b\u7f29\u8f93\u5165 Token \u964d\u4f4e\u4e0a\u4e0b\u6587\u957f\u5ea6\u3002\u5b83\u4eec\u5904\u7406\u7684\u662f\u539f\u8f93\u5165\u8868\u9762&#xff0c;\u800c SUMONE \u751f\u6210\u4e00\u6bb5\u65b0\u7684\u6587\u672c\u8bb0\u5fc6\u8868\u793a\u3002<\/p>\n<h3>2. Agent-Managed Compaction<\/h3>\n<p>HiAgent \u5728\u4efb\u52a1\u6d41\u7a0b\u4e2d\u603b\u7ed3\u5b8c\u6210\u7684\u5b50\u76ee\u6807&#xff1b;FoldGRPO \u548c AgentFold \u8ba9 Agent \u5b66\u4f1a\u538b\u7f29\u5de5\u5177\u54cd\u5e94\u3002\u8fd9\u7c7b\u65b9\u6cd5\u66f4\u8d34\u8fd1\u884c\u52a8\u51b3\u7b56&#xff0c;\u4f46\u9700\u8981\u4fee\u6539 Agent \u5de5\u4f5c\u6d41&#xff0c;\u751a\u81f3\u628a\u538b\u7f29\u52a8\u4f5c\u7eb3\u5165\u7b56\u7565\u8bad\u7ec3\u3002<\/p>\n<h3>3. Standalone Summarization<\/h3>\n<p>RESUM\u3001ACON\u3001CoMem \u7b49\u4f7f\u7528\u72ec\u7acb\u6a21\u578b\u538b\u7f29\u4ea4\u4e92\u5386\u53f2&#xff0c;\u4f46\u5b66\u4e60\u6216\u8bc4\u6d4b\u901a\u5e38\u4ecd\u4f9d\u8d56\u4e0b\u6e38\u884c\u4e3a\u3002SUMONE \u540c\u6837\u662f\u72ec\u7acb\u6458\u8981\u5668&#xff0c;\u533a\u522b\u5728\u4e8e\u8bad\u7ec3\u9636\u6bb5\u5b8c\u5168\u4e0d\u9700\u8981\u4e0b\u6e38 Solver \u6267\u884c\u4efb\u52a1\u3002<\/p>\n<h3>4. Reconstruction Self-Supervision<\/h3>\n<p>BERT\u3001BART\u3001Denoising Autoencoder \u548c Masked Autoencoder \u90fd\u901a\u8fc7\u6062\u590d\u7f3a\u5931\u8f93\u5165\u5b66\u4e60\u4fe1\u606f\u8868\u793a\u3002SUMONE \u628a\u8fd9\u4e00\u601d\u60f3\u7528\u4e8e Agent Memory&#xff1a;\u6458\u8981\u672c\u8eab\u4e0d\u76f4\u63a5\u4e0e\u53c2\u8003\u6587\u672c\u5bf9\u9f50&#xff0c;\u800c\u662f\u901a\u8fc7\u80fd\u5426\u6062\u590d\u539f\u8f68\u8ff9\u63a5\u53d7\u8bc4\u4ef7\u3002<\/p>\n<h2>\u4e09\u3001SUMONE \u603b\u89c8<\/h2>\n<p>\u5148\u770b\u8bba\u6587\u5bf9\u5b83\u7684\u4ea7\u54c1\u5b9a\u4f4d&#xff1a;\u540c\u4e00\u4e2a 2B \u6458\u8981\u5668&#xff0c;\u53ef\u4ee5\u670d\u52a1\u4e0d\u540c\u4efb\u52a1\u3001\u6a21\u578b\u4e0e Agent Harness\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261106184058-6aee1f3a91ee2.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>Figure 1(a)&#xff1a;SUMONE \u7684\u53ef\u63d2\u62d4\u5b9a\u4f4d\u3002 2B \u6458\u8981\u6a21\u578b\u53ea\u8bfb\u53d6\u9700\u8981\u538b\u7f29\u7684 Agent \u5386\u53f2\u5e76\u751f\u6210 Memory&#xff0c;\u4e0b\u6e38 Agent \u548c Harness \u4e0d\u9700\u8981\u53c2\u4e0e\u8bad\u7ec3&#xff0c;\u4e5f\u4e0d\u5fc5\u4fee\u6539\u6838\u5fc3\u6c42\u89e3\u903b\u8f91\u3002<\/p>\n<p>\u8bba\u6587\u8fdb\u4e00\u6b65\u7528 SWE-bench Verified \u5c55\u793a\u4e86\u6027\u80fd\u2014\u6210\u672c\u6743\u8861\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261106184058-6aee1f3aa9f2b.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>Figure 1(b)&#xff1a;SWE-bench Verified \u4e0a\u7684\u6027\u80fd\u2014\u6210\u672c\u6743\u8861\u3002 \u6a2a\u8f74\u662f\u76f8\u5bf9 Self-Summary \u7684\u5f52\u4e00\u5316\u603b\u6210\u672c&#xff0c;\u7eb5\u8f74\u662f Resolved Rate&#xff1b;SUMONE \u5728\u591a\u4e2a\u4e0b\u6e38\u6a21\u578b\u4e0a\u4ee5\u66f4\u4f4e\u6210\u672c\u53d6\u5f97\u66f4\u9ad8\u8868\u73b0\u3002<\/p>\n<p>\u5b8c\u6574\u65b9\u6cd5\u5305\u542b\u8bad\u7ec3\u671f\u548c\u63a8\u7406\u671f\u4e24\u4e2a\u4e0d\u540c\u6d41\u7a0b&#xff1a;<\/p>\n<ul>\n<li>\u8bad\u7ec3\u671f&#xff1a; Summarizer \u751f\u6210\u6458\u8981&#xff0c;Reconstructor \u6062\u590d Masked History&#xff0c;Judge \u8bc4\u5206&#xff0c;GRPO \u66f4\u65b0 Summarizer&#xff1b;<\/li>\n<li>\u63a8\u7406\u671f&#xff1a; \u5220\u9664 Reconstructor \u4e0e Judge&#xff0c;\u53ea\u4fdd\u7559 2B Summarizer\u3002<\/li>\n<\/ul>\n<h2>\u56db\u3001\u6a21\u5757\u4e00&#xff1a;\u5b9a\u4e49\u9700\u8981\u538b\u7f29\u7684\u5386\u53f2<\/h2>\n<h3>1. Expired History \u4e0e Retained Context<\/h3>\n<p>SUMONE \u5c06\u5f53\u524d\u4e0a\u4e0b\u6587\u5206\u6210\u4e24\u90e8\u5206&#xff1a;<\/p>\n<ul>\n<li><span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">\n<p>         H<\/p>\n<p>        H<\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0813em\">H<\/span><\/span><\/span><\/span><\/span>&#xff1a;\u9700\u8981\u88ab\u538b\u7f29\u7684\u8fc7\u671f\u5386\u53f2&#xff1b;<\/li>\n<li><span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">\n<p>         C<\/p>\n<p>        C<\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">C<\/span><\/span><\/span><\/span><\/span>&#xff1a;\u4fdd\u7559\u4e0d\u53d8\u7684\u4e0a\u4e0b\u6587&#xff0c;\u5305\u62ec System Instruction\u3001\u4efb\u52a1\u63cf\u8ff0\u3001\u5df2\u6709 Memory \u548c\u6700\u8fd1\u4ea4\u4e92\u3002<\/li>\n<\/ul>\n<p>\u6458\u8981\u5668\u6839\u636e\u4e8c\u8005\u751f\u6210\u6587\u672c\u6458\u8981&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         S<\/p>\n<p>         \u223c<\/p>\n<p>          \u03c0<\/p>\n<p>          \u03b8<\/p>\n<p>         (<\/p>\n<p>         \u22c5<\/p>\n<p>         \u2223<\/p>\n<p>         C<\/p>\n<p>         ,<\/p>\n<p>         H<\/p>\n<p>         )<\/p>\n<p>        S\\\\sim\\\\pi_\\\\theta(\\\\cdot\\\\mid C,H)<\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">S<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u223c<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0359em\">\u03c0<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0359em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0278em\">\u03b8<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mopen\">(<\/span><span class=\"mord\">\u22c5<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2223<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">C<\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0813em\">H<\/span><span class=\"mclose\">)<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u8fd9\u91cc\u628a <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        C<\/p>\n<p>       C<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">C<\/span><\/span><\/span><\/span><\/span> \u4e00\u5e76\u8f93\u5165\u6458\u8981\u5668\u975e\u5e38\u91cd\u8981\u3002\u76f8\u540c\u5386\u53f2\u5728\u4e0d\u540c\u4efb\u52a1\u3001\u7cfb\u7edf\u7ea6\u675f\u548c\u6700\u8fd1\u72b6\u6001\u4e0b&#xff0c;\u503c\u5f97\u4fdd\u7559\u7684\u4fe1\u606f\u53ef\u80fd\u4e0d\u540c\u3002SUMONE \u867d\u7136\u4f7f\u7528\u4efb\u52a1\u65e0\u5173\u8bad\u7ec3\u4fe1\u53f7&#xff0c;\u4f46\u6458\u8981\u751f\u6210\u4ecd\u7136\u80fd\u770b\u5230\u5f53\u524d\u4efb\u52a1\u4e0a\u4e0b\u6587\u3002<\/p>\n<h3>2. \u5728\u7ebf\u90e8\u7f72\u65b9\u5f0f<\/h3>\n<p>\u5f53\u4e0a\u4e0b\u6587\u8fbe\u5230 32K Compaction Threshold \u65f6&#xff0c;\u7cfb\u7edf\u5c06\u8f83\u65e7\u7684 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        H<\/p>\n<p>       H<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0813em\">H<\/span><\/span><\/span><\/span><\/span> \u66ff\u6362\u6210 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        S<\/p>\n<p>       S<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">S<\/span><\/span><\/span><\/span><\/span>&#xff0c;Agent \u7ee7\u7eed\u4f7f\u7528 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        (<\/p>\n<p>        C<\/p>\n<p>        ,<\/p>\n<p>        S<\/p>\n<p>        )<\/p>\n<p>       (C,S)<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mopen\">(<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">C<\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">S<\/span><span class=\"mclose\">)<\/span><\/span><\/span><\/span><\/span> \u6267\u884c\u3002\u4e4b\u540e\u82e5\u518d\u6b21\u8d85\u8fc7\u9608\u503c&#xff0c;\u65b0\u4e00\u8f6e\u538b\u7f29\u53ef\u4ee5\u540c\u65f6\u5904\u7406\u5df2\u6709 Memory \u4e0e\u65b0\u589e\u5386\u53f2\u3002<\/p>\n<h2>\u4e94\u3001\u6a21\u5757\u4e8c&#xff1a;Masked Reconstruction<\/h2>\n<p>\u4e0b\u9762\u8fd9\u5f20\u56fe\u5c55\u793a\u8bad\u7ec3\u4fe1\u53f7\u5982\u4f55\u4ece\u539f\u59cb\u8f68\u8ff9\u81ea\u8eab\u4ea7\u751f\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261106184058-6aee1f3ac1cdc.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>Figure 2&#xff1a;SUMONE \u65b9\u6cd5\u603b\u89c8\u3002 Summarizer \u538b\u7f29 Expired History&#xff1b;\u7cfb\u7edf\u968f\u673a\u906e\u76d6\u539f\u8f68\u8ff9\u7684\u4e00\u90e8\u5206&#xff0c;\u7531\u51bb\u7ed3 Reconstructor \u7ed3\u5408\u6458\u8981\u3001\u53ef\u89c1\u5386\u53f2\u548c\u4fdd\u7559\u4e0a\u4e0b\u6587\u6062\u590d\u7f3a\u5931\u5757&#xff1b;\u91cd\u6784\u8d28\u91cf\u51cf\u53bb\u957f\u5ea6\u60e9\u7f5a\u540e\u6210\u4e3a GRPO Reward\u3002<\/p>\n<h3>1. \u5982\u4f55 Mask<\/h3>\n<p>\u7cfb\u7edf\u5148\u628a <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        H<\/p>\n<p>       H<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0813em\">H<\/span><\/span><\/span><\/span><\/span> \u5212\u5206\u6210\u5927\u5c0f\u8fd1\u4f3c\u7684\u5757&#xff0c;\u4f18\u5148\u6cbf\u81ea\u7136\u4ea4\u4e92\u8fb9\u754c\u5207\u5206&#xff0c;\u4f8b\u5982&#xff1a;<\/p>\n<ul>\n<li>\u7528\u6237\u4e0e Assistant Role \u5207\u6362&#xff1b;<\/li>\n<li>Tool Call \u4e0e Tool Result \u8fb9\u754c&#xff1b;<\/li>\n<li>\u5b8c\u6574\u89c2\u5bdf\u6216\u64cd\u4f5c\u6b65\u9aa4\u3002<\/li>\n<\/ul>\n<p>\u7136\u540e\u968f\u673a\u9009\u62e9\u5757\u96c6\u5408 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        \u03a9<\/p>\n<p>       \\\\Omega<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord\">\u03a9<\/span><\/span><\/span><\/span><\/span>&#xff0c;\u66ff\u6362\u4e3a Missing-Span Marker&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>          H<\/p>\n<p>          ~<\/p>\n<p>         &#061;<\/p>\n<p>         Mask<\/p>\n<p>         \u2061<\/p>\n<p>         (<\/p>\n<p>         H<\/p>\n<p>         ;<\/p>\n<p>         \u03a9<\/p>\n<p>         )<\/p>\n<p>        \\\\widetilde{H}&#061;\\\\operatorname{Mask}(H;\\\\Omega)<\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.9433em\"><\/span><span class=\"mord accent\"><span class=\"vlist-t\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.9433em\"><span class=\"\" style=\"top: -3em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0813em\">H<\/span><\/span><span class=\"svg-align\" style=\"width: calc(100% - 0.1111em);margin-left: 0.1111em;top: -3.6833em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"\" style=\"height: 0.26em\"><\/p>\n<p>            <\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mop\"><span class=\"mord mathrm\">Mask<\/span><\/span><span class=\"mopen\">(<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0813em\">H<\/span><span class=\"mpunct\">;<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\">\u03a9<\/span><span class=\"mclose\">)<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u8bad\u7ec3\u9ed8\u8ba4\u6bcf\u5757\u7ea6 512 Token&#xff0c;\u906e\u76d6 50%\u3002<\/p>\n<h3>2. Reconstructor<\/h3>\n<p>\u51bb\u7ed3\u6a21\u578b <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        D<\/p>\n<p>       D<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">D<\/span><\/span><\/span><\/span><\/span> \u6839\u636e\u6458\u8981\u3001\u5269\u4f59\u4e0a\u4e0b\u6587\u548c\u672a\u906e\u76d6\u5386\u53f2\u9884\u6d4b\u7f3a\u5931\u5185\u5bb9&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>           H<\/p>\n<p>           ^<\/p>\n<p>          \u03a9<\/p>\n<p>         \u223c<\/p>\n<p>          p<\/p>\n<p>          D<\/p>\n<p>         (<\/p>\n<p>         \u22c5<\/p>\n<p>         \u2223<\/p>\n<p>         C<\/p>\n<p>         ,<\/p>\n<p>          H<\/p>\n<p>          ~<\/p>\n<p>         ,<\/p>\n<p>         S<\/p>\n<p>         )<\/p>\n<p>        \\\\widehat{H}_\\\\Omega\\\\sim p_D(\\\\cdot\\\\mid C,\\\\widetilde{H},S)<\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1.0733em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord accent\"><span class=\"vlist-t\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.9233em\"><span class=\"\" style=\"top: -3em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0813em\">H<\/span><\/span><span class=\"svg-align\" style=\"width: calc(100% - 0.1111em);margin-left: 0.1111em;top: -3.6833em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"\" style=\"height: 0.24em\"><\/p>\n<p>             <\/span><\/span><\/span><\/span><\/span><\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3283em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0813em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\">\u03a9<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u223c<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">p<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3283em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0278em\">D<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mopen\">(<\/span><span class=\"mord\">\u22c5<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2223<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1.1933em;vertical-align: -0.25em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">C<\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord accent\"><span class=\"vlist-t\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.9433em\"><span class=\"\" style=\"top: -3em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0813em\">H<\/span><\/span><span class=\"svg-align\" style=\"width: calc(100% - 0.1111em);margin-left: 0.1111em;top: -3.6833em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"\" style=\"height: 0.26em\"><\/p>\n<p>            <\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">S<\/span><span class=\"mclose\">)<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u5982\u679c\u6458\u8981\u4fdd\u5b58\u4e86\u88ab\u906e\u76d6\u7684\u4fe1\u606f&#xff0c;\u6062\u590d\u7ed3\u679c\u5e94\u8be5\u66f4\u63a5\u8fd1 Ground Truth&#xff1b;\u5982\u679c\u6458\u8981\u53ea\u662f\u8bed\u8a00\u6d41\u7545\u5374\u9057\u6f0f\u4e86\u4e8b\u5b9e\u3001\u7ea6\u675f\u6216\u5de5\u5177\u7ed3\u679c&#xff0c;\u91cd\u6784\u4f1a\u5931\u8d25\u3002<\/p>\n<h3>3. \u4e3a\u4ec0\u4e48\u4fdd\u7559\u672a\u906e\u76d6\u5386\u53f2<\/h3>\n<p>Reconstructor \u5e76\u4e0d\u662f\u53ea\u6839\u636e\u6458\u8981\u4ece\u96f6\u6062\u590d\u6574\u6761\u8f68\u8ff9\u3002\u5b83\u8fd8\u770b\u5230 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         H<\/p>\n<p>          \u03a9<\/p>\n<p>          \u02c9<\/p>\n<p>       H_{\\\\bar\\\\Omega}<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.9126em;vertical-align: -0.2293em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0813em\">H<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3448em\"><span class=\"\" style=\"top: -2.4707em;margin-left: -0.0813em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord accent mtight\"><span class=\"vlist-t\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.8201em\"><span class=\"\" style=\"top: -2.7em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"mord mtight\">\u03a9<\/span><\/span><span class=\"\" style=\"top: -2.9523em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"accent-body\" style=\"left: -0.25em\"><span class=\"mord mtight\">\u02c9<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2293em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>&#xff0c;\u56e0\u6b64\u8bad\u7ec3\u76ee\u6807\u8861\u91cf\u7684\u662f\u6458\u8981\u5bf9\u53ef\u89c1\u4e0a\u4e0b\u6587\u63d0\u4f9b\u4e86\u591a\u5c11\u989d\u5916\u4fe1\u606f\u3002<\/p>\n<p>\u8fd9\u907f\u514d\u6458\u8981\u6d6a\u8d39\u7a7a\u95f4\u91cd\u590d\u672c\u6765\u5c31\u5728 Recent Context \u4e2d\u7684\u4fe1\u606f&#xff0c;\u4f46\u4e5f\u5e26\u6765\u6f5c\u5728\u8fb9\u754c&#xff1a;\u5982\u679c\u7f3a\u5931\u5185\u5bb9\u80fd\u4ece\u76f8\u90bb\u5386\u53f2\u8f7b\u6613\u63a8\u65ad&#xff0c;\u6458\u8981\u53ef\u80fd\u4e0d\u5fc5\u663e\u5f0f\u4fdd\u5b58\u5b83\u3002<\/p>\n<h2>\u516d\u3001\u4fe1\u606f\u8bba\u89e3\u91ca<\/h2>\n<p>\u8bba\u6587\u7528\u6761\u4ef6\u4e92\u4fe1\u606f\u89e3\u91ca\u6458\u8981\u7684\u4f5c\u7528&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         I<\/p>\n<p>         (<\/p>\n<p>         S<\/p>\n<p>         ;<\/p>\n<p>          H<\/p>\n<p>          \u03a9<\/p>\n<p>         \u2223<\/p>\n<p>          H<\/p>\n<p>           \u03a9<\/p>\n<p>           \u02c9<\/p>\n<p>         ,<\/p>\n<p>         C<\/p>\n<p>         )<\/p>\n<p>         &#061;<\/p>\n<p>         H<\/p>\n<p>         (<\/p>\n<p>          H<\/p>\n<p>          \u03a9<\/p>\n<p>         \u2223<\/p>\n<p>          H<\/p>\n<p>           \u03a9<\/p>\n<p>           \u02c9<\/p>\n<p>         ,<\/p>\n<p>         C<\/p>\n<p>         )<\/p>\n<p>         \u2212<\/p>\n<p>         H<\/p>\n<p>         (<\/p>\n<p>          H<\/p>\n<p>          \u03a9<\/p>\n<p>         \u2223<\/p>\n<p>         S<\/p>\n<p>         ,<\/p>\n<p>          H<\/p>\n<p>           \u03a9<\/p>\n<p>           \u02c9<\/p>\n<p>         ,<\/p>\n<p>         C<\/p>\n<p>         )<\/p>\n<p>        I(S;H_\\\\Omega\\\\mid H_{\\\\bar\\\\Omega},C)&#061;\\\\mathcal{H}(H_\\\\Omega\\\\mid H_{\\\\bar\\\\Omega},C)-\\\\mathcal{H}(H_\\\\Omega\\\\mid S,H_{\\\\bar\\\\Omega},C)<\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0785em\">I<\/span><span class=\"mopen\">(<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">S<\/span><span class=\"mpunct\">;<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0813em\">H<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3283em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0813em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\">\u03a9<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2223<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0813em\">H<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3448em\"><span class=\"\" style=\"top: -2.4707em;margin-left: -0.0813em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord accent mtight\"><span class=\"vlist-t\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.8201em\"><span class=\"\" style=\"top: -2.7em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"mord mtight\">\u03a9<\/span><\/span><span class=\"\" style=\"top: -2.9523em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"accent-body\" style=\"left: -0.25em\"><span class=\"mord mtight\">\u02c9<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2293em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">C<\/span><span class=\"mclose\">)<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord mathcal\" style=\"margin-right: 0.0097em\">H<\/span><span class=\"mopen\">(<\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0813em\">H<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3283em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0813em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\">\u03a9<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2223<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0813em\">H<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3448em\"><span class=\"\" style=\"top: -2.4707em;margin-left: -0.0813em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord accent mtight\"><span class=\"vlist-t\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.8201em\"><span class=\"\" style=\"top: -2.7em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"mord mtight\">\u03a9<\/span><\/span><span class=\"\" style=\"top: -2.9523em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"accent-body\" style=\"left: -0.25em\"><span class=\"mord mtight\">\u02c9<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2293em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">C<\/span><span class=\"mclose\">)<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u2212<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord mathcal\" style=\"margin-right: 0.0097em\">H<\/span><span class=\"mopen\">(<\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0813em\">H<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3283em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0813em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\">\u03a9<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2223<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">S<\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0813em\">H<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3448em\"><span class=\"\" style=\"top: -2.4707em;margin-left: -0.0813em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord accent mtight\"><span class=\"vlist-t\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.8201em\"><span class=\"\" style=\"top: -2.7em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"mord mtight\">\u03a9<\/span><\/span><span class=\"\" style=\"top: -2.9523em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"accent-body\" style=\"left: -0.25em\"><span class=\"mord mtight\">\u02c9<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2293em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">C<\/span><span class=\"mclose\">)<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u7b2c\u4e00\u9879\u662f\u4e0d\u770b\u6458\u8981\u65f6&#xff0c;\u7f3a\u5931\u5386\u53f2\u7684\u4e0d\u786e\u5b9a\u6027&#xff1b;\u7b2c\u4e8c\u9879\u662f\u52a0\u5165\u6458\u8981\u540e\u7684\u4e0d\u786e\u5b9a\u6027\u3002\u56e0\u4e3a\u7b2c\u4e00\u9879\u4e0e Summarizer \u65e0\u5173&#xff0c;\u6240\u4ee5\u66f4\u597d\u7684\u6458\u8981\u5e94\u8be5\u8ba9\u7b2c\u4e8c\u9879\u66f4\u5c0f\u3002<\/p>\n<p>SUMONE \u5e76\u6ca1\u6709\u76f4\u63a5\u4f30\u8ba1\u4e92\u4fe1\u606f&#xff0c;\u800c\u662f\u7528\u8bed\u4e49\u91cd\u6784\u8d28\u91cf\u4f5c\u4e3a\u4ee3\u7406\u3002\u8fd9\u4e00\u70b9\u5fc5\u987b\u533a\u5206\u6e05\u695a&#xff1a;\u8bba\u6587\u63d0\u4f9b\u7684\u662f\u4fe1\u606f\u8bba\u76f4\u89c9&#xff0c;\u4e0d\u662f\u4e25\u683c\u4e92\u4fe1\u606f\u4f18\u5316\u5668\u3002<\/p>\n<h2>\u4e03\u3001\u6a21\u5757\u4e09&#xff1a;\u91cd\u6784\u5956\u52b1<\/h2>\n<h3>1. Precision \u4e0e Recall<\/h3>\n<p>LLM Judge \u5bf9\u6bcf\u4e2a\u88ab\u906e\u76d6\u5757\u7684\u6062\u590d\u7ed3\u679c\u6253\u4e24\u4e2a\u5206&#xff1a;<\/p>\n<ul>\n<li>Precision&#xff1a; \u9884\u6d4b\u5185\u5bb9\u4e2d\u6709\u591a\u5c11\u5f97\u5230\u539f\u6587\u652f\u6301&#xff0c;\u60e9\u7f5a\u7f16\u9020&#xff1b;<\/li>\n<li>Recall&#xff1a; \u539f\u6587\u7684\u91cd\u8981\u5185\u5bb9\u6709\u591a\u5c11\u88ab\u6062\u590d&#xff0c;\u60e9\u7f5a\u9057\u6f0f\u3002<\/li>\n<\/ul>\n<p>\u82e5\u7b2c <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        i<\/p>\n<p>       i<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6595em\"><\/span><span class=\"mord mathnormal\">i<\/span><\/span><\/span><\/span><\/span> \u4e2a\u5757\u7684 Recall \u548c Precision \u5206\u522b\u4e3a <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         r<\/p>\n<p>         i<\/p>\n<p>       r_i<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.5806em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">r<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0278em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u3001<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         p<\/p>\n<p>         i<\/p>\n<p>       p_i<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.625em;vertical-align: -0.1944em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">p<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>&#xff0c;\u6574\u4f53\u91cd\u6784\u8d28\u91cf\u4e3a&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         Q<\/p>\n<p>         (<\/p>\n<p>         S<\/p>\n<p>         )<\/p>\n<p>         &#061;<\/p>\n<p>          1<\/p>\n<p>           \u2223<\/p>\n<p>           \u03a9<\/p>\n<p>           \u2223<\/p>\n<p>          \u2211<\/p>\n<p>           i<\/p>\n<p>           \u2208<\/p>\n<p>           \u03a9<\/p>\n<p>         (<\/p>\n<p>          r<\/p>\n<p>          i<\/p>\n<p>         &#043;<\/p>\n<p>          p<\/p>\n<p>          i<\/p>\n<p>         )<\/p>\n<p>        Q(S)&#061;\\\\frac{1}{|\\\\Omega|}\\\\sum_{i\\\\in\\\\Omega}(r_i&#043;p_i)<\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord mathnormal\">Q<\/span><span class=\"mopen\">(<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">S<\/span><span class=\"mclose\">)<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 2.6431em;vertical-align: -1.3217em\"><\/span><span class=\"mord\"><span class=\"mopen nulldelimiter\"><\/span><span class=\"mfrac\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.3214em\"><span class=\"\" style=\"top: -2.314em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u2223\u03a9\u2223<\/span><\/span><\/span><span class=\"\" style=\"top: -3.23em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"frac-line\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><span class=\"\" style=\"top: -3.677em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">1<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.936em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"mclose nulldelimiter\"><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mop op-limits\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.05em\"><span class=\"\" style=\"top: -1.8557em;margin-left: 0em\"><span class=\"pstrut\" style=\"height: 3.05em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">i<\/span><span class=\"mrel mtight\">\u2208<\/span><span class=\"mord mtight\">\u03a9<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.05em\"><span class=\"pstrut\" style=\"height: 3.05em\"><\/span><span class=\"\"><span class=\"mop op-symbol large-op\">\u2211<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.3217em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"mopen\">(<\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">r<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0278em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">&#043;<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">p<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">)<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u8bba\u6587\u6ca1\u6709\u5728\u516c\u5f0f\u4e2d\u9664\u4ee5 2&#xff0c;\u56e0\u6b64 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        Q<\/p>\n<p>        (<\/p>\n<p>        S<\/p>\n<p>        )<\/p>\n<p>       Q(S)<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord mathnormal\">Q<\/span><span class=\"mopen\">(<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">S<\/span><span class=\"mclose\">)<\/span><\/span><\/span><\/span><\/span> \u7684\u6570\u503c\u8303\u56f4\u53d6\u51b3\u4e8e Judge \u5206\u6570\u6807\u5ea6&#xff0c;\u5e76\u4e0d\u5fc5\u7136\u662f <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        [<\/p>\n<p>        0<\/p>\n<p>        ,<\/p>\n<p>        1<\/p>\n<p>        ]<\/p>\n<p>       [0,1]<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mopen\">[<\/span><span class=\"mord\">0<\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\">1<\/span><span class=\"mclose\">]<\/span><\/span><\/span><\/span><\/span>\u3002<\/p>\n<h3>2. \u957f\u5ea6\u60e9\u7f5a<\/h3>\n<p>\u53ea\u4f18\u5316\u91cd\u6784\u8d28\u91cf&#xff0c;\u6a21\u578b\u6700\u5b89\u5168\u7684\u7b56\u7565\u662f\u628a\u539f\u5386\u53f2\u5c3d\u91cf\u6284\u8fdb\u6458\u8981\u3002\u4e3a\u963b\u6b62\u9000\u5316\u590d\u5236&#xff0c;\u6700\u7ec8 Reward \u52a0\u5165\u957f\u5ea6\u9879&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         R<\/p>\n<p>         (<\/p>\n<p>         S<\/p>\n<p>         )<\/p>\n<p>         &#061;<\/p>\n<p>         Q<\/p>\n<p>         (<\/p>\n<p>         S<\/p>\n<p>         )<\/p>\n<p>         \u2212<\/p>\n<p>         \u03bb<\/p>\n<p>           \u2223<\/p>\n<p>           S<\/p>\n<p>           \u2223<\/p>\n<p>           L<\/p>\n<p>           max<\/p>\n<p>           \u2061<\/p>\n<p>        R(S)&#061;Q(S)-\\\\lambda\\\\frac{|S|}{L_{\\\\max}}<\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0077em\">R<\/span><span class=\"mopen\">(<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">S<\/span><span class=\"mclose\">)<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord mathnormal\">Q<\/span><span class=\"mopen\">(<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">S<\/span><span class=\"mclose\">)<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u2212<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 2.263em;vertical-align: -0.836em\"><\/span><span class=\"mord mathnormal\">\u03bb<\/span><span class=\"mord\"><span class=\"mopen nulldelimiter\"><\/span><span class=\"mfrac\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.427em\"><span class=\"\" style=\"top: -2.314em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathnormal\">L<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mop mtight\"><span class=\"mtight\">m<\/span><span class=\"mtight\">a<\/span><span class=\"mtight\">x<\/span><\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.23em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"frac-line\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><span class=\"\" style=\"top: -3.677em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u2223<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">S<\/span><span class=\"mord\">\u2223<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.836em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"mclose nulldelimiter\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p><span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        \u2223<\/p>\n<p>        S<\/p>\n<p>        \u2223<\/p>\n<p>       |S|<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord\">\u2223<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">S<\/span><span class=\"mord\">\u2223<\/span><\/span><\/span><\/span><\/span> \u662f\u6458\u8981\u957f\u5ea6&#xff0c;<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         L<\/p>\n<p>         max<\/p>\n<p>         \u2061<\/p>\n<p>       L_{\\\\max}<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">L<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mop mtight\"><span class=\"mtight\">m<\/span><span class=\"mtight\">a<\/span><span class=\"mtight\">x<\/span><\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u662f\u6700\u5927\u8f93\u51fa\u9884\u7b97&#xff0c;<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        \u03bb<\/p>\n<p>       \\\\lambda<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6944em\"><\/span><span class=\"mord mathnormal\">\u03bb<\/span><\/span><\/span><\/span><\/span> \u63a7\u5236\u538b\u7f29\u4e0e\u4fdd\u771f\u7684\u6743\u8861\u3002<\/p>\n<p>\u8fd9\u4e2a\u76ee\u6807\u5f88\u76f4\u89c2&#xff1a;\u6458\u8981\u4fdd\u5b58\u7684\u4fe1\u606f\u8d8a\u591a&#xff0c;\u91cd\u6784\u5f97\u5206\u8d8a\u9ad8&#xff1b;\u6458\u8981\u8d8a\u957f&#xff0c;\u4ee3\u4ef7\u8d8a\u5927\u3002<\/p>\n<h3>3. \u4e0e\u76f4\u63a5 Summary Judge \u7684\u533a\u522b<\/h3>\n<p>Direct Judge Reward \u76f4\u63a5\u95ee LLM\u201c\u8fd9\u662f\u4e0d\u662f\u4e00\u4e2a\u597d\u6458\u8981\u201d&#xff0c;\u8bc4\u4ef7\u6807\u51c6\u5bbd\u6cdb\u4e14\u5bb9\u6613\u504f\u5411\u6587\u98ce\u3002Reconstruction Reward \u7ed9 Judge \u4e00\u4e2a\u66f4\u5177\u4f53\u4efb\u52a1&#xff1a;\u6bd4\u8f83\u88ab\u6062\u590d\u5185\u5bb9\u4e0e\u771f\u5b9e Masked Block&#xff0c;\u5224\u65ad\u662f\u5426\u9057\u6f0f\u6216\u7f16\u9020\u3002<\/p>\n<p>\u5b83\u4ecd\u4f9d\u8d56 LLM Judge&#xff0c;\u4f46 Judge \u7684\u5de5\u4f5c\u4ece\u4e3b\u89c2\u6458\u8981\u8bc4\u4ef7\u53d8\u6210\u6709 Ground Truth \u7684\u8bed\u4e49\u5bf9\u9f50\u3002<\/p>\n<h2>\u516b\u3001\u6a21\u5757\u56db&#xff1a;GRPO \u4f18\u5316<\/h2>\n<p>\u5bf9\u6bcf\u4e2a\u4e0a\u4e0b\u6587&#xff0c;\u6458\u8981\u5668\u91c7\u6837 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        G<\/p>\n<p>       G<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord mathnormal\">G<\/span><\/span><\/span><\/span><\/span> \u4e2a\u5019\u9009 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         S<\/p>\n<p>         k<\/p>\n<p>       S_k<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">S<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0576em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0315em\">k<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u3002\u6839\u636e\u7ec4\u5185 Reward \u8ba1\u7b97\u6807\u51c6\u5316 Advantage&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>          A<\/p>\n<p>          k<\/p>\n<p>         &#061;<\/p>\n<p>           R<\/p>\n<p>           (<\/p>\n<p>            S<\/p>\n<p>            k<\/p>\n<p>           )<\/p>\n<p>           \u2212<\/p>\n<p>            \u03bc<\/p>\n<p>            R<\/p>\n<p>            \u03c3<\/p>\n<p>            R<\/p>\n<p>           &#043;<\/p>\n<p>           \u03f5<\/p>\n<p>        A_k&#061;\\\\frac{R(S_k)-\\\\mu_R}{\\\\sigma_R&#043;\\\\epsilon}<\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">A<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0315em\">k<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 2.263em;vertical-align: -0.836em\"><\/span><span class=\"mord\"><span class=\"mopen nulldelimiter\"><\/span><span class=\"mfrac\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.427em\"><span class=\"\" style=\"top: -2.314em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0359em\">\u03c3<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3283em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0359em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0077em\">R<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">&#043;<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mord mathnormal\">\u03f5<\/span><\/span><\/span><span class=\"\" style=\"top: -3.23em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"frac-line\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><span class=\"\" style=\"top: -3.677em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0077em\">R<\/span><span class=\"mopen\">(<\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">S<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0576em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0315em\">k<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">)<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u2212<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">\u03bc<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3283em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0077em\">R<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.836em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"mclose nulldelimiter\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p><span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         \u03bc<\/p>\n<p>         R<\/p>\n<p>       \\\\mu_R<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.625em;vertical-align: -0.1944em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">\u03bc<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3283em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0077em\">R<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u3001<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         \u03c3<\/p>\n<p>         R<\/p>\n<p>       \\\\sigma_R<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.5806em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0359em\">\u03c3<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3283em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0359em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0077em\">R<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u662f\u540c\u7ec4\u5019\u9009\u5956\u52b1\u7684\u5747\u503c\u4e0e\u6807\u51c6\u5dee\u3002\u968f\u540e\u4f7f\u7528\u6807\u51c6 GRPO \u66f4\u65b0 Summarizer&#xff0c;Reconstructor \u59cb\u7ec8\u51bb\u7ed3\u3002<\/p>\n<p>\u8bad\u7ec3\u914d\u7f6e\u5982\u4e0b&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>            \u914d\u7f6e<\/p>\n<p>            \u503c<\/p>\n<p>            Base\u00a0Model<\/p>\n<p>            Qwen3.5-2B<\/p>\n<p>            Reconstructor<\/p>\n<p>            Qwen3.5-9B<\/p>\n<p>            Judge<\/p>\n<p>            DeepSeek\u00a0V4.1\u00a0Flash<\/p>\n<p>            \u8bad\u7ec3\u6846\u67b6<\/p>\n<p>            veRL<\/p>\n<p>            \u786c\u4ef6<\/p>\n<p>             8<\/p>\n<p>             \u00d7<\/p>\n<p>             H20-141G<\/p>\n<p>            \u8bad\u7ec3\u6b65\u6570<\/p>\n<p>            600<\/p>\n<p>            Prompts\/Step<\/p>\n<p>            6<\/p>\n<p>            Samples\/Prompt<\/p>\n<p>            8<\/p>\n<p>            Rollouts\/Step<\/p>\n<p>            48<\/p>\n<p>            Learning\u00a0Rate<\/p>\n<p>             10<\/p>\n<p>              \u2212<\/p>\n<p>              6<\/p>\n<p>        \\\\begin{array}{c|c}\\\\textbf{\u914d\u7f6e}&amp;\\\\textbf{\u503c}\\\\\\\\\\\\hline\\\\text{Base Model}&amp;\\\\text{Qwen3.5-2B}\\\\\\\\\\\\text{Reconstructor}&amp;\\\\text{Qwen3.5-9B}\\\\\\\\\\\\text{Judge}&amp;\\\\text{DeepSeek V4.1 Flash}\\\\\\\\\\\\text{\u8bad\u7ec3\u6846\u67b6}&amp;\\\\text{veRL}\\\\\\\\\\\\text{\u786c\u4ef6}&amp;8\\\\times\\\\text{H20-141G}\\\\\\\\\\\\text{\u8bad\u7ec3\u6b65\u6570}&amp;600\\\\\\\\\\\\text{Prompts\/Step}&amp;6\\\\\\\\\\\\text{Samples\/Prompt}&amp;8\\\\\\\\\\\\text{Rollouts\/Step}&amp;48\\\\\\\\\\\\text{Learning Rate}&amp;10^{-6}\\\\end{array}<\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 13.2em;vertical-align: -6.35em\"><\/span><span class=\"mord\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 6.85em\"><span class=\"\" style=\"top: -8.85em\"><span class=\"pstrut\" style=\"height: 8.85em\"><\/span><span class=\"mtable\"><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 6.85em\"><span class=\"\" style=\"top: -9.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf cjk_fallback\">\u914d\u7f6e<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -7.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Base\u00a0Model<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -6.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Reconstructor<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Judge<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u8bad\u7ec3\u6846\u67b6<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u786c\u4ef6<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u8bad\u7ec3\u6b65\u6570<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Prompts\/Step<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: 0.59em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Samples\/Prompt<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: 1.79em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Rollouts\/Step<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: 2.99em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Learning\u00a0Rate<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 6.35em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 13.2em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -6.35em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 6.85em\"><span class=\"\" style=\"top: -9.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf cjk_fallback\">\u503c<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -7.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Qwen3.5-2B<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -6.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Qwen3.5-9B<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">DeepSeek\u00a0V4.1\u00a0Flash<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">veRL<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">8<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u00d7<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mord text\"><span class=\"mord\">H20-141G<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">600<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">6<\/span><\/span><\/span><span class=\"\" style=\"top: 0.59em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">8<\/span><\/span><\/span><span class=\"\" style=\"top: 1.79em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">48<\/span><\/span><\/span><span class=\"\" style=\"top: 2.99em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">1<\/span><span class=\"mord\"><span class=\"mord\">0<\/span><span class=\"msupsub\"><span class=\"vlist-t\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.8141em\"><span class=\"\" style=\"top: -3.063em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mtight\">\u2212<\/span><span class=\"mord mtight\">6<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 6.35em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><\/span><\/span><span class=\"\" style=\"top: -14.5em\"><span class=\"pstrut\" style=\"height: 8.85em\"><\/span><span class=\"hline\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 6.35em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>Table 6&#xff1a;SUMONE \u8bad\u7ec3\u914d\u7f6e\u3002 \u8bad\u7ec3\u4f9d\u8d56 9B Reconstructor\u3001LLM Judge \u4e0e 8 \u5f20 H20&#xff1b;\u90e8\u7f72\u65f6\u53ea\u4fdd\u7559 2B Summarizer\u3002<\/p>\n<h2>\u4e5d\u3001\u8bad\u7ec3\u6570\u636e\u4e0e\u5b9e\u9a8c\u534f\u8bae<\/h2>\n<h3>1. \u8bad\u7ec3\u6570\u636e<\/h3>\n<p>\u8bad\u7ec3\u96c6\u7ea6\u5305\u542b 5K \u4e2a\u538b\u7f29\u5b9e\u4f8b&#xff0c;\u6765\u81ea&#xff1a;<\/p>\n<ul>\n<li>OpenSeeker-v1-Data \u7684 Web Search \u8f68\u8ff9&#xff1b;<\/li>\n<li>SWE-smith \u7684 Software Engineering \u8f68\u8ff9\u3002<\/li>\n<\/ul>\n<p>\u6570\u636e\u5927\u81f4\u5e73\u8861&#xff0c;\u5e76\u5728 16K \u4e0e 32K \u4e24\u79cd\u4e0a\u4e0b\u6587\u957f\u5ea6\u4e0a\u6784\u9020 Compaction Instance\u3002<\/p>\n<h3>2. \u4e0b\u6e38 Agent<\/h3>\n<p>\u9ed8\u8ba4\u4f7f\u7528 Qwen3.5-35B-A3B \u548c OpenCode\u3002Harness \u81ea\u5e26\u538b\u7f29\u88ab\u5173\u95ed&#xff0c;\u6240\u6709\u538b\u7f29\u65b9\u6cd5\u7edf\u4e00\u4f7f\u7528 32K Threshold&#xff1b;Full History \u5219\u4e00\u76f4\u4fdd\u7559\u5230\u6a21\u578b\u7ea6 256K \u539f\u751f\u4e0a\u4e0b\u6587\u4e0a\u9650\u3002<\/p>\n<h3>3. Benchmark<\/h3>\n<ul>\n<li>DeepSearchQA&#xff1a; \u957f\u94fe\u641c\u7d22\u4efb\u52a1&#xff0c;\u62a5\u544a F1&#xff1b;<\/li>\n<li>SWE-bench Verified&#xff1a; \u771f\u5b9e GitHub Issue \u4fee\u590d&#xff0c;\u62a5\u544a Resolved Rate&#xff1b;<\/li>\n<li>LongMemEval-S&#xff1a; \u76f4\u63a5\u8bc4\u6d4b\u957f\u671f\u8bb0\u5fc6\u80fd\u529b\u3002<\/li>\n<\/ul>\n<h3>4. Baseline<\/h3>\n<ul>\n<li>Full History&#xff1b;<\/li>\n<li>Recent Truncation&#xff1b;<\/li>\n<li>Self-Summary&#xff1b;<\/li>\n<li>Prompt-2B&#xff1b;<\/li>\n<li>CoMem\u3002<\/li>\n<\/ul>\n<p>Prompt-2B \u4e0e SUMONE \u4f7f\u7528\u76f8\u540c Qwen3.5-2B \u521d\u59cb\u5316\u548c Prompt&#xff0c;\u4f46\u6ca1\u6709\u91cd\u6784\u8bad\u7ec3&#xff0c;\u7528\u4e8e\u9694\u79bb\u8bad\u7ec3\u76ee\u6807\u672c\u8eab\u7684\u8d21\u732e\u3002<\/p>\n<h3>5. Compression Ratio<\/h3>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>          C<\/p>\n<p>          R<\/p>\n<p>         &#061;<\/p>\n<p>         1<\/p>\n<p>         \u2212<\/p>\n<p>            \u2211<\/p>\n<p>            e<\/p>\n<p>           \u2223<\/p>\n<p>            S<\/p>\n<p>            e<\/p>\n<p>           \u2223<\/p>\n<p>            \u2211<\/p>\n<p>            e<\/p>\n<p>           \u2223<\/p>\n<p>            H<\/p>\n<p>            e<\/p>\n<p>           \u2223<\/p>\n<p>        \\\\mathrm{CR}&#061;1-\\\\frac{\\\\sum_e|S_e|}{\\\\sum_e|H_e|}<\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord\"><span class=\"mord mathrm\">CR<\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.7278em;vertical-align: -0.0833em\"><\/span><span class=\"mord\">1<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u2212<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 2.4254em;vertical-align: -0.9857em\"><\/span><span class=\"mord\"><span class=\"mopen nulldelimiter\"><\/span><span class=\"mfrac\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.4397em\"><span class=\"\" style=\"top: -2.314em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mop\"><span class=\"mop op-symbol small-op\" style=\"position: relative;top: 0em\">\u2211<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.0017em\"><span class=\"\" style=\"top: -2.4003em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">e<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2997em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\">\u2223<\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0813em\">H<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0813em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">e<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mord\">\u2223<\/span><\/span><\/span><span class=\"\" style=\"top: -3.23em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"frac-line\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><span class=\"\" style=\"top: -3.6897em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mop\"><span class=\"mop op-symbol small-op\" style=\"position: relative;top: 0em\">\u2211<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.0017em\"><span class=\"\" style=\"top: -2.4003em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">e<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2997em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\">\u2223<\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">S<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0576em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">e<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mord\">\u2223<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.9857em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"mclose nulldelimiter\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p><span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        e<\/p>\n<p>       e<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.4306em\"><\/span><span class=\"mord mathnormal\">e<\/span><\/span><\/span><\/span><\/span> \u662f\u538b\u7f29\u4e8b\u4ef6&#xff0c;<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         H<\/p>\n<p>         e<\/p>\n<p>       H_e<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0813em\">H<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0813em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">e<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u662f\u88ab\u66ff\u6362\u5386\u53f2&#xff0c;<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         S<\/p>\n<p>         e<\/p>\n<p>       S_e<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">S<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0576em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">e<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u662f\u6458\u8981\u3002CR \u8d8a\u9ad8\u8bf4\u660e\u538b\u7f29\u8d8a\u6fc0\u8fdb\u3002<\/p>\n<h2>\u5341\u3001\u4e3b\u5b9e\u9a8c&#xff1a;DeepSearchQA<\/h2>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>            \u65b9\u6cd5<\/p>\n<p>            F1<\/p>\n<p>            CR<\/p>\n<p>             Input<\/p>\n<p>             \u00a0<\/p>\n<p>             Tokens<\/p>\n<p>             Summary<\/p>\n<p>             \u00a0<\/p>\n<p>             Cost<\/p>\n<p>             Total<\/p>\n<p>             \u00a0<\/p>\n<p>             Cost<\/p>\n<p>            Comp.\/Q<\/p>\n<p>            Full\u00a0History<\/p>\n<p>            0.52<\/p>\n<p>            \u2212<\/p>\n<p>             2.83<\/p>\n<p>             M<\/p>\n<p>            \u2212<\/p>\n<p>             $<\/p>\n<p>             0.170<\/p>\n<p>            \u2212<\/p>\n<p>            Recent\u00a0Truncation<\/p>\n<p>            0.16<\/p>\n<p>            \u2212<\/p>\n<p>             752<\/p>\n<p>             K<\/p>\n<p>            \u2212<\/p>\n<p>             $<\/p>\n<p>             0.047<\/p>\n<p>            1.24<\/p>\n<p>            Self-Summary<\/p>\n<p>            0.44<\/p>\n<p>             91<\/p>\n<p>             %<\/p>\n<p>             652<\/p>\n<p>             K<\/p>\n<p>             $<\/p>\n<p>             0.002<\/p>\n<p>             $<\/p>\n<p>             0.044<\/p>\n<p>            1.68<\/p>\n<p>            Prompt-2B<\/p>\n<p>            0.29<\/p>\n<p>             92<\/p>\n<p>             %<\/p>\n<p>             468<\/p>\n<p>             K<\/p>\n<p>             $<\/p>\n<p>             0.001<\/p>\n<p>             $<\/p>\n<p>             0.031<\/p>\n<p>            1.24<\/p>\n<p>            CoMem<\/p>\n<p>            0.32<\/p>\n<p>             88<\/p>\n<p>             %<\/p>\n<p>             577<\/p>\n<p>             K<\/p>\n<p>             $<\/p>\n<p>             0.001<\/p>\n<p>             $<\/p>\n<p>             0.036<\/p>\n<p>            1.48<\/p>\n<p>            SUMONE<\/p>\n<p>            0.48<\/p>\n<p>             90<\/p>\n<p>             %<\/p>\n<p>             591<\/p>\n<p>             K<\/p>\n<p>             $<\/p>\n<p>             0.001<\/p>\n<p>             $<\/p>\n<p>             0.038<\/p>\n<p>            1.57<\/p>\n<p>        \\\\begin{array}{c|c|c|c|c|c|c}\\\\textbf{\u65b9\u6cd5}&amp;\\\\textbf{F1}&amp;\\\\textbf{CR}&amp;\\\\textbf{Input Tokens}&amp;\\\\textbf{Summary Cost}&amp;\\\\textbf{Total Cost}&amp;\\\\textbf{Comp.\/Q}\\\\\\\\\\\\hline\\\\text{Full History}&amp;0.52&amp;-&amp;2.83M&amp;-&amp;\\\\$0.170&amp;-\\\\\\\\\\\\text{Recent Truncation}&amp;0.16&amp;-&amp;752K&amp;-&amp;\\\\$0.047&amp;1.24\\\\\\\\\\\\text{Self-Summary}&amp;0.44&amp;91\\\\%&amp;652K&amp;\\\\$0.002&amp;\\\\$0.044&amp;1.68\\\\\\\\\\\\text{Prompt-2B}&amp;0.29&amp;92\\\\%&amp;468K&amp;\\\\$0.001&amp;\\\\$0.031&amp;1.24\\\\\\\\\\\\text{CoMem}&amp;0.32&amp;88\\\\%&amp;577K&amp;\\\\$0.001&amp;\\\\$0.036&amp;1.48\\\\\\\\\\\\textbf{SUMONE}&amp;\\\\mathbf{0.48}&amp;90\\\\%&amp;591K&amp;\\\\$0.001&amp;\\\\$0.038&amp;1.57\\\\end{array}<\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 8.4em;vertical-align: -3.95em\"><\/span><span class=\"mord\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.45em\"><span class=\"\" style=\"top: -6.45em\"><span class=\"pstrut\" style=\"height: 6.45em\"><\/span><span class=\"mtable\"><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.45em\"><span class=\"\" style=\"top: -6.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf cjk_fallback\">\u65b9\u6cd5<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Full\u00a0History<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Recent\u00a0Truncation<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Self-Summary<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Prompt-2B<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">CoMem<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: 0.59em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">SUMONE<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 8.4em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -3.95em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.45em\"><span class=\"\" style=\"top: -6.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">F1<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.52<\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.16<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.44<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.29<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.32<\/span><\/span><\/span><span class=\"\" style=\"top: 0.59em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">0.48<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 8.4em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -3.95em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.45em\"><span class=\"\" style=\"top: -6.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">CR<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u2212<\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u2212<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">91%<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">92%<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">88%<\/span><\/span><\/span><span class=\"\" style=\"top: 0.59em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">90%<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 8.4em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -3.95em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.45em\"><span class=\"\" style=\"top: -6.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">Input\u00a0Tokens<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">2.83<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.109em\">M<\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">752<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">K<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">652<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">K<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">468<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">K<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">577<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">K<\/span><\/span><\/span><span class=\"\" style=\"top: 0.59em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">591<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">K<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 8.4em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -3.95em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.45em\"><span class=\"\" style=\"top: -6.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">Summary\u00a0Cost<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u2212<\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u2212<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">$0.002<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">$0.001<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">$0.001<\/span><\/span><\/span><span class=\"\" style=\"top: 0.59em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">$0.001<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 8.4em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -3.95em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.45em\"><span class=\"\" style=\"top: -6.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">Total\u00a0Cost<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">$0.170<\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">$0.047<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">$0.044<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">$0.031<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">$0.036<\/span><\/span><\/span><span class=\"\" style=\"top: 0.59em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">$0.038<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 8.4em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -3.95em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.45em\"><span class=\"\" style=\"top: -6.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">Comp.\/Q<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u2212<\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">1.24<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">1.68<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">1.24<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">1.48<\/span><\/span><\/span><span class=\"\" style=\"top: 0.59em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">1.57<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><\/span><\/span><span class=\"\" style=\"top: -9.7em\"><span class=\"pstrut\" style=\"height: 6.45em\"><\/span><span class=\"hline\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>Table 1&#xff1a;DeepSearchQA \u4e3b\u7ed3\u679c\u3002 SUMONE \u5728\u538b\u7f29\u65b9\u6cd5\u4e2d\u53d6\u5f97\u6700\u9ad8 0.48 F1&#xff0c;\u8ddd Full History \u4ec5 0.04&#xff1b;\u7d2f\u8ba1\u8f93\u5165\u4ece 2.83M \u964d\u81f3 591K&#xff0c;\u603b\u6210\u672c\u4ece $0.170 \u964d\u81f3 $0.038\u3002<\/p>\n<p>\u6309\u8868\u4e2d\u6570\u5b57\u8ba1\u7b97&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         1<\/p>\n<p>         \u2212<\/p>\n<p>          0.038<\/p>\n<p>          0.170<\/p>\n<p>         &#061;<\/p>\n<p>         77.6<\/p>\n<p>         %<\/p>\n<p>        1-\\\\frac{0.038}{0.170}&#061;77.6\\\\%<\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.7278em;vertical-align: -0.0833em\"><\/span><span class=\"mord\">1<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u2212<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 2.0074em;vertical-align: -0.686em\"><\/span><span class=\"mord\"><span class=\"mopen nulldelimiter\"><\/span><span class=\"mfrac\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.3214em\"><span class=\"\" style=\"top: -2.314em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.170<\/span><\/span><\/span><span class=\"\" style=\"top: -3.23em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"frac-line\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><span class=\"\" style=\"top: -3.677em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.038<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.686em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"mclose nulldelimiter\"><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.8056em;vertical-align: -0.0556em\"><\/span><span class=\"mord\">77.6%<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u5373\u6210\u672c\u4e0b\u964d\u7ea6 78%&#xff0c;\u540c\u65f6 F1 \u4e0b\u964d 0.04\u3002<\/p>\n<p>Prompt-2B \u8f93\u5165 Token \u66f4\u5c11\u3001\u6210\u672c\u66f4\u4f4e&#xff0c;\u4f46 F1 \u53ea\u6709 0.29\u3002\u8bf4\u660e\u8f7b\u91cf\u6a21\u578b\u672c\u8eab\u5e76\u4e0d\u8db3\u591f&#xff0c;\u91cd\u6784\u8bad\u7ec3\u8ba9\u6458\u8981\u4fdd\u7559\u4e86\u66f4\u53ef\u7528\u7684\u4fe1\u606f\u3002<\/p>\n<h2>\u5341\u4e00\u3001\u4e3b\u5b9e\u9a8c&#xff1a;SWE-bench Verified<\/h2>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>            \u65b9\u6cd5<\/p>\n<p>            Resolved<\/p>\n<p>            CR<\/p>\n<p>             Input<\/p>\n<p>             \u00a0<\/p>\n<p>             Tokens<\/p>\n<p>             Summary<\/p>\n<p>             \u00a0<\/p>\n<p>             Cost<\/p>\n<p>             Total<\/p>\n<p>             \u00a0<\/p>\n<p>             Cost<\/p>\n<p>            Comp.\/Q<\/p>\n<p>            Full\u00a0History<\/p>\n<p>            0.63<\/p>\n<p>            \u2212<\/p>\n<p>             4.10<\/p>\n<p>             M<\/p>\n<p>            \u2212<\/p>\n<p>             $<\/p>\n<p>             0.286<\/p>\n<p>            \u2212<\/p>\n<p>            Recent\u00a0Truncation<\/p>\n<p>            0.46<\/p>\n<p>            \u2212<\/p>\n<p>             1.27<\/p>\n<p>             M<\/p>\n<p>            \u2212<\/p>\n<p>             $<\/p>\n<p>             0.097<\/p>\n<p>            2.1<\/p>\n<p>            Self-Summary<\/p>\n<p>            0.56<\/p>\n<p>             74<\/p>\n<p>             %<\/p>\n<p>             1.05<\/p>\n<p>             M<\/p>\n<p>             $<\/p>\n<p>             0.013<\/p>\n<p>             $<\/p>\n<p>             0.082<\/p>\n<p>            2.7<\/p>\n<p>            Prompt-2B<\/p>\n<p>            0.51<\/p>\n<p>             77<\/p>\n<p>             %<\/p>\n<p>             0.98<\/p>\n<p>             M<\/p>\n<p>             $<\/p>\n<p>             0.001<\/p>\n<p>             $<\/p>\n<p>             0.073<\/p>\n<p>            2.1<\/p>\n<p>            CoMem<\/p>\n<p>            0.57<\/p>\n<p>             72<\/p>\n<p>             %<\/p>\n<p>             0.97<\/p>\n<p>             M<\/p>\n<p>             $<\/p>\n<p>             0.001<\/p>\n<p>             $<\/p>\n<p>             0.065<\/p>\n<p>            2.5<\/p>\n<p>            SUMONE<\/p>\n<p>            0.59<\/p>\n<p>             69<\/p>\n<p>             %<\/p>\n<p>             1.09<\/p>\n<p>             M<\/p>\n<p>             $<\/p>\n<p>             0.001<\/p>\n<p>             $<\/p>\n<p>             0.071<\/p>\n<p>            2.5<\/p>\n<p>        \\\\begin{array}{c|c|c|c|c|c|c}\\\\textbf{\u65b9\u6cd5}&amp;\\\\textbf{Resolved}&amp;\\\\textbf{CR}&amp;\\\\textbf{Input Tokens}&amp;\\\\textbf{Summary Cost}&amp;\\\\textbf{Total Cost}&amp;\\\\textbf{Comp.\/Q}\\\\\\\\\\\\hline\\\\text{Full History}&amp;0.63&amp;-&amp;4.10M&amp;-&amp;\\\\$0.286&amp;-\\\\\\\\\\\\text{Recent Truncation}&amp;0.46&amp;-&amp;1.27M&amp;-&amp;\\\\$0.097&amp;2.1\\\\\\\\\\\\text{Self-Summary}&amp;0.56&amp;74\\\\%&amp;1.05M&amp;\\\\$0.013&amp;\\\\$0.082&amp;2.7\\\\\\\\\\\\text{Prompt-2B}&amp;0.51&amp;77\\\\%&amp;0.98M&amp;\\\\$0.001&amp;\\\\$0.073&amp;2.1\\\\\\\\\\\\text{CoMem}&amp;0.57&amp;72\\\\%&amp;0.97M&amp;\\\\$0.001&amp;\\\\$0.065&amp;2.5\\\\\\\\\\\\textbf{SUMONE}&amp;\\\\mathbf{0.59}&amp;69\\\\%&amp;1.09M&amp;\\\\$0.001&amp;\\\\$0.071&amp;2.5\\\\end{array}<\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 8.4em;vertical-align: -3.95em\"><\/span><span class=\"mord\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.45em\"><span class=\"\" style=\"top: -6.45em\"><span class=\"pstrut\" style=\"height: 6.45em\"><\/span><span class=\"mtable\"><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.45em\"><span class=\"\" style=\"top: -6.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf cjk_fallback\">\u65b9\u6cd5<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Full\u00a0History<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Recent\u00a0Truncation<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Self-Summary<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Prompt-2B<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">CoMem<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: 0.59em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">SUMONE<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 8.4em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -3.95em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.45em\"><span class=\"\" style=\"top: -6.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">Resolved<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.63<\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.46<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.56<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.51<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.57<\/span><\/span><\/span><span class=\"\" style=\"top: 0.59em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">0.59<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 8.4em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -3.95em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.45em\"><span class=\"\" style=\"top: -6.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">CR<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u2212<\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u2212<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">74%<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">77%<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">72%<\/span><\/span><\/span><span class=\"\" style=\"top: 0.59em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">69%<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 8.4em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -3.95em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.45em\"><span class=\"\" style=\"top: -6.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">Input\u00a0Tokens<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">4.10<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.109em\">M<\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">1.27<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.109em\">M<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">1.05<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.109em\">M<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.98<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.109em\">M<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.97<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.109em\">M<\/span><\/span><\/span><span class=\"\" style=\"top: 0.59em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">1.09<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.109em\">M<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 8.4em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -3.95em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.45em\"><span class=\"\" style=\"top: -6.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">Summary\u00a0Cost<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u2212<\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u2212<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">$0.013<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">$0.001<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">$0.001<\/span><\/span><\/span><span class=\"\" style=\"top: 0.59em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">$0.001<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 8.4em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -3.95em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.45em\"><span class=\"\" style=\"top: -6.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">Total\u00a0Cost<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">$0.286<\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">$0.097<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">$0.082<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">$0.073<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">$0.065<\/span><\/span><\/span><span class=\"\" style=\"top: 0.59em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">$0.071<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 8.4em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -3.95em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.45em\"><span class=\"\" style=\"top: -6.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">Comp.\/Q<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u2212<\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">2.1<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">2.7<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">2.1<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">2.5<\/span><\/span><\/span><span class=\"\" style=\"top: 0.59em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">2.5<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><\/span><\/span><span class=\"\" style=\"top: -9.7em\"><span class=\"pstrut\" style=\"height: 6.45em\"><\/span><span class=\"hline\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>Table 1&#xff08;\u7eed&#xff09;&#xff1a;SWE-bench Verified \u4e3b\u7ed3\u679c\u3002 SUMONE \u8fbe\u5230 0.59 Resolved Rate&#xff0c;\u4f4e\u4e8e Full History \u7684 0.63\u3001\u9ad8\u4e8e\u5176\u4ed6\u6458\u8981\u65b9\u6cd5&#xff1b;\u8f93\u5165\u4ece 4.10M \u964d\u81f3 1.09M&#xff0c;\u603b\u6210\u672c\u4ece $0.286 \u964d\u81f3 $0.071\u3002<\/p>\n<p>\u6309\u4e3b\u8868\u8ba1\u7b97&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         1<\/p>\n<p>         \u2212<\/p>\n<p>          0.071<\/p>\n<p>          0.286<\/p>\n<p>         &#061;<\/p>\n<p>         75.2<\/p>\n<p>         %<\/p>\n<p>        1-\\\\frac{0.071}{0.286}&#061;75.2\\\\%<\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.7278em;vertical-align: -0.0833em\"><\/span><span class=\"mord\">1<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u2212<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 2.0074em;vertical-align: -0.686em\"><\/span><span class=\"mord\"><span class=\"mopen nulldelimiter\"><\/span><span class=\"mfrac\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.3214em\"><span class=\"\" style=\"top: -2.314em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.286<\/span><\/span><\/span><span class=\"\" style=\"top: -3.23em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"frac-line\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><span class=\"\" style=\"top: -3.677em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.071<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.686em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"mclose nulldelimiter\"><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.8056em;vertical-align: -0.0556em\"><\/span><span class=\"mord\">75.2%<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u5373\u6210\u672c\u4e0b\u964d\u7ea6 75%&#xff0c;Resolved Rate \u4e0b\u964d 0.04\u3002<\/p>\n<p>\u8fd9\u91cc\u5b58\u5728\u8bba\u6587\u5185\u90e8\u4e0d\u4e00\u81f4&#xff1a;\u6458\u8981\u3001\u5f15\u8a00\u548c Table 1 \u90fd\u652f\u6301\u201c\u6210\u672c\u4e0b\u964d\u7ea6 75%\u201d&#xff1b;\u5b9e\u9a8c\u6b63\u6587\u5374\u5199\u6210 SUMONE \u201c\u4f7f\u7528 Full History \u7684 58% \u6210\u672c\u201d\u3002\u6839\u636e $0.071 \u4e0e $0.286&#xff0c;\u8be5\u6bd4\u4f8b\u5e94\u662f 24.8%&#xff0c;\u56e0\u6b64\u6b63\u6587\u7684 58% \u5e94\u89c6\u4e3a\u6587\u672c\u9519\u8bef\u3002<\/p>\n<p>SUMONE \u7684 CR \u53ea\u6709 69%&#xff0c;\u4f4e\u4e8e Self-Summary \u7684 74%\u3001Prompt-2B \u7684 77% \u548c CoMem \u7684 72%&#xff0c;\u4f46\u4efb\u52a1\u8868\u73b0\u66f4\u9ad8\u3002\u8fd9\u8bf4\u660e\u538b\u7f29\u7387\u4e0d\u662f\u8d8a\u9ad8\u8d8a\u597d&#xff1a;SWE \u4fee\u590d\u4efb\u52a1\u9700\u8981\u4fdd\u7559\u6587\u4ef6\u4fee\u6539\u3001\u6d4b\u8bd5\u4e0e\u9519\u8bef\u7ec6\u8282&#xff0c;\u8fc7\u5ea6\u538b\u7f29\u4f1a\u76f4\u63a5\u635f\u5bb3\u89e3\u9898\u3002<\/p>\n<h2>\u5341\u4e8c\u3001\u4e0e Self-Summary \u7684\u6bd4\u8f83<\/h2>\n<p>\u5728 DeepSearchQA \u4e0a&#xff1a;<\/p>\n<ul>\n<li>F1&#xff1a;0.44 \u2192 0.48&#xff1b;<\/li>\n<li>Summary Cost&#xff1a;$0.002 \u2192 $0.001&#xff1b;<\/li>\n<li>Total Cost&#xff1a;$0.044 \u2192 $0.038\u3002<\/li>\n<\/ul>\n<p>\u5728 SWE-bench \u4e0a&#xff1a;<\/p>\n<ul>\n<li>Resolved&#xff1a;0.56 \u2192 0.59&#xff1b;<\/li>\n<li>Summary Cost&#xff1a;$0.013 \u2192 $0.001&#xff1b;<\/li>\n<li>Total Cost&#xff1a;$0.082 \u2192 $0.071\u3002<\/li>\n<\/ul>\n<p>SUMONE \u7684\u6838\u5fc3\u5de5\u7a0b\u4ef7\u503c\u4e0d\u662f\u6bd4 Full History \u66f4\u51c6\u786e&#xff0c;\u800c\u662f\u7528\u5c0f\u6a21\u578b\u66ff\u4ee3\u6602\u8d35\u4e0b\u6e38\u6a21\u578b\u6267\u884c Memory Writing&#xff0c;\u540c\u65f6\u51cf\u5c11\u6458\u8981\u4e2d\u7684\u4fe1\u606f\u635f\u5931\u3002<\/p>\n<h2>\u5341\u4e09\u3001\u9694\u79bb\u8bb0\u5fc6\u8bc4\u6d4b<\/h2>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>            \u65b9\u6cd5<\/p>\n<p>            Overall<\/p>\n<p>            Single<\/p>\n<p>            Multi<\/p>\n<p>            Temporal<\/p>\n<p>            Update<\/p>\n<p>            Sum.Cost<\/p>\n<p>            CR<\/p>\n<p>            Oracle<\/p>\n<p>            0.85<\/p>\n<p>            0.94<\/p>\n<p>            0.72<\/p>\n<p>            0.80<\/p>\n<p>            0.93<\/p>\n<p>            \u2212<\/p>\n<p>            \u2212<\/p>\n<p>            Full\u00a0History<\/p>\n<p>            0.77<\/p>\n<p>            0.81<\/p>\n<p>            0.50<\/p>\n<p>            0.80<\/p>\n<p>            0.86<\/p>\n<p>            \u2212<\/p>\n<p>            \u2212<\/p>\n<p>            Prompt-2B<\/p>\n<p>            0.43<\/p>\n<p>            0.38<\/p>\n<p>            0.51<\/p>\n<p>            0.38<\/p>\n<p>            0.24<\/p>\n<p>            0.003<\/p>\n<p>             94<\/p>\n<p>             %<\/p>\n<p>            CoMem<\/p>\n<p>            0.31<\/p>\n<p>            0.41<\/p>\n<p>            0.08<\/p>\n<p>            0.24<\/p>\n<p>            0.61<\/p>\n<p>            0.003<\/p>\n<p>             93<\/p>\n<p>             %<\/p>\n<p>            SUMONE<\/p>\n<p>            0.47<\/p>\n<p>            0.48<\/p>\n<p>            0.41<\/p>\n<p>            0.36<\/p>\n<p>            0.43<\/p>\n<p>            0.003<\/p>\n<p>             89<\/p>\n<p>             %<\/p>\n<p>        \\\\begin{array}{c|c|c|c|c|c|c|c}\\\\textbf{\u65b9\u6cd5}&amp;\\\\textbf{Overall}&amp;\\\\textbf{Single}&amp;\\\\textbf{Multi}&amp;\\\\textbf{Temporal}&amp;\\\\textbf{Update}&amp;\\\\textbf{Sum.Cost}&amp;\\\\textbf{CR}\\\\\\\\\\\\hline\\\\text{Oracle}&amp;0.85&amp;0.94&amp;0.72&amp;0.80&amp;0.93&amp;-&amp;-\\\\\\\\\\\\text{Full History}&amp;0.77&amp;0.81&amp;0.50&amp;0.80&amp;0.86&amp;-&amp;-\\\\\\\\\\\\text{Prompt-2B}&amp;0.43&amp;0.38&amp;\\\\mathbf{0.51}&amp;\\\\mathbf{0.38}&amp;0.24&amp;0.003&amp;94\\\\%\\\\\\\\\\\\text{CoMem}&amp;0.31&amp;0.41&amp;0.08&amp;0.24&amp;\\\\mathbf{0.61}&amp;0.003&amp;93\\\\%\\\\\\\\\\\\textbf{SUMONE}&amp;\\\\mathbf{0.47}&amp;\\\\mathbf{0.48}&amp;0.41&amp;0.36&amp;0.43&amp;0.003&amp;89\\\\%\\\\end{array}<\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 7.2em;vertical-align: -3.35em\"><\/span><span class=\"mord\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.85em\"><span class=\"\" style=\"top: -5.85em\"><span class=\"pstrut\" style=\"height: 5.85em\"><\/span><span class=\"mtable\"><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.85em\"><span class=\"\" style=\"top: -6.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf cjk_fallback\">\u65b9\u6cd5<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Oracle<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Full\u00a0History<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Prompt-2B<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">CoMem<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -0.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">SUMONE<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.35em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 7.2em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -3.35em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.85em\"><span class=\"\" style=\"top: -6.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">Overall<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.85<\/span><\/span><\/span><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.77<\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.43<\/span><\/span><\/span><span class=\"\" style=\"top: -1.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.31<\/span><\/span><\/span><span class=\"\" style=\"top: -0.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">0.47<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.35em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 7.2em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -3.35em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.85em\"><span class=\"\" style=\"top: -6.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">Single<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.94<\/span><\/span><\/span><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.81<\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.38<\/span><\/span><\/span><span class=\"\" style=\"top: -1.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.41<\/span><\/span><\/span><span class=\"\" style=\"top: -0.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">0.48<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.35em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 7.2em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -3.35em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.85em\"><span class=\"\" style=\"top: -6.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">Multi<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.72<\/span><\/span><\/span><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.50<\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">0.51<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.08<\/span><\/span><\/span><span class=\"\" style=\"top: -0.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.41<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.35em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 7.2em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -3.35em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.85em\"><span class=\"\" style=\"top: -6.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">Temporal<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.80<\/span><\/span><\/span><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.80<\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">0.38<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.24<\/span><\/span><\/span><span class=\"\" style=\"top: -0.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.36<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.35em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 7.2em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -3.35em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.85em\"><span class=\"\" style=\"top: -6.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">Update<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.93<\/span><\/span><\/span><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.86<\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.24<\/span><\/span><\/span><span class=\"\" style=\"top: -1.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">0.61<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -0.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.43<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.35em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 7.2em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -3.35em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.85em\"><span class=\"\" style=\"top: -6.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">Sum.Cost<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u2212<\/span><\/span><\/span><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u2212<\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.003<\/span><\/span><\/span><span class=\"\" style=\"top: -1.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.003<\/span><\/span><\/span><span class=\"\" style=\"top: -0.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.003<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.35em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 7.2em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -3.35em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.85em\"><span class=\"\" style=\"top: -6.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">CR<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u2212<\/span><\/span><\/span><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u2212<\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">94%<\/span><\/span><\/span><span class=\"\" style=\"top: -1.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">93%<\/span><\/span><\/span><span class=\"\" style=\"top: -0.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">89%<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.35em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><\/span><\/span><span class=\"\" style=\"top: -8.5em\"><span class=\"pstrut\" style=\"height: 5.85em\"><\/span><span class=\"hline\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.35em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>Table 4&#xff1a;LongMemEval-S \u9694\u79bb\u8bb0\u5fc6\u8bc4\u6d4b\u3002 SUMONE \u5728\u538b\u7f29\u65b9\u6cd5\u4e2d Overall \u6700\u9ad8\u4e14\u5404\u7c7b\u522b\u66f4\u5747\u8861&#xff0c;\u4f46\u5e76\u975e\u6bcf\u4e2a\u5b50\u9879\u6700\u4f18&#xff1a;Prompt-2B \u5728 Multi \u4e0e Temporal \u4e0a\u66f4\u9ad8&#xff0c;CoMem \u5728 Update \u4e0a\u660e\u663e\u66f4\u9ad8\u3002<\/p>\n<p>\u8fd9\u5f20\u8868\u652f\u6301\u201c\u4efb\u52a1\u65e0\u5173\u4fe1\u606f\u4fdd\u7559\u66f4\u5747\u8861\u201d&#xff0c;\u4f46\u4e5f\u5c55\u793a\u4e86\u65b9\u6cd5\u8fb9\u754c\u3002CoMem \u9762\u5411\u4e0b\u6e38\u884c\u4e3a\u5b66\u4e60&#xff0c;\u5728 Knowledge Update \u4e0a\u8fbe\u5230 0.61&#xff1b;SUMONE \u53ea\u6709 0.43\u3002Masked Reconstruction \u503e\u5411\u4fdd\u5b58\u4e00\u822c\u53ef\u6062\u590d\u4fe1\u606f&#xff0c;\u5e76\u4e0d\u7279\u522b\u4f18\u5316\u65b0\u65e7\u4e8b\u5b9e\u51b2\u7a81\u548c\u66f4\u65b0\u903b\u8f91\u3002<\/p>\n<h2>\u5341\u56db\u3001\u8de8\u6a21\u578b\u8fc1\u79fb<\/h2>\n<p>\u540c\u4e00\u4e2a SUMONE Checkpoint \u88ab\u76f4\u63a5\u7528\u4e8e\u56db\u4e2a\u4e0b\u6e38\u6a21\u578b&#xff0c;\u6ca1\u6709\u989d\u5916\u5fae\u8c03\u3002<\/p>\n<h3>1. SWE-bench Verified<\/h3>\n<p><span class=\"katex--display\">KaTeX parse error: Undefined control sequence: \\\\multicolumn at position 41: \u2026|c}\\\\textbf{\u6a21\u578b}&amp;\\\\\u0332m\u0332u\u0332l\u0332t\u0332i\u0332c\u0332o\u0332l\u0332u\u0332m\u0332n\u0332{2}{c|}{\\\\textbf\u2026<\/span><\/p>\n<p>Table 7&#xff1a;SWE-bench Verified \u8de8\u6a21\u578b\u8fc1\u79fb\u3002 SUMONE \u5728\u56db\u4e2a Solver \u4e0a\u90fd\u9ad8\u4e8e Self-Summary\u3001\u6210\u672c\u66f4\u4f4e&#xff0c;\u4f46\u4ecd\u4f4e\u4e8e\u5bf9\u5e94 Full History\u3002<\/p>\n<h3>2. DeepSearchQA<\/h3>\n<p><span class=\"katex--display\">KaTeX parse error: Undefined control sequence: \\\\multicolumn at position 41: \u2026|c}\\\\textbf{\u6a21\u578b}&amp;\\\\\u0332m\u0332u\u0332l\u0332t\u0332i\u0332c\u0332o\u0332l\u0332u\u0332m\u0332n\u0332{2}{c|}{\\\\textbf\u2026<\/span><\/p>\n<p>Table 8&#xff1a;DeepSearchQA \u8de8\u6a21\u578b\u8fc1\u79fb\u3002 SUMONE \u5728 Gemini \u4e0e GPT-6 Luna \u4e0a\u751a\u81f3\u8d85\u8fc7 Full History&#xff0c;\u4f46\u5728 GLM \u548c DeepSeek \u4e0a\u4ecd\u4f4e\u4e8e Full History&#xff1b;\u76f8\u5bf9 Self-Summary \u5219\u56db\u4e2a\u6a21\u578b\u5747\u6709\u63d0\u5347\u3002<\/p>\n<p>\u8fd9\u8bf4\u660e\u201c\u63a5\u8fd1 Full History\u201d\u6bd4\u201c\u59cb\u7ec8\u4e0d\u635f\u5931\u6027\u80fd\u201d\u66f4\u51c6\u786e\u3002\u90e8\u5206\u538b\u7f29\u7ed3\u679c\u8d85\u8fc7 Full History&#xff0c;\u53ef\u80fd\u6765\u81ea\u53bb\u9664\u566a\u58f0\u4e0e\u4e2d\u95f4\u5197\u4f59&#xff1b;\u4f46\u8fd9\u79cd\u589e\u76ca\u4e0d\u8de8\u6a21\u578b\u7a33\u5b9a\u3002<\/p>\n<h2>\u5341\u4e94\u3001\u8de8 Harness \u8fc1\u79fb<\/h2>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>            Harness<\/p>\n<p>             Full<\/p>\n<p>             \u00a0<\/p>\n<p>             History<\/p>\n<p>            Self-Summary<\/p>\n<p>            SUMONE<\/p>\n<p>            OpenCode<\/p>\n<p>            0.52<\/p>\n<p>            0.44<\/p>\n<p>            0.48<\/p>\n<p>            OpenHands<\/p>\n<p>            0.49<\/p>\n<p>            0.39<\/p>\n<p>            0.46<\/p>\n<p>            Codex<\/p>\n<p>            0.55<\/p>\n<p>            0.47<\/p>\n<p>            0.47<\/p>\n<p>            DeepSeek\u00a0Harness<\/p>\n<p>            0.50<\/p>\n<p>            0.41<\/p>\n<p>            0.42<\/p>\n<p>        \\\\begin{array}{c|c|c|c}\\\\textbf{Harness}&amp;\\\\textbf{Full History}&amp;\\\\textbf{Self-Summary}&amp;\\\\textbf{SUMONE}\\\\\\\\\\\\hline\\\\text{OpenCode}&amp;0.52&amp;0.44&amp;\\\\mathbf{0.48}\\\\\\\\\\\\text{OpenHands}&amp;0.49&amp;0.39&amp;\\\\mathbf{0.46}\\\\\\\\\\\\text{Codex}&amp;0.55&amp;0.47&amp;\\\\mathbf{0.47}\\\\\\\\\\\\text{DeepSeek Harness}&amp;0.50&amp;0.41&amp;\\\\mathbf{0.42}\\\\end{array}<\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 6em;vertical-align: -2.75em\"><\/span><span class=\"mord\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.25em\"><span class=\"\" style=\"top: -5.25em\"><span class=\"pstrut\" style=\"height: 5.25em\"><\/span><span class=\"mtable\"><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.25em\"><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">Harness<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">OpenCode<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">OpenHands<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Codex<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">DeepSeek\u00a0Harness<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.75em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 6em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -2.75em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.25em\"><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">Full\u00a0History<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.52<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.49<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.55<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.50<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.75em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 6em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -2.75em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.25em\"><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">Self-Summary<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.44<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.39<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.47<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.41<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.75em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 6em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -2.75em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.25em\"><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">SUMONE<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">0.48<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">0.46<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">0.47<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">0.42<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.75em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><\/span><\/span><span class=\"\" style=\"top: -7.3em\"><span class=\"pstrut\" style=\"height: 5.25em\"><\/span><span class=\"hline\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.75em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>Table 3&#xff1a;\u4f7f\u7528 Qwen3.5-35B \u7684\u8de8 Harness \u7ed3\u679c\u3002 SUMONE \u5728 OpenCode\u3001OpenHands \u548c DeepSeek Harness \u4e0a\u9ad8\u4e8e Self-Summary&#xff1b;\u5728 Codex \u4e0a\u4e0e Self-Summary \u6301\u5e73&#xff0c;\u800c\u975e\u4e25\u683c\u9886\u5148\u3002<\/p>\n<p>\u8bba\u6587\u6b63\u6587\u5199\u201c\u5728\u6bcf\u4e2a Harness \u4e2d consistently outperforming Self-Summary\u201d&#xff0c;\u4f46 Codex \u4e24\u8005\u90fd\u4e3a 0.47\u3002\u66f4\u51c6\u786e\u7684\u7ed3\u8bba\u662f&#xff1a;SUMONE \u5728\u4e09\u4e2a Harness \u4e0a\u66f4\u597d\u3001\u4e00\u4e2a\u6301\u5e73&#xff0c;\u4e14\u90fd\u4f4e\u4e8e Full History\u3002<\/p>\n<h2>\u5341\u516d\u3001\u4e0e\u4e0b\u6e38 RL \u7ed3\u5408<\/h2>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>            \u65b9\u6cd5<\/p>\n<p>            DSQA<\/p>\n<p>             DSQA<\/p>\n<p>             \u00a0<\/p>\n<p>             Cost<\/p>\n<p>            SWE<\/p>\n<p>             SWE<\/p>\n<p>             \u00a0<\/p>\n<p>             Cost<\/p>\n<p>            Full\u00a0History\u00a0w\/o\u00a0RL<\/p>\n<p>            0.52<\/p>\n<p>            0.170<\/p>\n<p>            0.63<\/p>\n<p>            0.286<\/p>\n<p>            Self-Summary<\/p>\n<p>            0.57<\/p>\n<p>            0.052<\/p>\n<p>            0.65<\/p>\n<p>            0.091<\/p>\n<p>            Prompt-2B<\/p>\n<p>            0.41<\/p>\n<p>            0.028<\/p>\n<p>            0.58<\/p>\n<p>            0.083<\/p>\n<p>            CoMem<\/p>\n<p>            0.48<\/p>\n<p>            0.035<\/p>\n<p>            0.60<\/p>\n<p>            0.072<\/p>\n<p>            SUMONE<\/p>\n<p>            0.55<\/p>\n<p>            0.039<\/p>\n<p>            0.68<\/p>\n<p>            0.077<\/p>\n<p>        \\\\begin{array}{c|c|c|c|c}\\\\textbf{\u65b9\u6cd5}&amp;\\\\textbf{DSQA}&amp;\\\\textbf{DSQA Cost}&amp;\\\\textbf{SWE}&amp;\\\\textbf{SWE Cost}\\\\\\\\\\\\hline\\\\text{Full History w\/o RL}&amp;0.52&amp;0.170&amp;0.63&amp;0.286\\\\\\\\\\\\text{Self-Summary}&amp;\\\\mathbf{0.57}&amp;0.052&amp;0.65&amp;0.091\\\\\\\\\\\\text{Prompt-2B}&amp;0.41&amp;\\\\mathbf{0.028}&amp;0.58&amp;0.083\\\\\\\\\\\\text{CoMem}&amp;0.48&amp;0.035&amp;0.60&amp;\\\\mathbf{0.072}\\\\\\\\\\\\textbf{SUMONE}&amp;0.55&amp;0.039&amp;\\\\mathbf{0.68}&amp;0.077\\\\end{array}<\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 7.2em;vertical-align: -3.35em\"><\/span><span class=\"mord\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.85em\"><span class=\"\" style=\"top: -5.85em\"><span class=\"pstrut\" style=\"height: 5.85em\"><\/span><span class=\"mtable\"><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.85em\"><span class=\"\" style=\"top: -6.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf cjk_fallback\">\u65b9\u6cd5<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Full\u00a0History\u00a0w\/o\u00a0RL<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Self-Summary<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Prompt-2B<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">CoMem<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -0.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">SUMONE<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.35em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 7.2em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -3.35em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.85em\"><span class=\"\" style=\"top: -6.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">DSQA<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.52<\/span><\/span><\/span><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">0.57<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.41<\/span><\/span><\/span><span class=\"\" style=\"top: -1.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.48<\/span><\/span><\/span><span class=\"\" style=\"top: -0.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.55<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.35em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 7.2em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -3.35em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.85em\"><span class=\"\" style=\"top: -6.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">DSQA\u00a0Cost<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.170<\/span><\/span><\/span><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.052<\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">0.028<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.035<\/span><\/span><\/span><span class=\"\" style=\"top: -0.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.039<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.35em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 7.2em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -3.35em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.85em\"><span class=\"\" style=\"top: -6.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">SWE<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.63<\/span><\/span><\/span><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.65<\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.58<\/span><\/span><\/span><span class=\"\" style=\"top: -1.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.60<\/span><\/span><\/span><span class=\"\" style=\"top: -0.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">0.68<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.35em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 7.2em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -3.35em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.85em\"><span class=\"\" style=\"top: -6.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">SWE\u00a0Cost<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.286<\/span><\/span><\/span><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.091<\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.083<\/span><\/span><\/span><span class=\"\" style=\"top: -1.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">0.072<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -0.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.077<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.35em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><\/span><\/span><span class=\"\" style=\"top: -8.5em\"><span class=\"pstrut\" style=\"height: 5.85em\"><\/span><span class=\"hline\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.35em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>Table 2&#xff1a;\u4efb\u52a1\u7279\u5b9a RL Agent \u7684\u7ed3\u679c\u3002 \u4e0e\u4e0b\u6e38 RL \u7ed3\u5408\u540e&#xff0c;SUMONE \u5728 SWE-bench \u8fbe\u5230\u6700\u9ad8 0.68&#xff1b;DeepSearchQA \u4e3a 0.55&#xff0c;\u7565\u4f4e\u4e8e Self-Summary \u7684 0.57&#xff0c;\u4f46\u6210\u672c\u66f4\u4f4e\u3002<\/p>\n<p>\u8fd9\u8bf4\u660e SUMONE \u4e0d\u53ea\u9002\u5408\u63a8\u7406\u671f\u538b\u7f29&#xff0c;\u4e5f\u53ef\u4ee5\u4f5c\u4e3a Agent RL \u7684\u56fa\u5b9a\u5185\u5b58\u6a21\u5757\u3002\u4e0d\u8fc7 RL \u8bad\u7ec3\u7ec6\u8282\u4e0e\u4e0d\u540c\u65b9\u6cd5\u7684\u5b8c\u5168\u7b49\u4ef7\u6027\u9700\u8981\u7ed3\u5408\u539f\u57fa\u7ebf\u5b9e\u73b0\u7406\u89e3\u3002<\/p>\n<h2>\u5341\u4e03\u3001\u8bad\u7ec3\u76ee\u6807\u6d88\u878d<\/h2>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>            \u65b9\u6cd5<\/p>\n<p>            DSQA<\/p>\n<p>            SWE<\/p>\n<p>             LongMem<\/p>\n<p>             \u00a0<\/p>\n<p>             Overall<\/p>\n<p>            Single<\/p>\n<p>            Multi<\/p>\n<p>            Temporal<\/p>\n<p>            Update<\/p>\n<p>            Full\u00a0History<\/p>\n<p>            0.52<\/p>\n<p>            0.63<\/p>\n<p>            0.77<\/p>\n<p>            0.81<\/p>\n<p>            0.50<\/p>\n<p>            0.80<\/p>\n<p>            0.86<\/p>\n<p>            Prompt-2B<\/p>\n<p>            0.29<\/p>\n<p>            0.51<\/p>\n<p>            0.43<\/p>\n<p>            0.38<\/p>\n<p>            0.51<\/p>\n<p>            0.38<\/p>\n<p>            0.24<\/p>\n<p>            Summary-Judge-RL<\/p>\n<p>            0.41<\/p>\n<p>            0.54<\/p>\n<p>            0.36<\/p>\n<p>            0.40<\/p>\n<p>            0.14<\/p>\n<p>            0.31<\/p>\n<p>            0.71<\/p>\n<p>            Reconstruction-RL<\/p>\n<p>            0.48<\/p>\n<p>            0.59<\/p>\n<p>            0.47<\/p>\n<p>            0.48<\/p>\n<p>            0.41<\/p>\n<p>            0.36<\/p>\n<p>            0.43<\/p>\n<p>        \\\\begin{array}{c|c|c|c|c|c|c|c}\\\\textbf{\u65b9\u6cd5}&amp;\\\\textbf{DSQA}&amp;\\\\textbf{SWE}&amp;\\\\textbf{LongMem Overall}&amp;\\\\textbf{Single}&amp;\\\\textbf{Multi}&amp;\\\\textbf{Temporal}&amp;\\\\textbf{Update}\\\\\\\\\\\\hline\\\\text{Full History}&amp;0.52&amp;0.63&amp;0.77&amp;0.81&amp;0.50&amp;0.80&amp;0.86\\\\\\\\\\\\text{Prompt-2B}&amp;0.29&amp;0.51&amp;0.43&amp;0.38&amp;\\\\mathbf{0.51}&amp;\\\\mathbf{0.38}&amp;0.24\\\\\\\\\\\\text{Summary-Judge-RL}&amp;0.41&amp;0.54&amp;0.36&amp;0.40&amp;0.14&amp;0.31&amp;\\\\mathbf{0.71}\\\\\\\\\\\\textbf{Reconstruction-RL}&amp;\\\\mathbf{0.48}&amp;\\\\mathbf{0.59}&amp;\\\\mathbf{0.47}&amp;\\\\mathbf{0.48}&amp;0.41&amp;0.36&amp;0.43\\\\end{array}<\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 6em;vertical-align: -2.75em\"><\/span><span class=\"mord\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.25em\"><span class=\"\" style=\"top: -5.25em\"><span class=\"pstrut\" style=\"height: 5.25em\"><\/span><span class=\"mtable\"><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.25em\"><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf cjk_fallback\">\u65b9\u6cd5<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Full\u00a0History<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Prompt-2B<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Summary-Judge-RL<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">Reconstruction-RL<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.75em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 6em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -2.75em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.25em\"><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">DSQA<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.52<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.29<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.41<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">0.48<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.75em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 6em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -2.75em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.25em\"><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">SWE<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.63<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.51<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.54<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">0.59<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.75em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 6em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -2.75em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.25em\"><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">LongMem\u00a0Overall<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.77<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.43<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.36<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">0.47<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.75em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 6em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -2.75em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.25em\"><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">Single<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.81<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.38<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.40<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">0.48<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.75em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 6em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -2.75em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.25em\"><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">Multi<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.50<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">0.51<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.14<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.41<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.75em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 6em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -2.75em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.25em\"><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">Temporal<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.80<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">0.38<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.31<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.36<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.75em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 6em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -2.75em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.25em\"><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">Update<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.86<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.24<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">0.71<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.43<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.75em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><\/span><\/span><span class=\"\" style=\"top: -7.3em\"><span class=\"pstrut\" style=\"height: 5.25em\"><\/span><span class=\"hline\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.75em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>Table 5&#xff1a;\u8bad\u7ec3 Reward \u6d88\u878d\u3002 \u5728\u76f8\u540c 2B \u521d\u59cb\u5316\u3001\u8bad\u7ec3\u6570\u636e\u3001\u4f18\u5316\u9884\u7b97\u548c\u957f\u5ea6\u6b63\u5219\u4e0b&#xff0c;Reconstruction Reward \u5728\u4e24\u4e2a\u4e0b\u6e38\u4efb\u52a1\u548c LongMemEval Overall \u4e0a\u90fd\u6700\u597d\u3002<\/p>\n<p>Direct Summary Judge \u5728 Update \u4e0a\u8fbe\u5230 0.71&#xff0c;\u4f46 Multi \u53ea\u6709 0.14&#xff0c;\u8868\u73b0\u975e\u5e38\u504f\u79d1\u3002Reconstruction-RL \u66f4\u5747\u8861&#xff0c;\u8fd9\u652f\u6301\u4f5c\u8005\u5173\u4e8e\u201c\u663e\u5f0f\u6d4b\u8bd5\u4fe1\u606f\u80fd\u5426\u6062\u590d&#xff0c;\u6bd4\u5168\u5c40\u4e3b\u89c2\u8bc4\u4ef7\u66f4\u7a33\u5b9a\u201d\u7684\u89e3\u91ca\u3002<\/p>\n<h2>\u5341\u516b\u3001Mask Ratio \u4e0e\u957f\u5ea6\u60e9\u7f5a<\/h2>\n<h3>1. Mask Ratio<\/h3>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>             Mask<\/p>\n<p>             \u00a0<\/p>\n<p>             Ratio<\/p>\n<p>             25<\/p>\n<p>             %<\/p>\n<p>             50<\/p>\n<p>             %<\/p>\n<p>             75<\/p>\n<p>             %<\/p>\n<p>            DeepSearchQA<\/p>\n<p>            0.41<\/p>\n<p>            0.48<\/p>\n<p>            0.29<\/p>\n<p>            LongMemEval-S<\/p>\n<p>            0.35<\/p>\n<p>            0.47<\/p>\n<p>            0.20<\/p>\n<p>        \\\\begin{array}{c|c|c|c}\\\\textbf{Mask Ratio}&amp;25\\\\%&amp;50\\\\%&amp;75\\\\%\\\\\\\\\\\\hline\\\\text{DeepSearchQA}&amp;0.41&amp;\\\\mathbf{0.48}&amp;0.29\\\\\\\\\\\\text{LongMemEval-S}&amp;0.35&amp;\\\\mathbf{0.47}&amp;0.20\\\\end{array}<\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 3.6em;vertical-align: -1.55em\"><\/span><span class=\"mord\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.05em\"><span class=\"\" style=\"top: -4.05em\"><span class=\"pstrut\" style=\"height: 4.05em\"><\/span><span class=\"mtable\"><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.05em\"><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">Mask\u00a0Ratio<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">DeepSearchQA<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">LongMemEval-S<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.55em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 3.6em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -1.55em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.05em\"><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">25%<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.41<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.35<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.55em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 3.6em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -1.55em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.05em\"><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">50%<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">0.48<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">0.47<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.55em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 3.6em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -1.55em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.05em\"><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">75%<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.29<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.20<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.55em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><\/span><\/span><span class=\"\" style=\"top: -4.9em\"><span class=\"pstrut\" style=\"height: 4.05em\"><\/span><span class=\"hline\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.55em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>Table 5(a)&#xff1a;Mask Ratio \u6d88\u878d\u3002 50% Mask \u5728\u4e24\u4e2a\u4efb\u52a1\u4e0a\u6700\u597d&#xff1b;25% \u8fc7\u4e8e\u7b80\u5355&#xff0c;75% \u53c8\u4f7f\u91cd\u6784\u96be\u5ea6\u8fc7\u9ad8\u3002<\/p>\n<p>\u8bba\u6587\u89e3\u91ca\u5f88\u5408\u7406&#xff1a;Mask \u592a\u5c11\u65f6&#xff0c;Reconstructor \u53ef\u4ee5\u4e3b\u8981\u4f9d\u8d56\u672a\u906e\u76d6\u5386\u53f2&#xff0c;\u6458\u8981\u63d0\u4f9b\u7684\u589e\u91cf\u4fe1\u606f\u5f88\u5f31&#xff1b;Mask \u592a\u591a\u65f6&#xff0c;\u4efb\u52a1\u63a5\u8fd1\u4ece\u77ed\u6458\u8981\u6062\u590d\u5927\u534a\u6761\u8f68\u8ff9&#xff0c;Judge \u4fe1\u53f7\u566a\u58f0\u589e\u52a0\u3002<\/p>\n<p>\u6b63\u6587\u5728\u8fd9\u4e00\u6bb5\u5199\u201cLongMemEval-S \u8fbe\u5230 7%\u201d&#xff0c;\u4f46\u8868\u683c\u660e\u786e\u662f 0.47&#xff0c;\u5373 47%&#xff0c;\u5e94\u89c6\u4e3a\u6392\u7248\u9057\u6f0f\u4e86\u6570\u5b57 4\u3002<\/p>\n<h3>2. Length Penalty<\/h3>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>            \u03bb<\/p>\n<p>            0.01<\/p>\n<p>            0.1<\/p>\n<p>            0.2<\/p>\n<p>            0.5<\/p>\n<p>            DeepSearchQA<\/p>\n<p>            0.47<\/p>\n<p>            0.48<\/p>\n<p>            0.45<\/p>\n<p>            0.37<\/p>\n<p>            LongMemEval-S<\/p>\n<p>            0.41<\/p>\n<p>            0.47<\/p>\n<p>            0.38<\/p>\n<p>            0.30<\/p>\n<p>        \\\\begin{array}{c|c|c|c|c}\\\\lambda&amp;0.01&amp;0.1&amp;0.2&amp;0.5\\\\\\\\\\\\hline\\\\text{DeepSearchQA}&amp;0.47&amp;\\\\mathbf{0.48}&amp;0.45&amp;0.37\\\\\\\\\\\\text{LongMemEval-S}&amp;0.41&amp;\\\\mathbf{0.47}&amp;0.38&amp;0.30\\\\end{array}<\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 3.6em;vertical-align: -1.55em\"><\/span><span class=\"mord\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.05em\"><span class=\"\" style=\"top: -4.05em\"><span class=\"pstrut\" style=\"height: 4.05em\"><\/span><span class=\"mtable\"><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.05em\"><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">\u03bb<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">DeepSearchQA<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">LongMemEval-S<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.55em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 3.6em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -1.55em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.05em\"><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.01<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.47<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.41<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.55em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 3.6em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -1.55em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.05em\"><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.1<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">0.48<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">0.47<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.55em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 3.6em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -1.55em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.05em\"><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.2<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.45<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.38<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.55em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 3.6em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -1.55em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.05em\"><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.5<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.37<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0.30<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.55em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><\/span><\/span><span class=\"\" style=\"top: -4.9em\"><span class=\"pstrut\" style=\"height: 4.05em\"><\/span><span class=\"hline\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.55em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>Table 5(b)&#xff1a;\u957f\u5ea6\u60e9\u7f5a\u6d88\u878d\u3002 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         \u03bb<\/p>\n<p>         &#061;<\/p>\n<p>         0.1<\/p>\n<p>        \\\\lambda&#061;0.1<\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6944em\"><\/span><span class=\"mord mathnormal\">\u03bb<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.6444em\"><\/span><span class=\"mord\">0.1<\/span><\/span><\/span><\/span><\/span> \u6700\u4f18&#xff1b;\u60e9\u7f5a\u8fc7\u5f31\u5bfc\u81f4\u6458\u8981\u8fc7\u957f&#xff0c;\u60e9\u7f5a\u8fc7\u5f3a\u5219\u8fc7\u5ea6\u5220\u9664\u4fe1\u606f\u3002<\/p>\n<p>\u8be5\u7ed3\u679c\u8bf4\u660e Reward \u4e0d\u662f\u5355\u7eaf\u6700\u5927\u5316\u91cd\u6784\u7387\u3002\u4e00\u4e2a\u590d\u5236\u5927\u90e8\u5206\u5386\u53f2\u7684\u6458\u8981\u53ef\u80fd\u91cd\u6784\u5f88\u597d&#xff0c;\u5374\u5931\u53bb\u538b\u7f29\u4ef7\u503c&#xff1b;\u8fc7\u5f3a\u957f\u5ea6\u60e9\u7f5a\u5219\u9000\u5316\u6210\u6fc0\u8fdb\u622a\u65ad\u3002<\/p>\n<h2>\u5341\u4e5d\u3001\u6548\u7387\u4e0e\u6210\u672c\u5206\u6790<\/h2>\n<h3>1. \u4e3a\u4ec0\u4e48\u6210\u672c\u4e0b\u964d\u4e0d\u7b49\u4e8e Summary Cost<\/h3>\n<p>SUMONE \u672c\u8eab\u6bcf\u6b21\u6458\u8981\u6210\u672c\u7ea6 $0.001&#xff0c;\u4f46\u4e3b\u8981\u8282\u7701\u6765\u81ea\u540e\u7eed\u6bcf\u8f6e Agent \u8f93\u5165\u53d8\u77ed\u3002\u957f\u671f\u4efb\u52a1\u4e2d&#xff0c;\u540c\u4e00\u6bb5\u65e7\u5386\u53f2\u539f\u672c\u4f1a\u88ab\u91cd\u590d\u9001\u7ed9\u4e0b\u6e38\u6a21\u578b&#xff0c;\u538b\u7f29\u540e\u6bcf\u4e00\u8f6e\u90fd\u80fd\u51cf\u5c11 Token\u3002<\/p>\n<h3>2. Cost Estimate \u4f9d\u8d56\u8868\u5b9a\u4ef7<\/h3>\n<p>\u8bba\u6587\u4f7f\u7528\u6807\u51c6 API List Price&#xff0c;\u4e0d\u8003\u8651&#xff1a;<\/p>\n<ul>\n<li>Cache Hit Discount&#xff1b;<\/li>\n<li>Batch Discount&#xff1b;<\/li>\n<li>Promotional Pricing&#xff1b;<\/li>\n<li>\u4f01\u4e1a\u5408\u540c\u4ef7\u683c\u3002<\/li>\n<\/ul>\n<p>\u56e0\u6b64 $0.038\u3001$0.071 \u662f\u7edf\u4e00\u53e3\u5f84\u7684\u4f30\u7b97&#xff0c;\u4e0d\u662f\u5b9e\u9645\u8d26\u5355\u3002\u5bf9\u4e8e\u5927\u91cf\u4f7f\u7528 Prompt Cache \u7684 Agent&#xff0c;Full History \u4e0e\u538b\u7f29\u65b9\u6848\u7684\u771f\u5b9e\u5dee\u8ddd\u53ef\u80fd\u53d8\u5316\u3002<\/p>\n<h3>3. \u8bad\u7ec3\u6210\u672c\u4e0d\u53ef\u5ffd\u7565<\/h3>\n<p>\u8bad\u7ec3\u4f7f\u7528 8 \u5f20 H20\u3001600 Steps&#xff0c;\u6bcf\u6b65 48 \u4e2a\u6458\u8981 Rollout&#xff0c;\u8fd8\u8981\u8c03\u7528\u51bb\u7ed3 9B Reconstructor \u548c DeepSeek Judge\u3002\u8bba\u6587\u6ca1\u6709\u62a5\u544a\u603b GPU Hours\u3001Judge API Cost \u6216\u8bad\u7ec3\u80fd\u8017\u3002<\/p>\n<p>\u201c\u8f7b\u91cf\u201d\u4e3b\u8981\u63cf\u8ff0\u90e8\u7f72\u671f 2B \u6a21\u578b&#xff0c;\u800c\u975e\u8bad\u7ec3\u8fc7\u7a0b\u3002<\/p>\n<h2>\u4e8c\u5341\u3001\u5931\u8d25\u6a21\u5f0f\u4e0e\u53cd\u4f8b<\/h2>\n<h3>1. Full History \u4ecd\u7136\u6700\u597d<\/h3>\n<p>\u9ed8\u8ba4\u4e3b\u5b9e\u9a8c\u4e2d&#xff0c;SUMONE \u5728 DeepSearchQA \u548c SWE-bench \u90fd\u6bd4 Full History \u4f4e 0.04\u3002\u5b83\u5b9e\u73b0\u7684\u662f\u9ad8\u6027\u4ef7\u6bd4\u8fd1\u4f3c&#xff0c;\u800c\u4e0d\u662f\u65e0\u635f\u66ff\u4ee3\u3002<\/p>\n<h3>2. Knowledge Update \u4e0d\u7a81\u51fa<\/h3>\n<p>LongMemEval-S Update \u4e0a&#xff0c;SUMONE \u4e3a 0.43&#xff0c;\u4f4e\u4e8e CoMem \u7684 0.61 \u548c Summary-Judge-RL \u7684 0.71\u3002\u4e00\u822c\u91cd\u6784\u76ee\u6807\u6ca1\u6709\u663e\u5f0f\u5efa\u6a21\u65b0\u65e7\u4e8b\u5b9e\u51b2\u7a81\u3001\u65f6\u95f4\u6709\u6548\u6027\u548c\u8986\u76d6\u5173\u7cfb\u3002<\/p>\n<h3>3. \u9ad8\u538b\u7f29\u7387\u53ef\u80fd\u63a9\u76d6\u4efb\u52a1\u5dee\u5f02<\/h3>\n<p>DeepSearchQA \u7684 90% CR \u53ef\u884c&#xff0c;\u4f46 SWE-bench \u6700\u4f18\u65b9\u6848\u53ea\u8fbe\u5230 69%\u3002\u8f6f\u4ef6\u5de5\u7a0b\u8f68\u8ff9\u4e2d\u7684\u4ee3\u7801 Diff\u3001\u9519\u8bef\u65e5\u5fd7\u548c\u6d4b\u8bd5\u8f93\u51fa\u5177\u6709\u9ad8\u4fe1\u606f\u5bc6\u5ea6&#xff0c;\u4e0d\u80fd\u4e0e\u641c\u7d22\u4e2d\u95f4\u6b65\u9aa4\u4f7f\u7528\u76f8\u540c\u538b\u7f29\u5f3a\u5ea6\u3002<\/p>\n<h3>4. \u91cd\u6784\u53ef\u80fd\u504f\u5411\u8868\u9762\u7ec6\u8282<\/h3>\n<p>\u80fd\u5e2e\u52a9\u6062\u590d\u539f\u6587\u672c\u7684\u4fe1\u606f\u672a\u5fc5\u90fd\u662f\u672a\u6765\u4efb\u52a1\u771f\u6b63\u9700\u8981\u7684\u4fe1\u606f\u3002\u4f8b\u5982\u5de5\u5177\u8f93\u51fa\u4e2d\u7684\u540d\u79f0\u3001\u6570\u5b57\u6216\u91cd\u590d\u63aa\u8f9e\u53ef\u80fd\u6709\u52a9\u4e8e\u91cd\u6784&#xff0c;\u5374\u5bf9\u6700\u7ec8\u4efb\u52a1\u65e0\u5173&#xff1b;\u53cd\u8fc7\u6765&#xff0c;\u4e00\u4e2a\u6781\u77ed\u5b89\u5168\u89c4\u5219\u5bf9\u672a\u6765\u884c\u4e3a\u5f88\u91cd\u8981&#xff0c;\u4f46\u968f\u673a Mask \u672a\u5fc5\u7ecf\u5e38\u8986\u76d6\u6216\u5145\u5206\u52a0\u6743\u5b83\u3002<\/p>\n<h3>5. Judge \u4e0e Reconstructor \u5171\u540c\u51b3\u5b9a\u201c\u4ec0\u4e48\u7b97\u88ab\u4fdd\u7559\u201d<\/h3>\n<p>\u5982\u679c Reconstructor \u4f9d\u9760\u81ea\u8eab\u4e16\u754c\u77e5\u8bc6\u731c\u4e2d\u7f3a\u5931\u5185\u5bb9&#xff0c;\u6458\u8981\u53ef\u80fd\u83b7\u5f97\u4e0d\u5e94\u6709\u7684\u9ad8\u5206&#xff1b;\u5982\u679c Reconstructor \u4e0d\u64c5\u957f\u4ee3\u7801\u6216\u4e13\u4e1a\u5de5\u5177\u8f93\u51fa&#xff0c;\u5373\u4f7f\u6458\u8981\u4fdd\u5b58\u4e86\u5173\u952e\u7ebf\u7d22&#xff0c;\u4e5f\u53ef\u80fd\u6062\u590d\u5931\u8d25\u3002LLM Judge \u7684\u8bed\u4e49\u504f\u597d\u8fd8\u4f1a\u8fdb\u4e00\u6b65\u5f71\u54cd Reward\u3002<\/p>\n<h2>\u4e8c\u5341\u4e00\u3001\u4e0e Agent Memory \u7cfb\u5217\u6a2a\u5411\u6bd4\u8f83<\/h2>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>            \u65b9\u6cd5<\/p>\n<p>            \u6838\u5fc3\u95ee\u9898<\/p>\n<p>            \u8bad\u7ec3\/\u66f4\u65b0\u4fe1\u53f7<\/p>\n<p>             \u4e0e<\/p>\n<p>             \u00a0<\/p>\n<p>             SUMONE<\/p>\n<p>             \u00a0<\/p>\n<p>             \u7684\u533a\u522b<\/p>\n<p>            HiAgent<\/p>\n<p>            \u957f\u4efb\u52a1\u4e2d\u7684\u5b50\u76ee\u6807\u5386\u53f2\u538b\u7f29<\/p>\n<p>            \u5de5\u4f5c\u6d41\u7ed3\u6784<\/p>\n<p>            \u4e0e\u7279\u5b9a\u00a0Agent\u00a0\u6d41\u7a0b\u8026\u5408<\/p>\n<p>            A-MEM<\/p>\n<p>            \u52a8\u6001\u8bb0\u5fc6\u7ec4\u7ec7\u4e0e\u5173\u8054<\/p>\n<p>            LLM\u00a0\u81ea\u4e3b\u94fe\u63a5<\/p>\n<p>            \u5916\u90e8\u8bb0\u5fc6\u6846\u67b6\u66f4\u5b8c\u6574&#xff0c;\u4f46\u63a5\u53e3\u66f4\u590d\u6742<\/p>\n<p>            MAGMA<\/p>\n<p>            \u591a\u56fe\u591a\u7c92\u5ea6\u8bb0\u5fc6<\/p>\n<p>            \u7ed3\u6784\u5316\u66f4\u65b0<\/p>\n<p>            \u5f3a\u8c03\u7ec4\u7ec7\u4e0e\u68c0\u7d22&#xff0c;\u4e0d\u662f\u72ec\u7acb\u6458\u8981\u5668<\/p>\n<p>            CoMem<\/p>\n<p>            \u5b66\u4e60\u7d27\u51d1\u4efb\u52a1\u8bb0\u5fc6<\/p>\n<p>            \u4e0b\u6e38\u00a0Agent\u00a0\u884c\u4e3a<\/p>\n<p>            \u66f4\u4efb\u52a1\u5bfc\u5411&#xff0c;SUMONE\u00a0\u66f4\u901a\u7528<\/p>\n<p>            Compaction\u00a0Cliff<\/p>\n<p>            \u5b89\u5168\u89c4\u5219\u5728\u538b\u7f29\u4e2d\u4e22\u5931<\/p>\n<p>            \u7c7b\u578b\u5316\u96f6\u5931\u771f\u7ea6\u675f<\/p>\n<p>            \u63d0\u4f9b\u5b89\u5168\u4fdd\u8bc1&#xff1b;SUMONE\u00a0\u4f18\u5316\u5e73\u5747\u53ef\u6062\u590d\u4fe1\u606f<\/p>\n<p>            MDSKILL<\/p>\n<p>            \u5c06\u00a0Skill\u00a0Memory\u00a0\u5185\u5316\u5230\u7b56\u7565<\/p>\n<p>            RL&#043;\u591a\u89c6\u89d2\u84b8\u998f<\/p>\n<p>            \u6539\u53d8\u53c2\u6570\u80fd\u529b&#xff1b;SUMONE\u00a0\u53ea\u7ef4\u62a4\u5916\u90e8\u4e0a\u4e0b\u6587<\/p>\n<p>            SUMONE<\/p>\n<p>            \u901a\u7528\u4f4e\u6210\u672c\u00a0Context\u00a0Compaction<\/p>\n<p>            Masked\u00a0Reconstruction\u00a0Reward<\/p>\n<p>            \u6700\u5c0f\u5316\u4e0e\u4efb\u52a1\u3001Solver\u3001Harness\u00a0\u7684\u8026\u5408<\/p>\n<p>        \\\\begin{array}{c|c|c|c}\\\\textbf{\u65b9\u6cd5}&amp;\\\\textbf{\u6838\u5fc3\u95ee\u9898}&amp;\\\\textbf{\u8bad\u7ec3\/\u66f4\u65b0\u4fe1\u53f7}&amp;\\\\textbf{\u4e0e SUMONE \u7684\u533a\u522b}\\\\\\\\\\\\hline\\\\text{HiAgent}&amp;\\\\text{\u957f\u4efb\u52a1\u4e2d\u7684\u5b50\u76ee\u6807\u5386\u53f2\u538b\u7f29}&amp;\\\\text{\u5de5\u4f5c\u6d41\u7ed3\u6784}&amp;\\\\text{\u4e0e\u7279\u5b9a Agent \u6d41\u7a0b\u8026\u5408}\\\\\\\\\\\\text{A-MEM}&amp;\\\\text{\u52a8\u6001\u8bb0\u5fc6\u7ec4\u7ec7\u4e0e\u5173\u8054}&amp;\\\\text{LLM \u81ea\u4e3b\u94fe\u63a5}&amp;\\\\text{\u5916\u90e8\u8bb0\u5fc6\u6846\u67b6\u66f4\u5b8c\u6574&#xff0c;\u4f46\u63a5\u53e3\u66f4\u590d\u6742}\\\\\\\\\\\\text{MAGMA}&amp;\\\\text{\u591a\u56fe\u591a\u7c92\u5ea6\u8bb0\u5fc6}&amp;\\\\text{\u7ed3\u6784\u5316\u66f4\u65b0}&amp;\\\\text{\u5f3a\u8c03\u7ec4\u7ec7\u4e0e\u68c0\u7d22&#xff0c;\u4e0d\u662f\u72ec\u7acb\u6458\u8981\u5668}\\\\\\\\\\\\text{CoMem}&amp;\\\\text{\u5b66\u4e60\u7d27\u51d1\u4efb\u52a1\u8bb0\u5fc6}&amp;\\\\text{\u4e0b\u6e38 Agent \u884c\u4e3a}&amp;\\\\text{\u66f4\u4efb\u52a1\u5bfc\u5411&#xff0c;SUMONE \u66f4\u901a\u7528}\\\\\\\\\\\\text{Compaction Cliff}&amp;\\\\text{\u5b89\u5168\u89c4\u5219\u5728\u538b\u7f29\u4e2d\u4e22\u5931}&amp;\\\\text{\u7c7b\u578b\u5316\u96f6\u5931\u771f\u7ea6\u675f}&amp;\\\\text{\u63d0\u4f9b\u5b89\u5168\u4fdd\u8bc1&#xff1b;SUMONE \u4f18\u5316\u5e73\u5747\u53ef\u6062\u590d\u4fe1\u606f}\\\\\\\\\\\\text{MDSKILL}&amp;\\\\text{\u5c06 Skill Memory \u5185\u5316\u5230\u7b56\u7565}&amp;\\\\text{RL&#043;\u591a\u89c6\u89d2\u84b8\u998f}&amp;\\\\text{\u6539\u53d8\u53c2\u6570\u80fd\u529b&#xff1b;SUMONE \u53ea\u7ef4\u62a4\u5916\u90e8\u4e0a\u4e0b\u6587}\\\\\\\\\\\\textbf{SUMONE}&amp;\\\\text{\u901a\u7528\u4f4e\u6210\u672c Context Compaction}&amp;\\\\text{Masked Reconstruction Reward}&amp;\\\\text{\u6700\u5c0f\u5316\u4e0e\u4efb\u52a1\u3001Solver\u3001Harness \u7684\u8026\u5408}\\\\end{array}<\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 9.6em;vertical-align: -4.55em\"><\/span><span class=\"mord\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 5.05em\"><span class=\"\" style=\"top: -7.05em\"><span class=\"pstrut\" style=\"height: 7.05em\"><\/span><span class=\"mtable\"><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 5.05em\"><span class=\"\" style=\"top: -7.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf cjk_fallback\">\u65b9\u6cd5<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -6.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">HiAgent<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">A-MEM<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">MAGMA<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">CoMem<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Compaction\u00a0Cliff<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -0.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">MDSKILL<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: 1.19em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">SUMONE<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.55em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 9.6em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -4.55em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 5.05em\"><span class=\"\" style=\"top: -7.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf cjk_fallback\">\u6838\u5fc3\u95ee\u9898<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -6.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u957f\u4efb\u52a1\u4e2d\u7684\u5b50\u76ee\u6807\u5386\u53f2\u538b\u7f29<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u52a8\u6001\u8bb0\u5fc6\u7ec4\u7ec7\u4e0e\u5173\u8054<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u591a\u56fe\u591a\u7c92\u5ea6\u8bb0\u5fc6<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u5b66\u4e60\u7d27\u51d1\u4efb\u52a1\u8bb0\u5fc6<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u5b89\u5168\u89c4\u5219\u5728\u538b\u7f29\u4e2d\u4e22\u5931<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -0.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u5c06<\/span><span class=\"mord\">\u00a0Skill\u00a0Memory\u00a0<\/span><span class=\"mord cjk_fallback\">\u5185\u5316\u5230\u7b56\u7565<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: 1.19em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u901a\u7528\u4f4e\u6210\u672c<\/span><span class=\"mord\">\u00a0Context\u00a0Compaction<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.55em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 9.6em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -4.55em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 5.05em\"><span class=\"\" style=\"top: -7.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf cjk_fallback\">\u8bad\u7ec3<\/span><span class=\"mord textbf\">\/<\/span><span class=\"mord textbf cjk_fallback\">\u66f4\u65b0\u4fe1\u53f7<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -6.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u5de5\u4f5c\u6d41\u7ed3\u6784<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">LLM\u00a0<\/span><span class=\"mord cjk_fallback\">\u81ea\u4e3b\u94fe\u63a5<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u7ed3\u6784\u5316\u66f4\u65b0<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u4e0b\u6e38<\/span><span class=\"mord\">\u00a0Agent\u00a0<\/span><span class=\"mord cjk_fallback\">\u884c\u4e3a<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u7c7b\u578b\u5316\u96f6\u5931\u771f\u7ea6\u675f<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -0.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">RL&#043;<\/span><span class=\"mord cjk_fallback\">\u591a\u89c6\u89d2\u84b8\u998f<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: 1.19em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Masked\u00a0Reconstruction\u00a0Reward<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.55em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 9.6em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -4.55em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 5.05em\"><span class=\"\" style=\"top: -7.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf cjk_fallback\">\u4e0e<\/span><span class=\"mord textbf\">\u00a0SUMONE\u00a0<\/span><span class=\"mord textbf cjk_fallback\">\u7684\u533a\u522b<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -6.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u4e0e\u7279\u5b9a<\/span><span class=\"mord\">\u00a0Agent\u00a0<\/span><span class=\"mord cjk_fallback\">\u6d41\u7a0b\u8026\u5408<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u5916\u90e8\u8bb0\u5fc6\u6846\u67b6\u66f4\u5b8c\u6574&#xff0c;\u4f46\u63a5\u53e3\u66f4\u590d\u6742<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u5f3a\u8c03\u7ec4\u7ec7\u4e0e\u68c0\u7d22&#xff0c;\u4e0d\u662f\u72ec\u7acb\u6458\u8981\u5668<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u66f4\u4efb\u52a1\u5bfc\u5411&#xff0c;<\/span><span class=\"mord\">SUMONE\u00a0<\/span><span class=\"mord cjk_fallback\">\u66f4\u901a\u7528<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u63d0\u4f9b\u5b89\u5168\u4fdd\u8bc1&#xff1b;<\/span><span class=\"mord\">SUMONE\u00a0<\/span><span class=\"mord cjk_fallback\">\u4f18\u5316\u5e73\u5747\u53ef\u6062\u590d\u4fe1\u606f<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -0.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u6539\u53d8\u53c2\u6570\u80fd\u529b&#xff1b;<\/span><span class=\"mord\">SUMONE\u00a0<\/span><span class=\"mord cjk_fallback\">\u53ea\u7ef4\u62a4\u5916\u90e8\u4e0a\u4e0b\u6587<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: 1.19em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u6700\u5c0f\u5316\u4e0e\u4efb\u52a1\u3001<\/span><span class=\"mord\">Solver<\/span><span class=\"mord cjk_fallback\">\u3001<\/span><span class=\"mord\">Harness\u00a0<\/span><span class=\"mord cjk_fallback\">\u7684\u8026\u5408<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.55em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><\/span><\/span><span class=\"\" style=\"top: -10.9em\"><span class=\"pstrut\" style=\"height: 7.05em\"><\/span><span class=\"hline\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.55em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u6a2a\u5411\u6bd4\u8f83&#xff08;\u672c\u6587\u6574\u7406&#xff09;&#xff1a;SUMONE \u4e0e\u4ee3\u8868\u6027 Agent Memory \u65b9\u6cd5\u3002 SUMONE \u53ea\u89e3\u51b3\u201c\u5982\u4f55\u628a\u8fc7\u671f\u4ea4\u4e92\u5199\u6210\u7d27\u51d1\u6587\u672c\u8bb0\u5fc6\u201d\u8fd9\u4e00\u73af\u8282&#xff0c;\u6362\u53d6\u4e86\u7b80\u5355\u4e0e\u53ef\u63d2\u62d4&#xff1b;\u5b83\u4e0d\u63d0\u4f9b\u68c0\u7d22\u3001\u8bb0\u5fc6\u56fe\u3001\u7c7b\u578b\u6cbb\u7406\u6216\u53c2\u6570\u5185\u5316\u3002<\/p>\n<h2>\u4e8c\u5341\u4e8c\u3001\u5bf9 Coding Agent\u3001Tool Agent \u4e0e Multi-Agent \u7684\u542f\u53d1<\/h2>\n<h3>1. Coding Agent&#xff1a;Memory Writer \u53ef\u4ee5\u72ec\u7acb\u4e8e Coding Model<\/h3>\n<p>\u6602\u8d35 Coding Model \u4e0d\u5fc5\u81ea\u5df1\u6267\u884c\u6bcf\u6b21\u538b\u7f29\u3002\u53ef\u4ee5\u7528\u5c0f\u578b\u4e13\u7528\u6a21\u578b\u628a\u65e7\u5de5\u5177\u8c03\u7528\u3001\u6587\u4ef6\u4fee\u6539\u548c\u6d4b\u8bd5\u7ed3\u679c\u5199\u6210 Memory&#xff0c;\u8ba9\u4e0d\u540c Coding Agent \u5171\u4eab\u540c\u4e00\u4e2a Context Compressor\u3002<\/p>\n<h3>2. Tool Agent&#xff1a;\u8bad\u7ec3\u6458\u8981\u5668\u4e0d\u4e00\u5b9a\u9700\u8981\u771f\u5b9e\u6267\u884c\u4efb\u52a1<\/h3>\n<p>\u8bb8\u591a\u5de5\u5177\u4efb\u52a1\u7f3a\u5c11\u53ef\u9760\u6700\u7ec8 Reward&#xff0c;\u6216\u6267\u884c\u6210\u672c\u5f88\u9ad8\u3002Masked Reconstruction \u53ef\u4ee5\u4ec5\u5229\u7528\u5386\u53f2\u65e5\u5fd7\u8bad\u7ec3 Memory Writer&#xff0c;\u907f\u514d\u91cd\u590d\u8c03\u7528\u5916\u90e8\u7cfb\u7edf\u3002<\/p>\n<h3>3. Multi-Agent&#xff1a;\u7edf\u4e00\u538b\u7f29\u534f\u8bae\u964d\u4f4e\u89d2\u8272\u8026\u5408<\/h3>\n<p>\u591a\u4e2a Agent \u53ef\u4ee5\u4f7f\u7528\u540c\u4e00 Summarizer \u628a\u5404\u81ea\u5386\u53f2\u538b\u6210\u6807\u51c6\u6587\u672c&#xff0c;\u518d\u4ea4\u7ed9\u5176\u4ed6\u89d2\u8272\u3002\u76f8\u6bd4\u8ba9\u6bcf\u4e2a Agent \u81ea\u5df1\u603b\u7ed3&#xff0c;\u7edf\u4e00\u6a21\u5757\u66f4\u5bb9\u6613\u8bc4\u6d4b\u3001\u66ff\u6362\u548c\u63a7\u5236\u6210\u672c\u3002<\/p>\n<h3>4. \u5e94\u5bf9\u5173\u952e\u5b57\u6bb5\u4f7f\u7528\u6df7\u5408\u76ee\u6807<\/h3>\n<p>\u5de5\u7a0b\u4e0a\u4e0d\u5e94\u53ea\u4f7f\u7528\u5e73\u5747\u91cd\u6784\u5956\u52b1\u3002\u7528\u6237\u7ea6\u675f\u3001\u6743\u9650\u3001\u5b89\u5168\u89c4\u5219\u3001\u6587\u4ef6\u8def\u5f84\u548c\u5931\u8d25\u6d4b\u8bd5\u53ef\u4ee5\u589e\u52a0\u7ed3\u6784\u5316\u5b57\u6bb5\u6216\u7c7b\u578b\u6743\u91cd&#xff1b;\u666e\u901a\u5de5\u5177\u566a\u58f0\u7ee7\u7eed\u4f7f\u7528\u91cd\u6784\u76ee\u6807\u3002\u8fd9\u6837\u53ef\u4ee5\u7ed3\u5408 SUMONE \u7684\u901a\u7528\u6027\u4e0e Knowledge Triage \u7684\u5b89\u5168\u6027\u3002<\/p>\n<h3>5. \u538b\u7f29\u5668\u5e94\u50cf\u6570\u636e\u5e93\u7ec4\u4ef6\u4e00\u6837\u72ec\u7acb\u8bc4\u6d4b<\/h3>\n<p>\u9664\u4e86\u6700\u7ec8\u4efb\u52a1\u6210\u529f\u7387&#xff0c;\u8fd8\u5e94\u5206\u522b\u6d4b&#xff1a;<\/p>\n<ul>\n<li>\u4e8b\u5b9e\u53ec\u56de&#xff1b;<\/li>\n<li>\u65f6\u95f4\u66f4\u65b0&#xff1b;<\/li>\n<li>\u7ea6\u675f\u7cbe\u786e\u4fdd\u7559&#xff1b;<\/li>\n<li>\u7f16\u9020\u7387&#xff1b;<\/li>\n<li>\u8de8\u6a21\u578b\u53ef\u8bfb\u6027&#xff1b;<\/li>\n<li>\u591a\u8f6e\u91cd\u590d\u538b\u7f29\u540e\u7684\u9000\u5316\u3002<\/li>\n<\/ul>\n<h2>\u4e8c\u5341\u4e09\u3001\u5c40\u9650\u6027\u4e0e\u6279\u5224\u6027\u5206\u6790<\/h2>\n<h3>1. \u8bad\u7ec3\u9886\u57df\u96c6\u4e2d<\/h3>\n<p>5K \u8bad\u7ec3\u5b9e\u4f8b\u4e3b\u8981\u6765\u81ea Web Search \u548c Software Engineering\u3002\u533b\u7597\u3001\u6cd5\u5f8b\u3001\u5ba2\u670d\u3001\u673a\u5668\u4eba\u548c\u591a\u6a21\u6001 Agent \u5bf9 Memory \u7684\u9700\u6c42\u4e0d\u540c&#xff0c;\u5f53\u524d\u7ed3\u8bba\u4e0d\u80fd\u76f4\u63a5\u5916\u63a8\u3002<\/p>\n<h3>2. \u8bad\u7ec3\u4ecd\u4f9d\u8d56\u5f3a\u6a21\u578b<\/h3>\n<p>\u867d\u7136\u4e0d\u9700\u8981\u4e0b\u6e38 Solver&#xff0c;\u8bad\u7ec3\u4ecd\u4f9d\u8d56 Qwen3.5-9B Reconstructor \u548c DeepSeek V4.1 Flash Judge\u3002Reward \u8d28\u91cf\u7531\u8fd9\u4e24\u4e2a\u6a21\u578b\u5171\u540c\u51b3\u5b9a&#xff0c;\u5e76\u975e\u5b8c\u5168\u6a21\u578b\u65e0\u5173\u3002<\/p>\n<h3>3. \u7f3a\u5c11\u5b89\u5168\u4fe1\u606f\u7684\u7c7b\u578b\u5316\u4fdd\u62a4<\/h3>\n<p>\u6240\u6709 Masked Block \u4f7f\u7528\u540c\u4e00 Precision\/Recall \u8bc4\u4ef7\u3002\u4e00\u6761\u5b89\u5168\u7ea6\u675f\u548c\u4e00\u6bb5\u666e\u901a\u65e5\u5fd7\u6ca1\u6709\u4e0d\u540c\u6743\u91cd\u3002\u7ed3\u5408 Compaction Cliff \u7684\u7ed3\u8bba&#xff0c;SUMONE \u4e0d\u5e94\u88ab\u89c6\u4e3a\u9ad8\u98ce\u9669 Agent \u7684\u5b8c\u6574\u5b89\u5168\u65b9\u6848\u3002<\/p>\n<h3>4. \u6ca1\u6709\u591a\u8f6e\u538b\u7f29\u7a33\u5b9a\u6027\u5b9e\u9a8c<\/h3>\n<p>\u771f\u5b9e Agent \u4f1a\u53cd\u590d\u628a\u201c\u65e7\u6458\u8981 &#043; \u65b0\u5386\u53f2\u201d\u518d\u6b21\u538b\u7f29\u3002\u8bba\u6587\u62a5\u544a\u5e73\u5747 Compaction \u6b21\u6570\u7ea6 1\u20132.7&#xff0c;\u4f46\u6ca1\u6709\u50cf Compaction Cliff \u90a3\u6837\u5355\u72ec\u8ffd\u8e2a\u540c\u4e00\u4e8b\u5b9e\u7ecf\u8fc7\u4e94\u8f6e\u3001\u5341\u8f6e\u540e\u662f\u5426\u9010\u6b65\u5931\u771f\u3002<\/p>\n<h3>5. \u7f3a\u5c11\u6458\u8981\u5185\u5bb9\u7684\u5b9a\u6027\u5931\u8d25\u5206\u6790<\/h3>\n<p>\u8bba\u6587\u4e3b\u8981\u62a5\u544a\u5206\u6570\u548c\u6210\u672c&#xff0c;\u6ca1\u6709\u7cfb\u7edf\u5c55\u793a\u54ea\u4e9b\u4fe1\u606f\u6700\u5e38\u4e22\u5931\u3001\u54ea\u4e9b\u5185\u5bb9\u5bb9\u6613\u88ab\u7f16\u9020\u3001\u4ee3\u7801\u4efb\u52a1\u548c\u641c\u7d22\u4efb\u52a1\u7684\u9519\u8bef\u7c7b\u578b\u662f\u5426\u4e0d\u540c\u3002<\/p>\n<h3>6. Cost \u7ed3\u8bba\u4f9d\u8d56\u4ef7\u683c\u5047\u8bbe<\/h3>\n<p>\u6210\u672c\u4f7f\u7528\u516c\u5f00 List Price&#xff0c;\u5e76\u5ffd\u7565 Cache Discount\u3002\u5b9e\u9645\u90e8\u7f72\u4e2d&#xff0c;\u5982\u679c Full History \u7684\u91cd\u590d\u524d\u7f00\u5927\u91cf\u547d\u4e2d\u7f13\u5b58&#xff0c;75%\u201378% \u7684\u8d27\u5e01\u6210\u672c\u964d\u5e45\u53ef\u80fd\u65e0\u6cd5\u539f\u6837\u590d\u73b0\u3002<\/p>\n<h3>7. \u8bba\u6587\u5b58\u5728\u6570\u5b57\u53d9\u8ff0\u9519\u8bef<\/h3>\n<p>\u5b9e\u9a8c\u6b63\u6587\u7684 SWE \u6210\u672c\u6bd4\u4f8b\u201c58%\u201d\u4e0e\u4e3b\u8868\u4e0d\u7b26&#xff1b;Mask Ratio \u5206\u6790\u628a LongMemEval-S 0.47 \u5199\u6210 7%\u3002\u8fd9\u4e24\u5904\u4e0d\u6539\u53d8\u8868\u683c\u652f\u6301\u7684\u4e3b\u8d8b\u52bf&#xff0c;\u4f46\u63d0\u9192\u8bfb\u8005\u5e94\u4ee5\u6b63\u5f0f\u8868\u683c\u6570\u5b57\u4e3a\u51c6\u3002<\/p>\n<h3>8. \u6682\u65e0\u516c\u5f00\u4ee3\u7801<\/h3>\n<p>\u8bba\u6587\u53ea\u627f\u8bfa\u5f55\u7528\u540e\u53d1\u5e03&#xff0c;\u5f53\u524d\u65e0\u6cd5\u6838\u9a8c Prompt\u3001Mask \u91c7\u6837\u3001Judge Rubric\u3001GRPO Reward \u5b9e\u73b0\u548c\u6210\u672c\u7edf\u8ba1\u811a\u672c\u3002<\/p>\n<h2>\u4e8c\u5341\u56db\u3001\u6211\u7684\u7406\u89e3\u4e0e\u542f\u53d1<\/h2>\n<h3>1. SUMONE \u771f\u6b63\u6539\u53d8\u7684\u662f\u76d1\u7763\u6765\u6e90<\/h3>\n<p>\u5b83\u6ca1\u6709\u63d0\u51fa\u590d\u6742 Memory Architecture&#xff0c;\u6838\u5fc3\u662f\u628a\u6458\u8981\u8d28\u91cf\u8f6c\u6362\u6210\u4e00\u4e2a\u53ef\u4ece\u539f\u6570\u636e\u81ea\u52a8\u751f\u6210\u7684\u4efb\u52a1\u3002\u53ea\u8981\u6709 Agent Trajectory&#xff0c;\u5c31\u80fd\u6784\u9020 Mask \u4e0e Ground Truth&#xff0c;\u4ece\u800c\u8bad\u7ec3\u4e13\u7528 Memory Writer\u3002<\/p>\n<p>\u8fd9\u662f\u5b83\u6bd4\u4efb\u52a1\u7279\u5b9a\u65b9\u6cd5\u66f4\u5bb9\u6613\u6269\u5c55\u7684\u6839\u672c\u539f\u56e0\u3002<\/p>\n<h3>2. \u201c\u53ef\u91cd\u6784\u201d\u662f\u6bd4\u201c\u50cf\u6458\u8981\u201d\u66f4\u597d\u7684\u57fa\u7840\u76ee\u6807<\/h3>\n<p>\u76f4\u63a5 Judge \u5bb9\u6613\u5956\u52b1\u8bed\u8a00\u7b80\u6d01\u3001\u7ed3\u6784\u6e05\u6670\u548c\u8bfb\u8d77\u6765\u5408\u7406\u7684\u6587\u672c&#xff0c;\u5374\u4e0d\u4e00\u5b9a\u77e5\u9053 Agent \u672a\u6765\u4f1a\u9700\u8981\u4ec0\u4e48\u3002\u91cd\u6784\u81f3\u5c11\u8981\u6c42\u6458\u8981\u5bf9\u539f\u59cb\u4fe1\u606f\u627f\u62c5\u8d23\u4efb&#xff1a;\u5982\u679c\u5173\u952e\u5185\u5bb9\u5b8c\u5168\u6ca1\u6709\u7559\u4e0b\u75d5\u8ff9&#xff0c;\u5c31\u65e0\u6cd5\u5e2e\u52a9\u6062\u590d\u3002<\/p>\n<h3>3. \u53ef\u91cd\u6784\u4ecd\u4e0d\u7b49\u4e8e\u53ef\u884c\u52a8<\/h3>\n<p>\u4e00\u4e2a\u6458\u8981\u53ef\u4ee5\u4fdd\u7559\u5927\u91cf\u4e8b\u5b9e&#xff0c;\u5374\u6ca1\u6709\u4fdd\u7559\u52a8\u4f5c\u524d\u63d0\u3001\u56e0\u679c\u5173\u7cfb\u6216\u5b89\u5168\u4f18\u5148\u7ea7\u3002\u672a\u6765\u66f4\u5b8c\u6574\u7684\u76ee\u6807\u5e94\u8be5\u540c\u65f6\u5305\u542b&#xff1a;<\/p>\n<ul>\n<li>Reconstruction&#xff1a;\u662f\u5426\u4fdd\u7559\u4fe1\u606f&#xff1b;<\/li>\n<li>Action Sufficiency&#xff1a;\u662f\u5426\u8db3\u4ee5\u7ee7\u7eed\u4efb\u52a1&#xff1b;<\/li>\n<li>Constraint Fidelity&#xff1a;\u5173\u952e\u89c4\u5219\u662f\u5426\u96f6\u5931\u771f&#xff1b;<\/li>\n<li>Temporal Consistency&#xff1a;\u65b0\u65e7\u72b6\u6001\u662f\u5426\u6b63\u786e\u66f4\u65b0\u3002<\/li>\n<\/ul>\n<h3>4. \u72ec\u7acb Memory Model \u662f\u503c\u5f97\u91cd\u89c6\u7684\u7cfb\u7edf\u5f62\u6001<\/h3>\n<p>Agent \u7cfb\u7edf\u8d8a\u6765\u8d8a\u50cf\u7531\u591a\u4e2a\u6a21\u578b\u7ec4\u6210\u7684\u8ba1\u7b97\u673a&#xff1a;\u5927\u6a21\u578b\u8d1f\u8d23\u63a8\u7406&#xff0c;\u5c0f\u6a21\u578b\u8d1f\u8d23\u68c0\u7d22\u3001\u8def\u7531\u3001\u9a8c\u8bc1\u3001\u538b\u7f29\u548c\u5b89\u5168\u68c0\u67e5\u3002SUMONE \u8bf4\u660e Memory Writing \u4e5f\u53ef\u4ee5\u6210\u4e3a\u72ec\u7acb\u6a21\u578b\u670d\u52a1&#xff0c;\u800c\u4e0d\u5fc5\u6c38\u8fdc\u6d88\u8017\u4e3b\u6a21\u578b\u80fd\u529b\u3002<\/p>\n<h3>5. \u6700\u5408\u7406\u7684\u672a\u6765\u65b9\u6848\u53ef\u80fd\u662f\u5206\u5c42\u538b\u7f29<\/h3>\n<p>\u6211\u7684\u7406\u89e3\u662f&#xff0c;SUMONE \u6700\u9002\u5408\u538b\u7f29\u666e\u901a\u4ea4\u4e92\u5386\u53f2&#xff1b;\u5b89\u5168\u7ea6\u675f\u3001\u7528\u6237\u6301\u4e45\u504f\u597d\u3001\u6743\u9650\u548c\u7ed3\u6784\u5316\u4efb\u52a1\u72b6\u6001\u5219\u5e94\u8fdb\u5165\u5355\u72ec\u7684\u9ad8\u4fdd\u771f\u901a\u9053\u3002\u518d\u914d\u5408\u5916\u90e8\u68c0\u7d22\u4e0e\u91cd\u590d\u538b\u7f29\u5ba1\u8ba1&#xff0c;\u624d\u80fd\u6784\u6210\u751f\u4ea7\u7ea7 Agent Memory\u3002<\/p>\n<h2>\u4e8c\u5341\u4e94\u3001\u603b\u7ed3<\/h2>\n<p>SUMONE \u63d0\u51fa\u4e86\u4e00\u79cd\u7b80\u5355\u7684\u72ec\u7acb Agent Memory Summarizer\u3002\u5b83\u4e0d\u4f7f\u7528\u4eba\u5de5\u53c2\u8003\u6458\u8981&#xff0c;\u4e5f\u4e0d\u4f9d\u8d56\u4e0b\u6e38 Agent \u7684\u4efb\u52a1\u6210\u529f\u7387&#xff0c;\u800c\u662f\u968f\u673a\u906e\u76d6\u539f\u59cb\u4ea4\u4e92\u5386\u53f2&#xff0c;\u8ba9\u51bb\u7ed3 Reconstructor \u501f\u52a9\u6458\u8981\u6062\u590d\u7f3a\u5931\u5185\u5bb9&#xff0c;\u518d\u7528\u91cd\u6784 Precision\u3001Recall \u548c\u957f\u5ea6\u60e9\u7f5a\u6784\u9020 GRPO Reward\u3002<\/p>\n<p>\u8bad\u7ec3\u5b8c\u6210\u540e&#xff0c;Reconstructor \u548c Judge \u90fd\u88ab\u79fb\u9664&#xff0c;\u53ea\u4fdd\u7559 2B Summarizer\u3002\u9ed8\u8ba4\u5b9e\u9a8c\u4e2d&#xff0c;SUMONE \u5728 DeepSearchQA \u5c06\u6210\u672c\u4ece $0.170 \u964d\u81f3 $0.038\u3001F1 \u4ece 0.52 \u964d\u81f3 0.48&#xff1b;\u5728 SWE-bench Verified \u5c06\u6210\u672c\u4ece $0.286 \u964d\u81f3 $0.071\u3001Resolved Rate \u4ece 0.63 \u964d\u81f3 0.59\u3002\u5b83\u5728\u591a\u4e2a\u4e0b\u6e38\u6a21\u578b\u548c Harness \u4e0a\u666e\u904d\u4f18\u4e8e Self-Summary&#xff0c;\u5e76\u4fdd\u6301\u65e0\u9700\u5fae\u8c03\u7684\u8fc1\u79fb\u80fd\u529b\u3002<\/p>\n<p>\u4f46\u5b83\u4e0d\u662f\u65e0\u635f\u538b\u7f29&#xff0c;\u4e5f\u4e0d\u662f\u5b8c\u6574 Memory System\u3002Knowledge Update\u3001\u91cd\u590d\u538b\u7f29\u7a33\u5b9a\u6027\u3001\u5b89\u5168\u89c4\u5219\u4fdd\u62a4\u3001\u8de8\u9886\u57df\u6cdb\u5316\u548c\u771f\u5b9e\u8bad\u7ec3\u6210\u672c\u4ecd\u9700\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u3002<\/p>\n<p>\u4e00\u53e5\u8bdd\u603b\u7ed3&#xff1a;SUMONE \u628a\u201c\u5982\u4f55\u5199\u597d Agent Memory\u201d\u53d8\u6210\u4e86\u4e00\u4e2a\u81ea\u76d1\u7763\u91cd\u6784\u95ee\u9898\u2014\u2014\u6458\u8981\u4e0d\u9700\u8981\u957f\u5f97\u50cf\u4eba\u5de5\u6458\u8981&#xff0c;\u53ea\u8981\u80fd\u7528\u66f4\u77ed\u6587\u672c\u4fdd\u7559\u8db3\u4ee5\u6062\u590d\u539f\u8f68\u8ff9\u7684\u4fe1\u606f\u3002<\/p>\n<h2>\u53c2\u8003\u8d44\u6599<\/h2>\n<li>SUMONE: A Simple and Efficient Summarizer for Plug-and-Play Agent Memory<\/li>\n<li>DeepSearchQA<\/li>\n<li>SWE-bench: Can Language Models Resolve Real-World GitHub Issues?<\/li>\n<li>LongMemEval: Benchmarking Chat Assistants on Long-Term Interactive Memory<\/li>\n<li>HiAgent: Hierarchical Working Memory Management for Solving Long-Horizon Agent Tasks<\/li>\n","protected":false},"excerpt":{"rendered":"<p>\/* MD \/ \u5bcc\u6587\u672c\u4e2d\u7684 .toc\uff08\u542b\u535a\u5ba2\u56ed\u642c\u5bb6\u7b49\u5d4c\u5957\u7ed3\u6784\uff09\uff1b.toc-box \u5728\u4fa7\u680f\uff0c\u4e0d\u53d7\u5f71\u54cd *\/#content_views .toc,\/* \u7f16\u8f91\u5668\u5e38\u5728\u76ee\u5f55\u524d\u540e\u63d2\u5165\u7a7a p\uff08:empty \u4ecd\u5360 20px\uff09\uff0c\u4e00\u5e76\u53bb\u6389\u907f\u514d\u9876\u7a7a\u9699 *\/#content_views.markdown_views &gt; p:empty:has(+ .toc),#content_views.markdown_views &gt; .toc + p:empty,\/* \u5bcc\u6587\u672c\u65e7\u7248\u76ee\u5f55\u6807\u8bb0 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