{"id":111253,"date":"2026-09-30T18:57:24","date_gmt":"2026-09-30T10:57:24","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/111253.html"},"modified":"2026-09-30T18:57:24","modified_gmt":"2026-09-30T10:57:24","slug":"%e5%8c%97%e5%a4%a7%e5%bc%80%e6%ba%90%ef%bc%8c%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0%e6%95%b0%e6%8d%ae%e7%ad%96%e7%95%a5%e6%8e%a5%e5%85%a5%e6%9b%b4%e7%ae%80%e5%8d%95%e3%80%81%e5%af%b9%e6%af%94%e6%9b%b4","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/111253.html","title":{"rendered":"\u5317\u5927\u5f00\u6e90\uff0c\u5f3a\u5316\u5b66\u4e60\u6570\u636e\u7b56\u7565\u63a5\u5165\u66f4\u7b80\u5355\u3001\u5bf9\u6bd4\u66f4\u516c\u5e73"},"content":{"rendered":"<p>\u5317\u5927\u53d1\u5e03DataFlex-RL&#xff0c;\u5f00\u6e90\u7075\u6d3b\u8c03\u8bd5\u5f3a\u5316\u5b66\u4e60\u6570\u636e\u7b56\u7565<\/p>\n<p>\u6bcf\u4e00\u8f6e\u5f3a\u5316\u5b66\u4e60\u5230\u5e95\u5e94\u8be5\u628a\u54ea\u4e9b\u6570\u636e\u4ea4\u7ed9\u6a21\u578b&#xff1f;<\/p>\n<p>\u8fd9\u4e2a\u95ee\u9898\u6b63\u968f\u7740\u63a8\u7406\u6a21\u578b\u548c RLVR \u7684\u53d1\u5c55\u53d8\u5f97\u66f4\u52a0\u91cd\u8981\u3002\u968f\u7740\u5f3a\u5316\u5b66\u4e60\u5728\u5927\u6a21\u578b\u540e\u8bad\u7ec3\u4e2d\u7684\u4f5c\u7528\u4e0d\u65ad\u589e\u5f3a&#xff0c;\u6a21\u578b\u7ec3\u4ec0\u4e48\u3001\u600e\u4e48\u7ec3&#xff0c;\u4e5f\u9700\u8981\u66f4\u4ed4\u7ec6\u5730\u5b89\u6392\u3002\u4e00\u9053\u9898\u53ef\u80fd\u8d77\u521d\u5f88\u96be&#xff0c;\u8bad\u7ec3\u4e00\u6bb5\u65f6\u95f4\u540e\u5374\u80fd\u7a33\u5b9a\u7b54\u5bf9\u3002\u54ea\u4e9b\u6570\u636e\u8be5\u7ee7\u7eed\u4fdd\u7559&#xff0c;\u5b66\u4e60\u6743\u91cd\u548c\u9886\u57df\u914d\u6bd4\u8be5\u600e\u6837\u8c03\u6574&#xff0c;\u90fd\u9700\u8981\u7ed3\u5408\u6a21\u578b\u7684\u8bad\u7ec3\u72b6\u6001\u91cd\u65b0\u8003\u8651\u3002<\/p>\n<p>\u800c\u6570\u636e\u7b56\u7565\u65b9\u6cd5\u5f80\u5f80\u4e0d\u6b62\u4e00\u79cd&#xff0c;\u5982\u4f55\u628a\u4e0d\u540c\u65b9\u6cd5\u6bd4\u8f83\u6e05\u695a&#xff0c;\u8fd8\u6709\u4e00\u4e9b\u5b9e\u9645\u96be\u9898\u3002\u4e0d\u540c\u65b9\u6cd5\u5404\u6709\u4e00\u5957\u5b9e\u73b0&#xff0c;\u6362\u4e2a\u7b5b\u9009\u89c4\u5219\u5c31\u53ef\u80fd\u8981\u6539\u8bad\u7ec3\u5668&#xff1b;\u6bd4\u8f83\u6548\u679c\u65f6&#xff0c;\u6a21\u578b\u3001\u5956\u52b1\u51fd\u6570\u548c\u8bad\u7ec3\u9884\u7b97\u53c8\u672a\u5fc5\u4e00\u81f4\u3002\u5373\u4f7f\u5206\u6570\u63d0\u9ad8\u4e86&#xff0c;\u4e5f\u5f88\u96be\u5224\u65ad\u6536\u76ca\u7a76\u7adf\u6765\u81ea\u6570\u636e\u7b56\u7565&#xff0c;\u8fd8\u662f\u5176\u4ed6\u8bad\u7ec3\u8bbe\u7f6e\u3002<\/p>\n<p>\u4e3a\u4e86\u89e3\u51b3\u6570\u636e\u7b56\u7565\u63a5\u5165\u548c\u6548\u679c\u6bd4\u8f83\u4e2d\u7684\u9ebb\u70e6\u95ee\u9898&#xff0c;\u5317\u5927DCAI\u56e2\u961f\u8054\u5408UCAS\u3001\u4e0a\u6d77\u7b97\u6cd5\u521b\u65b0\u7814\u7a76\u9662\u3001\u4e2d\u5173\u6751\u5b66\u9662\u6700\u65b0\u53d1\u5e03DataFlex-RL\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"304\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260930105720-6abceb10954e0.png\" width=\"1080\" \/><\/p>\n<p>GitHub \u5f00\u6e90\u4ed3\u5e93&#xff1a;https:\/\/github.com\/haolpku\/DataFlex-RL<\/p>\n<p>\u8bba\u6587\u5730\u5740&#xff1a;https:\/\/huggingface.co\/papers\/2609.06107<\/p>\n<p>\u5c11\u82b1\u65f6\u95f4\u53cd\u590d\u4fee\u6539\u8bad\u7ec3\u5668&#xff0c;\u591a\u7559\u7cbe\u529b\u9a8c\u8bc1\u6570\u636e\u7b56\u7565\u662f\u5426\u6709\u6548&#xff0c;\u662fDataFlex-RL\u6700\u76f4\u63a5\u7684\u4ef7\u503c\u3002<\/p>\n<p>DataFlex-RL\u590d\u7528verl\u7684\u8bad\u7ec3\u6d41\u7a0b&#xff0c;\u628a\u6570\u636e\u9009\u62e9\u3001\u6837\u672c\u91cd\u52a0\u6743\u548c\u9886\u57df\u914d\u6bd4\u8c03\u6574\u505a\u6210\u53ef\u914d\u7f6e\u7ec4\u4ef6&#xff0c;\u8ba9\u5f00\u53d1\u8005\u53ef\u4ee5\u5728\u540c\u4e00\u5957RLVR\/GRPO\u6d41\u7a0b\u4e2d\u914d\u7f6e\u4e09\u7c7b\u52a8\u4f5c&#xff1a;<\/p>\n<ul>\n<li>\u9009\u62e9\u54ea\u4e9brollout\u53c2\u4e0e\u5f53\u524d\u66f4\u65b0&#xff1b;<\/li>\n<li>\u7ed9\u6837\u672c\u6216token\u5206\u914d\u591a\u5927\u7684\u5b66\u4e60\u6743\u91cd&#xff1b;<\/li>\n<li>\u51b3\u5b9a\u4e0b\u4e00\u6279\u6570\u636e\u4ece\u54ea\u4e9b\u9886\u57df\u91c7\u6837\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u7b56\u7565\u76f4\u63a5\u590d\u7528 RL \u5faa\u73af\u5df2\u7ecf\u4ea7\u751f\u7684\u5956\u52b1\u3001\u4f18\u52bf\u3001token \u6982\u7387\u548c prompt \u5206\u7ec4\u7b49\u4fe1\u53f7&#xff0c;rollout\u3001\u9a8c\u8bc1\u548c\u7b56\u7565\u66f4\u65b0\u4ee3\u7801\u57fa\u672c\u4fdd\u6301\u4e0d\u53d8\u3002<\/p>\n<p>\u8bba\u6587\u53d1\u5e03\u540e\u83b7\u5f97\u4e86\u793e\u533a\u7684\u5173\u6ce8&#xff0c;\u5e76\u767b\u4e0aHuggingFace #2 Paper of the day\u3002\u8bba\u6587\u4e2d\u7ec4\u7ec7\u4e86591\u6b21\u5b9e\u9a8c&#xff0c;\u5728\u591a\u79cd\u6a21\u578b\u548c\u6570\u5b66\u3001\u903b\u8f91\u3001\u79d1\u5b66\u4efb\u52a1\u4e0a&#xff0c;\u68c0\u9a8c\u6570\u636e\u7b56\u7565\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"662\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260930105720-6abceb10cc5d2.png\" width=\"1080\" \/><\/p>\n<h3>\u4e09\u5927\u52a8\u6001\u6570\u636e\u7b56\u7565\u7ef4\u5ea6&#xff0c;\u9009\u62e9\u3001\u52a0\u6743\u3001\u6df7\u5408<\/h3>\n<p>\u5728GRPO\u8bad\u7ec3\u4e2d&#xff0c;\u6a21\u578b\u4f1a\u5bf9\u540c\u4e00\u9053\u9898\u751f\u6210\u591a\u4e2a\u56de\u7b54&#xff0c;\u7531\u9a8c\u8bc1\u5668\u7ed9\u51fa\u5956\u52b1&#xff0c;\u518d\u6839\u636e\u7ec4\u5185\u5956\u52b1\u5dee\u5f02\u66f4\u65b0\u6a21\u578b\u3002DataFlex-RL\u5c06\u6570\u636e\u7b56\u7565\u5206\u6210\u4e09\u7c7b&#xff1a;\u9009\u62e9\u51b3\u5b9a\u54ea\u4e9b\u56de\u7b54\u53c2\u4e0e\u5f53\u524d\u66f4\u65b0&#xff0c;\u52a0\u6743\u8c03\u6574\u5b83\u4eec\u5bf9\u66f4\u65b0\u7684\u8d21\u732e&#xff0c;\u6df7\u5408\u6839\u636e\u5386\u53f2\u53cd\u9988\u6539\u53d8\u540e\u7eed\u6279\u6b21\u7684\u9886\u57df\u6784\u6210\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"283\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260930105721-6abceb113f0eb.png\" width=\"1080\" \/><\/p>\n<h4>\u6570\u636e\u9009\u62e9&#xff0c;\u63a7\u5236\u54ea\u4e9b\u56de\u7b54\u53c2\u4e0e\u7b56\u7565\u66f4\u65b0<\/h4>\n<p>\u540c\u4e00\u9053\u9898\u751f\u6210\u7684\u56de\u7b54&#xff0c;\u63d0\u4f9b\u7684\u5b66\u4e60\u4fe1\u53f7\u53ef\u80fd\u5f88\u4e0d\u76f8\u540c\u3002\u5728\u57fa\u4e8e\u7ec4\u5185\u5956\u52b1\u5dee\u5f02\u7684 GRPO \u4e2d&#xff0c;\u4e00\u7ec4\u56de\u7b54\u5168\u90e8\u6b63\u786e\u6216\u5168\u90e8\u9519\u8bef&#xff0c;\u901a\u5e38\u65e0\u6cd5\u5f62\u6210\u6709\u533a\u5206\u5ea6\u7684 advantage\u3002<\/p>\n<p>DataFlex-RL \u652f\u6301\u6309\u7ec4\u5185\u89e3\u51fa\u7387\u3001advantage \u6392\u540d\u3001\u5956\u52b1\u65b9\u5dee\u548c\u56de\u7b54\u6548\u7387\u8fdb\u884c\u7b5b\u9009\u3002<\/p>\n<p>difffilter\u662f\u4e00\u4e2a\u5177\u4f53\u4f8b\u5b50&#xff1a;\u6bcf\u9053\u9898\u751f\u6210\u4e94\u4e2a\u56de\u7b54&#xff0c;\u53ea\u4fdd\u7559\u89e3\u51fa\u7387\u4e25\u683c\u5904\u4e8e0.2\u4e0e0.8\u4e4b\u95f4\u7684\u7ec4&#xff0c;\u4e5f\u5c31\u662f\u7b54\u5bf9\u4e24\u4e2a\u6216\u4e09\u4e2a\u7684\u60c5\u51b5&#xff0c;\u5c06\u66f4\u65b0\u96c6\u4e2d\u5230\u4e2d\u95f4\u96be\u5ea6\u7684\u9898\u76ee\u3002maxvar\u4fdd\u7559\u7ec4\u5185\u5956\u52b1\u65b9\u5dee\u6700\u5927\u7684\u5b50\u96c6&#xff0c;gfpo\u6309\u5956\u52b1\u4e0e\u56de\u7b54\u957f\u5ea6\u7684\u6bd4\u503c\u9009\u62e9&#xff0c;topk\u4fdd\u7559advantage\u5e45\u503c\u6392\u540d\u9760\u524d\u7684\u56de\u7b54\u3002<\/p>\n<p>\u8fd9\u91cc\u7b5b\u9009\u7684\u662f\u5df2\u7ecf\u751f\u6210\u7684\u56de\u7b54&#xff0c;\u5f53\u524d\u5b9e\u73b0\u901a\u8fc70\/1\u6743\u91cd\u63a7\u5236\u7b56\u7565\u635f\u5931&#xff0c;\u56e0\u6b64\u4e0d\u4f1a\u51cf\u5c11\u5df2\u7ecf\u53d1\u751f\u7684\u751f\u6210\u6210\u672c\u3002\u8bc4\u4f30\u6548\u7387\u65f6&#xff0c;\u8fd8\u9700\u8981\u5173\u6ce8\u5b9e\u9645\u53c2\u4e0e\u66f4\u65b0\u7684\u6570\u636e\u91cf\u3002<\/p>\n<h4>\u52a8\u6001\u91cd\u52a0\u6743&#xff0c;\u8c03\u6574\u4e0d\u540c\u6837\u672c\u7684\u5b66\u4e60\u5f3a\u5ea6<\/h4>\n<p>\u6709\u65f6\u7814\u7a76\u8005\u5e0c\u671b\u4fdd\u7559\u5f53\u524d\u6279\u6b21\u4e2d\u7684\u5168\u90e8\u56de\u7b54&#xff0c;\u540c\u65f6\u8ba9\u90e8\u5206\u6837\u672c\u627f\u62c5\u66f4\u5927\u7684\u66f4\u65b0\u6743\u91cd&#xff0c;\u91cd\u52a0\u6743\u5c31\u7528\u4e8e\u8fd9\u79cd\u60c5\u51b5\u3002<\/p>\n<p>DataFlex-RL \u652f\u6301\u56de\u7b54\u7ea7\u548c token 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class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"221\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260930105721-6abceb1176d4c.png\" width=\"765\" \/><\/p>\n<p>\u6df7\u5408\u7b56\u7565\u4f1a\u5148\u5728warmup\u9636\u6bb5\u79ef\u7d2f\u53cd\u9988&#xff0c;\u518d\u6309\u914d\u7f6e\u7684\u95f4\u9694\u66f4\u65b0\u6bd4\u4f8b\u3002\u5f53\u524d\u63d2\u4ef6\u901a\u8fc7\u81ea\u5b9a\u4e49replay 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class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"268\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260930105721-6abceb119a7f4.png\" width=\"1039\" 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class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"230\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260930105721-6abceb11cf6e1.png\" width=\"1080\" \/><\/p>\n<p>\u8fd9\u7ec4\u7ed3\u679c\u5efa\u7acb\u4e86\u540e\u7eed\u5b9e\u9a8c\u7684\u53c2\u7167\u7cfb&#xff1a;GRPO \u5e26\u6765\u57fa\u7840\u8bad\u7ec3\u589e\u76ca&#xff0c;\u6570\u636e\u7b56\u7565\u7ee7\u7eed\u5b89\u6392\u56de\u7b54\u3001\u5b66\u4e60\u6743\u91cd\u548c\u9886\u57df\u914d\u6bd4\u3002<\/p>\n<p>\u9009\u62e9\u548c\u91cd\u52a0\u6743\u5b9e\u9a8c\u8986\u76d6difffilter\u3001maxvar\u3001gfpo\u3001topk\u3001ar\u3001per\u3001softmax\u00a0\u548c\u00a0diffband\u3002\u5b83\u4eec\u4ece\u56de\u7b54\u7b5b\u9009\u3001\u6837\u672c\u6743\u91cd\u548c token 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