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\u57fa\u4e8e\u6807\u51c6\u7684\u7a7a\u95f4\u7ea6\u675f\u3002\u56e0\u6b64&#xff0c;\u5de5\u5177\u6267\u884c\u7684\u63a8\u7406\u8f68\u8ff9\u53ef\u80fd\u770b\u4f3c\u5408\u7406&#xff0c;\u5374\u96be\u4ee5\u590d\u73b0\u3001\u9a8c\u8bc1\u548c\u8de8\u65b9\u6cd5\u6bd4\u8f83\u3002\u7efc\u4e0a\u6240\u8ff0&#xff0c;\u8fd9\u4e9b\u5c40\u9650\u6027\u8868\u660e&#xff0c;\u4e00\u4e2a\u9762\u5411\u8ba4\u77e5\u5730\u7406\u7a7a\u95f4\u63a8\u7406\u7684\u57fa\u51c6\u5e94\u6ee1\u8db3\u4e09\u4e2a\u8981\u6c42\u3002\u9996\u5148&#xff0c;\u5b83\u5e94\u63d0\u4f9b\u8fde\u63a5\u573a\u666f\u610f\u56fe\u4e0e\u4f9d\u8d56\u611f\u77e5\u5b50\u76ee\u6807\u7684\u5c42\u6b21\u5316\u4efb\u52a1\u89c4\u8303&#xff0c;\u800c\u975e\u5c06\u63a8\u7406\u7b80\u5316\u4e3a\u6241\u5e73\u7684\u5de5\u5177\u8c03\u7528\u5e8f\u5217\u3002\u5176\u6b21&#xff0c;\u5b83\u5e94\u652f\u6301\u57fa\u4e8e\u6807\u51c6\u4e14\u53ef\u9a8c\u8bc1\u7684\u7a7a\u95f4\u63a8\u7406&#xff0c;\u5176\u4e2d\u7684\u8c13\u8bcd\u3001\u9608\u503c\u548c\u62d3\u6251\u7ea6\u675f\u53ef\u901a\u8fc7\u53ef\u6267\u884c\u5de5\u5177\u8fdb\u884c\u68c0\u67e5\u3002\u7b2c\u4e09&#xff0c;\u5b83\u5e94\u786e\u4fdd\u8de8\u6a21\u6001\u7684\u9065\u611f\u8986\u76d6&#xff0c;\u4ee5\u4fbf\u5728\u5bf9\u5149\u5b66\u3001SAR\u548c\u7ea2\u5916\u7b49\u5f02\u6784EO\u6570\u636e\u8fdb\u884c\u7a33\u5065\u8bc4\u4f30\u3002\u73b0\u6709\u57fa\u51c6\u4ec5\u90e8\u5206\u6ee1\u8db3\u8fd9\u4e9b\u7279\u6027&#xff0c;\u4e14\u5e38\u5e38\u662f\u5b64\u7acb\u5730\u6ee1\u8db3\u3002\u5982\u88681\u603b\u7ed3&#xff0c;\u5148\u524d\u7684\u57fa\u51c6\u901a\u5e38\u652f\u6301\u53ef\u9a8c\u8bc1\u7684\u5de5\u5177\u6267\u884c\u548c\u6b65\u9aa4\u7ea7\u8bc4\u4f30&#xff0c;\u4f46\u5f88\u5c11\u56f4\u7ed5\u573a\u666f\u7ea7\u610f\u56fe\u3001\u4f9d\u8d56\u611f\u77e5\u7684\u5b50\u76ee\u6807\u6216\u57fa\u4e8e\u6807\u51c6\u7684\u7a7a\u95f4\u51c6\u5219\u6765\u6784\u5efa\u63a8\u7406\u3002\u6b64\u5916&#xff0c;\u8de8\u6a21\u6001\u63a8\u7406\u7684\u8bc4\u4f30\u4ecd\u4e0d\u5145\u5206\u3002<\/p>\n<p>\u4e3a\u586b\u8865\u6b64\u7a7a\u767d&#xff0c;\u6211\u4eec\u63a8\u51faTerraLogic&#xff0c;\u4e00\u4e2a\u9762\u5411\u591a\u9065\u611f\u6a21\u6001\u8ba4\u77e5\u5c42\u9762\u5730\u7406\u7a7a\u95f4\u63a8\u7406\u7684\u57fa\u51c6\u3002TerraLogic\u5305\u542b545\u4e2a\u573a\u666f\u9a71\u52a8\u4efb\u52a1&#xff0c;\u6db5\u76d6\u5149\u5b66\u3001SAR\u548c\u7ea2\u5916\u5f71\u50cf\u3002\u6bcf\u4e2a\u4efb\u52a1\u5747\u4ee5\u7ed3\u6784\u5316\u5f62\u5f0f\u6307\u5b9a&#xff0c;\u5c06\u57fa\u4e8e\u6807\u51c6\u7684\u7a7a\u95f4\u89e6\u53d1\u5668&#xff08;\u5982\u5b9a\u91cf\u9608\u503c\u6216\u62d3\u6251\u8c13\u8bcd&#xff09;\u4e0e\u4e13\u5bb6\u89e3\u8bd1\u548c\u53ef\u9a8c\u8bc1\u7684\u5de5\u5177\u94fe\u8026\u5408&#xff0c;\u540c\u65f6\u5728\u573a\u666f\u610f\u56fe\u548c\u4f9d\u8d56\u611f\u77e5\u7684\u5b50\u76ee\u6807\u4e0b\u7ec4\u7ec7\u63a8\u7406\u3002\u57fa\u4e8eTerraLogic&#xff0c;\u6211\u4eec\u8fdb\u4e00\u6b65\u63d0\u51faHieraPlan&#xff0c;\u4e00\u79cdLLM\u9a71\u52a8\u7684\u667a\u80fd\u4f53&#xff0c;\u5b83\u80fd\u5206\u5c42\u7ec4\u7ec7\u5206\u6790\u5de5\u5177&#xff0c;\u6267\u884c\u5177\u5907\u7ea6\u675f\u611f\u77e5\u3001\u5bb9\u9519\u80fd\u529b\u7684\u63a8\u7406\u6d41\u6c34\u7ebf&#xff0c;\u5e76\u80fd\u4ece\u4e2d\u95f4\u6545\u969c\u4e2d\u6062\u590d\u3002\u6211\u4eec\u7684\u4e3b\u8981\u8d21\u732e\u603b\u7ed3\u5982\u4e0b&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u6211\u4eec\u63d0\u51faTerraLogic&#xff0c;\u9996\u4e2a\u9762\u5411\u5206\u5c42\u5730\u7406\u7a7a\u95f4\u63a8\u7406\u7684\u57fa\u51c6&#xff0c;\u5305\u542b545\u4e2a\u8de8\u8d8a\u5149\u5b66\u3001SAR\u548c\u7ea2\u5916\u6a21\u6001\u7684\u4efb\u52a1\u3002<\/p>\n<\/li>\n<li>\n<p>\u6211\u4eec\u63d0\u51faHieraPlan&#xff0c;\u4e00\u4e2a\u667a\u80fd\u4f53\u6846\u67b6&#xff0c;\u652f\u6301\u5177\u5907\u5206\u5c42\u89c4\u5212\u3001\u9c81\u68d2\u9519\u8bef\u5904\u7406\u548c\u591a\u6a21\u6001\u9065\u611f\u573a\u666f\u9002\u914d\u7684\u8ba4\u77e5\u63a8\u7406\u3002<\/p>\n<\/li>\n<li>\n<p>\u6211\u4eec\u5728TerraLogic\u4e0a\u5bf9\u6700\u5148\u8fdb\u7684LLM\u8fdb\u884c\u4e86\u5168\u9762\u8bc4\u4f30&#xff0c;\u5efa\u7acb\u4e86\u65b0\u7684\u57fa\u7ebf&#xff0c;\u63ed\u793a\u4e86\u5b83\u4eec\u5728\u8ba4\u77e5\u8981\u6c42\u9ad8\u7684\u5730\u7406\u7a7a\u95f4\u63a8\u7406\u4e2d\u7684\u4f18\u52bf\u4e0e\u5c40\u9650\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u88681&#xff1a;\u4ee3\u8868\u6027\u57fa\u4e8e\u6267\u884c\u7684\u9065\u611f\/EO\u63a8\u7406\u57fa\u51c6\u5bf9\u6bd4\u3002&#xff08;\u2713&#xff1a;\u5b8c\u5168\u652f\u6301&#xff1b;\u2717&#xff1a;\u4e0d\u652f\u6301&#xff1b;\u2013&#xff1a;\u672a\u5f3a\u8c03\u6216\u4e0d\u9002\u7528\u3002&#xff09;<\/p>\n<table>\n<tr>\n<p>\u57fa\u51c6<\/p>\n<p>\u591a\u4f20\u611f\u5668<\/p>\n<p>\u53ef\u9a8c\u8bc1\u6267\u884c<\/p>\n<p>\u6b65\u9aa4\u7ea7\u8bc4\u4f30<\/p>\n<p>\u5c42\u6b21\u5316\u573a\u666f\u4e0a\u4e0b\u6587<\/p>\n<p>\u5149\u5b66<\/p>\n<p>SAR<\/p>\n<p>\u7ea2\u5916<\/p>\n<\/tr>\n<tbody>\n<tr>\n<td>\n<p>UnivEARTH<\/p>\n<\/td>\n<td>\n<p>\u2713<\/p>\n<\/td>\n<td>\n<p>\u2717<\/p>\n<\/td>\n<td>\n<p>\u2713<\/p>\n<\/td>\n<td>\n<p>\u2713<\/p>\n<\/td>\n<td>\n<p>\u2013<\/p>\n<\/td>\n<td>\n<p>\u2013<\/p>\n<\/td>\n<td>\n<p>\u2013<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>GeoLLM-Engine<\/p>\n<\/td>\n<td>\n<p>\u2713<\/p>\n<\/td>\n<td>\n<p>\u2713<\/p>\n<\/td>\n<td>\n<p>\u2717<\/p>\n<\/td>\n<td>\n<p>\u2713<\/p>\n<\/td>\n<td>\n<p>\u2713<\/p>\n<\/td>\n<td>\n<p>\u2013<\/p>\n<\/td>\n<td>\n<p>\u2013<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>ThinkGeo<\/p>\n<\/td>\n<td>\n<p>\u2713<\/p>\n<\/td>\n<td>\n<p>\u2713<\/p>\n<\/td>\n<td>\n<p>\u2717<\/p>\n<\/td>\n<td>\n<p>\u2713<\/p>\n<\/td>\n<td>\n<p>\u2713<\/p>\n<\/td>\n<td>\n<p>\u2013<\/p>\n<\/td>\n<td>\n<p>\u2013<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Earth-Bench<\/p>\n<\/td>\n<td>\n<p>\u2713<\/p>\n<\/td>\n<td>\n<p>\u2717<\/p>\n<\/td>\n<td>\n<p>\u2717<\/p>\n<\/td>\n<td>\n<p>\u2713<\/p>\n<\/td>\n<td>\n<p>\u2713<\/p>\n<\/td>\n<td>\n<p>\u2013<\/p>\n<\/td>\n<td>\n<p>\u2013<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>TerraLogic (Ours)\u200b<\/p>\n<\/td>\n<td>\n<p>\u2713\u200b<\/p>\n<\/td>\n<td>\n<p>\u2713\u200b<\/p>\n<\/td>\n<td>\n<p>\u2713\u200b<\/p>\n<\/td>\n<td>\n<p>\u2713\u200b<\/p>\n<\/td>\n<td>\n<p>\u2713\u200b<\/p>\n<\/td>\n<td>\n<p>\u2713\u200b<\/p>\n<\/td>\n<td>\n<p>\u2713\u200b<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>2. TerraLogic\u57fa\u51c6\u6784\u5efa<\/p>\n<p>\u6211\u4eec\u63d0\u51faTerraLogic&#xff0c;\u4e00\u4e2a\u65e8\u5728\u8bc4\u4f30\u7531LLM\u9a71\u52a8\u7684\u5de5\u5177\u589e\u5f3a\u578b\u667a\u80fd\u4f53\u4e4b\u5730\u7406\u7a7a\u95f4\u63a8\u7406\u80fd\u529b\u7684\u57fa\u51c6\u3002TerraLogic\u6574\u5408\u4e86\u6765\u81ea\u5149\u5b66\u3001SAR\u548c\u7ea2\u5916\u6a21\u6001\u7684\u591a\u6837\u5316\u5f71\u50cf&#xff0c;\u4ee5\u53ca\u4e13\u5bb6\u7b56\u5212\u7684\u77e5\u8bc6\u548c\u5de5\u5177\u589e\u5f3a\u7684\u67e5\u8be2\u6d41\u6c34\u7ebf&#xff0c;\u4ea7\u751f\u4e86545\u4e2a\u9ad8\u8d28\u91cf\u5b9e\u4f8b\u3002<\/p>\n<p>\u6bcf\u4e2a\u5b9e\u4f8b\u5c06\u771f\u5b9e\u4e16\u754c\u5f71\u50cf\u4e0e\u7ed3\u6784\u5316\u7684\u591a\u6b65\u63a8\u7406\u6311\u6218\u76f8\u8026\u5408&#xff0c;\u8fd9\u4e9b\u6311\u6218\u65e2\u9700\u8981\u5e95\u5c42\u611f\u77e5&#xff08;\u5982\u5206\u5272\u3001\u68c0\u6d4b&#xff09;&#xff0c;\u4e5f\u9700\u8981\u9ad8\u5c42\u51b3\u7b56&#xff08;\u5982\u57ce\u5e02\u89c4\u5212\u3001\u707e\u5bb3\u8bc4\u4f30&#xff09;\u3002\u4e0e\u5148\u524d\u4e13\u6ce8\u4e8e\u611f\u77e5&#xff08;\u5982\u5206\u7c7b\u6216\u68c0\u6d4b&#xff09;\u7684\u9065\u611f\u57fa\u51c6\u4e0d\u540c&#xff0c;TerraLogic\u5f3a\u8c03\u7aef\u5230\u7aef\u63a8\u7406&#xff0c;\u4ece\u611f\u77e5\u5230\u7a7a\u95f4\u5206\u6790\u518d\u5230\u53ef\u64cd\u4f5c\u7684\u7ed3\u8bba&#xff0c;\u4ece\u800c\u4e3a\u667a\u80fd\u4f53\u63d0\u4f9b\u4e86\u4e25\u683c\u7684\u6d4b\u8bd5\u5e73\u53f0\u3002\u56fe2\u5c55\u793a\u4e86TerraLogic\u57fa\u51c6\u4e2d\u7684\u516d\u4e2a\u4ee3\u8868\u6027\u6837\u672c\u3002<\/p>\n<p>2.1. \u5730\u7406\u7a7a\u95f4\u63a8\u7406\u573a\u666f<\/p>\n<p>\u9065\u611f\u7684\u4e00\u4e2a\u6838\u5fc3\u6311\u6218\u662f\u5f25\u5408\u5e95\u5c42\u611f\u77e5\u8f93\u51fa\u4e0e\u73b0\u5b9e\u4e16\u754c\u51b3\u7b56\u6240\u9700\u9ad8\u5c42\u667a\u80fd\u4e4b\u95f4\u7684\u9e3f\u6c9f\u3002\u4e3a\u6b64&#xff0c;\u6211\u4eec\u91c7\u7528\u4e86\u4e00\u4e2a\u7ed3\u6784\u5316\u7684\u5730\u7406\u7a7a\u95f4\u63a8\u7406\u4efb\u52a1\u5206\u7c7b\u6cd5&#xff0c;\u7cfb\u7edf\u5730\u5c06\u5176\u7ec4\u7ec7\u4e3a\u4e03\u4e2a\u4e3b\u8981\u9886\u57df&#xff1a;\u57ce\u5e02\u89c4\u5212\u3001\u707e\u5bb3\u8bc4\u4f30\u3001\u73af\u5883\u76d1\u6d4b\u3001\u4ea4\u901a\u5206\u6790\u3001\u6d3b\u52a8\u76d1\u6d4b\u3001\u6d77\u4e8b\u76d1\u6d4b\u548c\u5de5\u4e1a\u573a\u5730\u3002<\/p>\n<p>2.2. \u6e90\u6570\u636e\u6784\u5efa\u6d41\u7a0b<\/p>\n<p>\u6211\u4eec\u4ee5\u4e24\u9636\u6bb5\u6d41\u7a0b\u6784\u5efaTerraLogic&#xff08;\u89c1\u56fe3&#xff09;&#xff0c;\u8be5\u6d41\u7a0b\u7ed3\u5408\u4e86\u591a\u6837\u5316\u7684\u6e90\u5f71\u50cf\u3001\u77e5\u8bc6\u589e\u5f3a\u7684\u573a\u666f\u751f\u6210\u4ee5\u53ca\u591a\u8f6e\u4e13\u5bb6\u8bc4\u5ba1&#xff0c;\u6700\u7ec8\u4ea7\u751f545\u4e2a\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u5b9e\u4f8b\u3002\u672c\u6d41\u7a0b\u4f7f\u7528\u7684\u6e90\u6570\u636e\u96c6\u603b\u7ed3\u4e8e\u88682\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260727224054-6a67de7624c93.png\" \/><\/p>\n<p>\u56fe2&#xff1a;TerraLogic\u4ee3\u8868\u6027\u4efb\u52a1\u53ca\u5728\u6211\u4eec\u9519\u8bef\u5206\u7c7b\u4f53\u7cfb\u4e0b\u7684HieraPlan\u6267\u884c\u8f68\u8ff9\u3002\u4ece\u5de6\u5230\u53f3&#xff1a;(i) \u8f93\u5165\u56fe\u50cf\u4e0e\u67e5\u8be2&#xff0c;(ii) HieraPlan\u751f\u6210\u7684\u9ad8\u5c42\u8ba1\u5212&#xff0c;(iii) \u6267\u884c\u7684\u5de5\u5177\u5e8f\u5217&#xff0c;(iv) \u6700\u7ec8\u5730\u7406\u7a7a\u95f4\u7b54\u6848\u3002\u7ea2\u8272\u53c9\u53f7\u6807\u8bb0\u9519\u8bef\u7684\u8ba1\u5212\u6216\u5de5\u5177\u8c03\u7528&#xff0c;\u7eff\u8272\u5bf9\u52fe\u8868\u793a\u7ecf\u9a8c\u8bc1\u7684\u5de5\u5177\u94fe\u4e0e\u7b54\u6848\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260727224054-6a67de76421a4.png\" \/><\/p>\n<p>\u56fe3&#xff1a;TerraLogic\u57fa\u51c6\u6784\u5efa\u6d41\u7a0b\u3002<\/p>\n<p>2.2.1. \u9636\u6bb51&#xff1a;\u77e5\u8bc6\u589e\u5f3a\u7684\u573a\u666f\u751f\u6210\u3002<\/p>\n<p>\u6211\u4eec\u83b7\u53d6\u6e90\u5f71\u50cf\u7684\u5206\u5c42\u6837\u672c&#xff08;\u6309\u6a21\u6001\u548c\u573a\u666f\u7c7b\u578b&#xff09;&#xff0c;\u5e76\u5e94\u7528\u663e\u5f0f\u7684\u96be\u5ea6\u63a7\u5236\u6765\u9009\u62e9\u9700\u8981\u591a\u5de5\u5177\u63a8\u7406\u548c\u7ec4\u5408\u7a7a\u95f4\u5173\u7cfb&#xff08;\u5982\u90bb\u8fd1\u6027\u3001\u5305\u542b\u6027\u3001\u62d3\u6251\u6027&#xff09;\u7684\u6848\u4f8b\u3002\u901a\u8fc7\u4e0a\u4e0b\u6587\u5b66\u4e60&#xff0c;\u5229\u7528ChatGPT-5\u751f\u6210\u5019\u9009\u67e5\u8be2\u548c\u5de5\u5177\u94fe&#xff1a;\u63d0\u793a\u662f\u6a21\u6001\u7279\u5b9a\u7684&#xff0c;\u5e76\u4ee5\u4e13\u5bb6\u64b0\u5199\u7684\u8303\u4f8b\u4e3a\u79cd\u5b50\u3002<\/p>\n<p>\u4e3a\u4f7f\u751f\u6210\u8fc7\u7a0b\u7acb\u8db3\u4e8e\u9886\u57df\u77e5\u8bc6&#xff0c;\u6211\u4eec\u5c06\u4e00\u4e2a\u7cbe\u7b80\u7684\u77e5\u8bc6\u8bed\u6599\u5e93\u6ce8\u5165\u63d0\u793a\u4e2d\u3002\u8be5\u8bed\u6599\u5e93\u6db5\u76d6\u56db\u7c7b\u6307\u5bfc\u65b9\u9488&#xff1a;(i) \u57ce\u5e02\u7eff\u5316\u548c\u7f13\u89e3\u70ed\u5c9b\u6846\u67b6&#xff1b;(ii) \u56fd\u9645\u571f\u5730\u8986\u76d6\u6807\u51c6&#xff1b;(iii) \u9488\u5bf9\u7ea2\u5916\u5c0f\u76ee\u6807\u4efb\u52a1\u7684\u822a\u7a7a\u548c\u6d77\u4e8b\u641c\u6551\u6761\u4ee4&#xff1b;\u4ee5\u53ca(iv) \u5371\u9669\u8d44\u4ea7\u9694\u79bb\u4e0e\u90bb\u8fd1\u6027\u7684\u5de5\u4e1a\u5b89\u5168\u89c4\u5219\u3002\u8fd9\u4e9b\u951a\u70b9\u8feb\u4f7fChatGPT-5\u751f\u6210\u4e0e\u65e2\u5b9a\u6846\u67b6\u4e00\u81f4\u7684\u5b9a\u91cf\u9608\u503c&#xff08;\u8ddd\u79bb\u3001\u9762\u79ef\u3001\u7c7b\u522b\u6784\u6210&#xff09;\u3002\u6211\u4eec\u8fd8\u5f3a\u5236\u6267\u884c\u7b97\u5b50\u5408\u6cd5\u6027\u68c0\u67e5&#xff08;\u5305\u62ec\u611f\u77e5\u5730\u9762\u8ddd\u79bb\u91c7\u6837\u5355\u4f4d&#xff09;&#xff0c;\u4ee5\u9632\u6b62\u65e0\u6548\u7684\u5de5\u5177\u5e8f\u5217\u3002<\/p>\n<p>2.2.2. \u9636\u6bb52&#xff1a;\u4e13\u5bb6\u8bc4\u5ba1\u4e0e\u8d28\u91cf\u95e8\u63a7\u3002<\/p>\n<p>\u6211\u4eec\u6267\u884c\u7531\u4e13\u5bb6\u4e3b\u5bfc\u3001\u4ee5\u6267\u884c\u4e3a\u95e8\u7684\u53d1\u5e03\u6807\u51c6\u3002\u5177\u4f53\u800c\u8a00&#xff0c;\u6bcf\u4e2a\u9636\u6bb51\u7684\u5019\u9009\u5b9e\u4f8b\u90fd\u8981\u7ecf\u8fc7\u516b\u4f4d\u9065\u611f\u4e13\u5bb6\u7684\u4e09\u8f6e\u5ba1\u67e5\u7a0b\u5e8f&#xff0c;\u65e8\u5728\u4ea7\u751f\u610f\u56fe\u660e\u786e\u4e14\u53ef\u901a\u8fc7\u5de5\u5177\u6267\u884c\u9a8c\u8bc1\u7684\u5b9e\u4f8b\u3002<\/p>\n<ul>\n<li>\n<p>\u57fa\u4e8e\u6e05\u5355\u7684\u8bc4\u4f30\u3002\u200b \u5bf9\u4e8e\u6bcf\u4e2a\u5019\u9009&#xff0c;\u8bc4\u5ba1\u5458\u68c0\u67e5\u4e09\u4e2a\u65b9\u9762&#xff1a;(i) \u8bed\u4e49\u5408\u7406\u6027&#xff08;\u67e5\u8be2\u9648\u8ff0\u4e86\u4e00\u4e2a\u5b9a\u4e49\u826f\u597d\u3001\u9886\u57df\u76f8\u5173\u4e14\u65e0\u6b20\u89c4\u8303\u7684\u4efb\u52a1&#xff09;&#xff1b;(ii) \u5de5\u4f5c\u6d41\u6709\u6548\u6027&#xff08;\u7b97\u5b50\u9009\u62e9\u3001\u6392\u5e8f\u548c\u53c2\u6570\u7b26\u5408\u6a21\u6001\u7ea6\u675f&#xff0c;\u5e76\u5728GSD\u611f\u77e5\u5355\u4f4d\u4e0b\u4fdd\u6301\u4e00\u81f4&#xff09;&#xff1b;(iii) \u5730\u7406\u7a7a\u95f4\u6b63\u786e\u6027&#xff08;\u65e0\u51e0\u4f55\/\u62d3\u6251\u9677\u9631&#xff0c;\u4e14\u4e2d\u95f4\u7a7a\u95f4\u5bf9\u8c61\u5bf9\u4e0b\u6e38\u7b97\u5b50\u6709\u610f\u4e49&#xff09;\u3002\u6211\u4eec\u8fed\u4ee3\u4fee\u8ba2\u6bcf\u4e2a\u5019\u9009\u5b9e\u4f8b&#xff0c;\u76f4\u81f3\u6240\u6709\u6807\u51c6\u6ee1\u8db3&#xff1b;\u5426\u5219&#xff0c;\u5982\u679c\u9884\u671f\u95ee\u9898\u65e0\u6cd5\u7531\u53ef\u6267\u884c\u7684\u5de5\u5177\u8bc1\u636e\u652f\u6301&#xff08;\u65e0\u6548\u5355\u4f4d\u3001\u5b9a\u4e49\u4e0d\u6e05\u7684\u7a7a\u95f4\u8c13\u8bcd&#xff0c;\u6216\u67e5\u8be2\u4e0e\u9884\u671f\u5de5\u5177\u8f93\u51fa\u4e0d\u4e00\u81f4&#xff09;&#xff0c;\u5219\u4e88\u4ee5\u4e22\u5f03\u3002<\/p>\n<\/li>\n<li>\n<p>\u57fa\u4e8e\u6267\u884c\u7684\u9a8c\u8bc1\u3002\u200b \u4e3a\u907f\u514d\u53d1\u5e03\u4f9d\u8d56\u81ea\u7531\u5f62\u5f0f\u751f\u6210\u7684\u5b9e\u4f8b&#xff0c;\u6211\u4eec\u8981\u6c42\u6700\u7ec8\u786e\u5b9a\u7684\u5de5\u5177\u5e8f\u5217\u80fd\u5728\u7b97\u5b50\u5408\u6cd5\u6027\u7ea6\u675f&#xff08;\u7c7b\u578b\u5316\u8f93\u5165\u8f93\u51fa\u3001\u5355\u4f4d\u6709\u6548\u6027\u3001\u5730\u7406\u7a7a\u95f4\u7ea6\u675f&#xff09;\u4e0b\u8fd0\u884c\u81f3\u5b8c\u6210\u3002\u4ec5\u5f53\u6ee1\u8db3\u4ee5\u4e0b\u6761\u4ef6\u65f6\u624d\u63a5\u53d7\u4e00\u4e2a\u5b9e\u4f8b&#xff1a;(a) \u5de5\u5177\u94fe\u6267\u884c\u65e0\u8fdd\u89c4&#xff1b;(b) \u4e2d\u95f4\u8f93\u51fa\u901a\u8fc7\u57fa\u672c\u6709\u6548\u6027\u68c0\u67e5&#xff08;\u5728\u9700\u8981\u65f6\u975e\u7a7a&#xff0c;\u9002\u7528\u65f6\u62d3\u6251\u6709\u6548&#xff09;&#xff1b;(c) \u6700\u7ec8\u7b54\u6848\u4e2d\u62a5\u544a\u7684\u4efb\u4f55\u6570\u91cf\u5747\u76f4\u63a5\u7531\u5de5\u5177\u8f93\u51fa\u8ba1\u7b97\u5f97\u51fa&#xff0c;\u800c\u975e\u65e0\u8bc1\u636e\u63a8\u65ad\u3002\u6b64\u95e8\u63a7\u6807\u51c6\u786e\u4fdd\u6bcf\u4e2a\u53d1\u5e03\u7684\u5b9e\u4f8b\u90fd\u914d\u6709\u4e00\u4e2a\u652f\u6301\u53ef\u8ffd\u6eaf\u3001\u8bc1\u636e\u9a71\u52a8\u8bc4\u4f30\u7684\u53ef\u6267\u884c\u5de5\u5177\u94fe\u3002<\/p>\n<\/li>\n<li>\n<p>\u8f6e\u6b21\u4e0e\u53ef\u8ffd\u6eaf\u6027\u3002\u200b \u4e09\u8f6e\u5305\u62ec\u521d\u6b65\u7b5b\u9009\u3001\u8fb9\u7f18\u6848\u4f8b\u7684\u5206\u6b67\u89e3\u51b3&#xff0c;\u4ee5\u53ca\u5bf9\u67e5\u8be2\u6587\u672c\u3001\u5de5\u5177\u53c2\u6570\u548c\u751f\u6210\u8f93\u51fa\u7684\u6700\u7ec8\u4e00\u81f4\u6027\u68c0\u67e5\u3002\u5bf9\u67e5\u8be2\u3001\u7b97\u5b50\u9009\u62e9\u3001\u53c2\u6570\u548c\u6700\u7ec8\u7b54\u6848\u7684\u6240\u6709\u4fee\u6539\u5747\u8bb0\u5f55\u5728\u7b56\u5c55\u754c\u9762\u4e2d&#xff0c;\u4fdd\u7559\u4e86\u5b9e\u4f8b\u7ea7\u522b\u7684\u53ef\u8ffd\u6eaf\u6027&#xff0c;\u4ee5\u4f9b\u9a8c\u8bc1\u548c\u540e\u7eed\u5206\u6790\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u88682&#xff1a;TerraLogic\u57fa\u51c6\u4e2d\u7528\u4f5c\u56fe\u50cf\u6e90\u7684\u6570\u636e\u96c6\u3002<\/p>\n<table>\n<tr>\n<p>\u540d\u79f0<\/p>\n<p>\u6807\u6ce8\u7c7b\u578b<\/p>\n<p>\u5206\u8fa8\u7387<\/p>\n<p>\u6a21\u6001<\/p>\n<p>\u5730\u7406\u8986\u76d6\u8303\u56f4<\/p>\n<\/tr>\n<tbody>\n<tr>\n<td>\n<p>LoveDA<\/p>\n<\/td>\n<td>\n<p>\u63a9\u819c<\/p>\n<\/td>\n<td>\n<p>0.3\u7c73\/\u50cf\u7d20<\/p>\n<\/td>\n<td>\n<p>\u5149\u5b66<\/p>\n<\/td>\n<td>\n<p>\u4e2d\u56fd\u5357\u4eac\/\u5e38\u5dde\/\u6b66\u6c49<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>ISPRS\u6ce2\u8328\u5766<\/p>\n<\/td>\n<td>\n<p>\u63a9\u819c<\/p>\n<\/td>\n<td>\n<p>0.05\u7c73\/\u50cf\u7d20<\/p>\n<\/td>\n<td>\n<p>\u5149\u5b66<\/p>\n<\/td>\n<td>\n<p>\u5fb7\u56fd\u6ce2\u8328\u5766<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>ISPRS\u97e6\u6b23\u6839<\/p>\n<\/td>\n<td>\n<p>\u63a9\u819c<\/p>\n<\/td>\n<td>\n<p>0.09\u7c73\/\u50cf\u7d20<\/p>\n<\/td>\n<td>\n<p>\u5149\u5b66<\/p>\n<\/td>\n<td>\n<p>\u5fb7\u56fd\u97e6\u6b23\u6839<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>DeepGlobe\u571f\u5730\u8986\u76d6<\/p>\n<\/td>\n<td>\n<p>\u63a9\u819c<\/p>\n<\/td>\n<td>\n<p>0.50\u7c73\/\u50cf\u7d20<\/p>\n<\/td>\n<td>\n<p>\u5149\u5b66<\/p>\n<\/td>\n<td>\n<p>\u5370\u5ea6\/\u5370\u5c3c\/\u6cf0\u56fd\u57ce\u5e02<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>HRSCD<\/p>\n<\/td>\n<td>\n<p>\u53d8\u5316\u63a9\u819c<\/p>\n<\/td>\n<td>\n<p>0.45\u7c73\/\u50cf\u7d20<\/p>\n<\/td>\n<td>\n<p>\u5149\u5b66<\/p>\n<\/td>\n<td>\n<p>\u6cd5\u56fd\u96f7\u6069\/\u5361\u6602<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>OGSOD<\/p>\n<\/td>\n<td>\n<p>\u8fb9\u754c\u6846<\/p>\n<\/td>\n<td>\n<p>3\u7c73\/\u50cf\u7d20<\/p>\n<\/td>\n<td>\n<p>SAR<\/p>\n<\/td>\n<td>\n<p>\u4e2d\u56fd\u57ce\u5e02<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>DMIST<\/p>\n<\/td>\n<td>\n<p>\u8fb9\u754c\u6846<\/p>\n<\/td>\n<td>\n<p>\u2013<\/p>\n<\/td>\n<td>\n<p>\u7ea2\u5916<\/p>\n<\/td>\n<td>\n<p>\u4e2d\u56fd\u6210\u90fd<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>2.3. \u57fa\u51c6\u7edf\u8ba1<\/p>\n<p>TerraLogic\u5305\u542b545\u4e2a\u8de8\u8d8a\u5149\u5b66\u3001SAR\u548c\u7ea2\u5916\u6a21\u6001\u7684\u67e5\u8be2\u3002\u603b\u8ba1\u8c03\u752813\u79cd\u5de5\u51771649\u6b21&#xff0c;\u5927\u591a\u6570\u67e5\u8be2\u9700\u8981\u591a\u5de5\u5177\u7ec4\u5408\u3002\u67e5\u8be2\u957f\u5ea6\u4ece\u7b80\u77ed\u7684\u4e8b\u5b9e\u6027\u95ee\u9898\u5230\u590d\u6742\u7684\u7ec4\u5408\u6027\u95ee\u9898\u4e0d\u7b49&#xff0c;\u4f53\u73b0\u4e86\u591a\u6837\u6027\u548c\u63a8\u7406\u6df1\u5ea6\u3002\u8be6\u7ec6\u7edf\u8ba1\u6570\u636e\u89c1\u88683\u3002TerraLogic\u4e2d\u7684\u6bcf\u4e2a\u63a8\u7406\u4efb\u52a1\u90fd\u88ab\u5b9e\u4f8b\u5316\u4e3a\u4e00\u79cd\u72ec\u7279\u7684\u573a\u666f\u4e0a\u4e0b\u6587\u7c7b\u578b&#xff0c;\u5176\u7279\u5f81\u7531\u4e09\u4e2a\u7ec4\u4ef6\u6784\u6210&#xff1a;(i) \u7a7a\u95f4\u89e6\u53d1\u5668&#xff08;\u5b9a\u91cf\u9608\u503c\u6216\u62d3\u6251\u5173\u7cfb&#xff09;&#xff0c;(ii) \u4e13\u5bb6\u89e3\u8bd1&#xff08;\u9886\u57df\u4f9d\u636e\u8bed\u4e49&#xff09;&#xff0c;\u4ee5\u53ca(iii) 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HieraPlan\u667a\u80fd\u4f53<\/p>\n<p>\u4e3a\u652f\u6301\u5728TerraLogic\u4e0a\u7684\u8bc4\u4f30&#xff0c;\u6211\u4eec\u63d0\u4f9bHieraPlan&#xff0c;\u4e00\u79cd\u9762\u5411\u9065\u611f\u5730\u7406\u7a7a\u95f4\u63a8\u7406\u7684\u3001\u5177\u5907\u5c42\u6b21\u611f\u77e5\u548c\u5bb9\u9519\u80fd\u529b\u7684\u667a\u80fd\u4f53\u3002\u7ed9\u5b9a\u4e00\u4e2a\u4efb\u52a1&#xff0c;HieraPlan\u4ece\u4e00\u4e2a\u6db5\u76d6\u611f\u77e5\u3001\u7a7a\u95f4\u5173\u7cfb\u3001\u7a7a\u95f4\u7edf\u8ba1\u3001SAR\u548c\u7ea2\u5916\u7684\u5206\u5c42\u5e93\u4e2d\u68c0\u7d22\u4efb\u52a1\u76f8\u5173\u7684\u5de5\u5177\u5b50\u96c6&#xff0c;\u7136\u540e\u751f\u6210\u6a21\u6001\u611f\u77e5\u7684\u8ba1\u5212&#xff0c;\u6267\u884c\u5177\u4f53\u7684\u7b97\u5b50&#xff0c;\u5e76\u6839\u636e\u9a8c\u8bc1\u8fc7\u7684\u5de5\u5177\u8f93\u51fa\u7efc\u5408\u6700\u7ec8\u7b54\u6848\u3002HieraPlan\u652f\u6301\u5c42\u6b21\u5316\u62bd\u8c61&#xff1a;\u5de5\u5177\u6309\u529f\u80fd\u548c\u6a21\u6001\u7ec4\u7ec7&#xff0c;\u5177\u6709\u7c7b\u578b\u5316\u7684\u8f93\u5165\u8f93\u51fa\u548c\u57fa\u672c\u5408\u6cd5\u6027\u7ea6\u675f&#xff0c;\u51cf\u5c11\u4e86\u5728\u5f02\u6784\u9065\u611f\u6570\u636e\u4e0a\u7684\u65e0\u6548\u7ec4\u5408\u3002\u5176\u53ef\u6267\u884c\u7b97\u5b50\u57fa\u4e8e\u9065\u611f\u4e13\u5bb6\u6a21\u578b&#xff0c;\u5305\u62ecRemoteSAM\u3001SARATR-X\u3001DMIST\/LASNet\u548cChange3D\u3002\u5b83\u8fdb\u4e00\u6b65\u652f\u6301\u5bb9\u9519\u6267\u884c&#xff1a;\u5f53\u67d0\u4e00\u6b65\u9aa4\u5931\u8d25\u65f6&#xff0c;\u667a\u80fd\u4f53\u9996\u5148\u5c1d\u8bd5\u5728\u5de5\u5177\u5305\u5185\u8fdb\u884c\u66ff\u6362&#xff0c;\u82e5\u9700\u8981&#xff0c;\u5219\u4ec5\u91cd\u65b0\u89c4\u5212\u5269\u4f59\u7684\u540e\u7eed\u90e8\u5206&#xff0c;\u540c\u65f6\u4fdd\u7559\u5df2\u9a8c\u8bc1\u7684\u524d\u7f00\u3002\u6700\u540e&#xff0c;\u5b83\u5f3a\u5236\u6267\u884c\u53ef\u9a8c\u8bc1\u7684\u57fa\u7840&#xff1a;\u5b9a\u91cf\u8f93\u51fa\u7531\u5de5\u5177\u8ba1\u7b97&#xff0c;\u800cLLM\u4ec5\u9650\u4e8e\u6839\u636e\u7ecf\u9a8c\u8bc1\u7684\u4e2d\u95f4\u7ed3\u679c\u8fdb\u884c\u81ea\u7136\u8bed\u8a00\u7efc\u5408\u3002\u603b\u4f53\u800c\u8a00&#xff0c;HieraPlan\u4f5c\u4e3aTerraLogic\u7684\u5408\u9002\u53c2\u8003\u57fa\u7ebf&#xff0c;\u5176\u4efb\u52a1\u9700\u8981\u573a\u666f\u611f\u77e5\u7684\u5206\u89e3\u3001\u8de8\u6a21\u6001\u5de5\u5177\u534f\u8c03\u548c\u957f\u63a8\u7406\u94fe\u4e0b\u7684\u53ef\u9760\u6267\u884c\u3002<\/p>\n<p>4. \u5b9e\u9a8c\u4e0e\u7ed3\u679c<\/p>\n<p>\u4e3a\u8bc4\u4f30HieraPlan\u5728\u771f\u5b9e\u9065\u611f\u573a\u666f\u4e0b\u7684\u63a8\u7406\u548c\u5de5\u5177\u4f7f\u7528\u80fd\u529b&#xff0c;\u6211\u4eec\u5728TerraLogic\u57fa\u51c6\u4e0a\u8fdb\u884c\u4e86\u5168\u9762\u7684\u5b9e\u9a8c\u3002\u7531\u4e8eHieraPlan\u7531LLM\u63a7\u5236&#xff0c;\u6211\u4eec\u8bc4\u4f30\u4e86\u4e00\u7cfb\u5217\u591a\u6837\u5316\u7684\u57fa\u7840\u6a21\u578b&#xff0c;\u5305\u62ec\u57fa\u4e8eAPI\u7684\u7cfb\u7edf\u2014\u2014GPT-3.5\u3001GPT-4o\u548cGemini-2.5-Flash\u2014\u2014\u4ee5\u53ca\u5e7f\u6cdb\u7684\u5f00\u6e90LLM\u3002\u5f00\u6e90\u6a21\u578b\u5305\u62ec\u5927\u5bb9\u91cf\u7cfb\u7edf&#xff0c;\u5982DeepSeek-V3\u3001Qwen2.5-32B-Instruct\u548cLLaMA-3-70B-Instruct&#xff0c;\u4ee5\u53ca\u4e2d\u7b49\u89c4\u6a21\u6a21\u578b&#xff0c;\u5305\u62ecQwen2.5-7B\u3001InternLM3-8B\u3001LLaMA-3-8B\u3001Mistral-7B\u3001Yi-1.5-6B\u548cPhi-3-Mini\u3002\u6240\u6709\u5b9e\u9a8c\u5747\u5728\u914d\u5907NVIDIA A5000 GPU\u7684OpenCompass\u8bc4\u4f30\u5e73\u53f0\u4e0a\u8fdb\u884c\u3002<\/p>\n<p>4.1. \u603b\u4f53\u6027\u80fd<\/p>\n<p>\u6211\u4eec\u5728ReAct\u98ce\u683c\u7684\u534f\u8bae\u4e0b&#xff0c;\u5206\u522b\u5728\u9010\u6b65\u548c\u7aef\u5230\u7aef\u8bbe\u7f6e\u4e2d\u8bc4\u4f30HieraPlan\u3002\u9010\u6b65\u6307\u6807\u2014\u2014InstAcc\u3001ToolAcc\u3001ArgAcc\u548cSummAcc\u2014\u2014\u5206\u522b\u8861\u91cf\u6307\u4ee4\u9075\u5faa\u3001\u5de5\u5177\u9009\u62e9\u3001\u53c2\u6570\u6b63\u786e\u6027\u548c\u6458\u8981\u751f\u6210\u80fd\u529b\u3002\u7aef\u5230\u7aef\u5206\u6570\u2014\u2014P\u3001O\u548cL\u2014\u2014\u8bc4\u4f30\u5728\u611f\u77e5\u3001\u7a7a\u95f4\u7edf\u8ba1\u548c\u7a7a\u95f4\u5173\u7cfb\u5de5\u5177\u5305\u4e0a\u7684\u5de5\u5177\u589e\u5f3a\u9884\u6d4b\u3002\u5728\u6b64\u8bbe\u7f6e\u4e2d&#xff0c;HieraPlan\u662f\u5bf9ReAct\u534f\u8bae\u7684\u8865\u5145\u800c\u975e\u6539\u53d8&#xff0c;\u5b83\u5728\u4fdd\u6301\u76f8\u540c\u8bc4\u4f30\u6807\u51c6\u7684\u540c\u65f6\u63d0\u4f9b\u4e86\u5206\u5c42\u7f16\u6392\u3002\u5bf9\u4e8e\u6700\u7ec8\u7b54\u6848\u51c6\u786e\u7387&#xff0c;\u6211\u4eec\u907f\u514d\u4e86\u786e\u5b9a\u6027\u7684\u5b57\u7b26\u4e32\u5339\u914d&#xff0c;\u8fd9\u79cd\u65b9\u6cd5\u5bf9\u5fae\u5c0f\u7684\u8bcd\u6c47\u53d8\u5316\u654f\u611f&#xff0c;\u5e76\u53ef\u80fd\u60e9\u7f5a\u8bed\u4e49\u6b63\u786e\u7684\u8f93\u51fa\u3002\u8fd9\u5728TerraLogic\u4e2d\u5c24\u4e3a\u91cd\u8981&#xff0c;\u56e0\u4e3a\u6700\u7ec8\u7b54\u6848\u662f\u4ece\u67e5\u8be2\u8bed\u4e49\u3001\u5de5\u5177\u8f93\u5165\/\u8f93\u51fa\u548c\u573a\u666f\u77e5\u8bc6\u7efc\u5408\u800c\u6765&#xff0c;\u800c\u975e\u5339\u914d\u5355\u4e00\u7684\u6807\u51c6\u5b57\u7b26\u4e32\u3002\u9075\u5faa\u5148\u524d\u5173\u4e8eLLM-as-a-judge\u7684\u5de5\u4f5c&#xff0c;\u6211\u4eec\u4f7f\u7528GPT-4o-mini\u548c\u57fa\u4e8e\u8bc4\u5206\u6807\u51c6\u7684\u63d0\u793a\u6765\u8ba1\u7b97AnsAcc&#xff0c;\u4ee5\u8bc4\u4f30\u9884\u6d4b\u7b54\u6848\u53ca\u5176\u5173\u952e\u53c2\u6570\u662f\u5426\u4e0e\u771f\u5b9e\u503c\u5728\u8bed\u4e49\u4e0a\u4e00\u81f4\u3002\u88684\u62a5\u544a\u4e86TerraLogic\u4e0a\u7684\u603b\u4f53\u7ed3\u679c&#xff0c;\u5176\u591a\u6a21\u6001\u3001\u573a\u666f\u9a71\u52a8\u7684\u4efb\u52a1\u8981\u6c42\u667a\u80fd\u4f53\u534f\u8c03\u8de8\u8d8a\u611f\u77e5\u3001\u7a7a\u95f4\u5206\u6790\u3001SAR\u548c\u7ea2\u5916\u7684\u591a\u4e2a\u5de5\u5177\u5305&#xff0c;\u4ece\u800c\u5b9e\u73b0\u5bf9\u8ba4\u77e5\u5c42\u9762\u5730\u7406\u7a7a\u95f4\u63a8\u7406\u7684\u7cfb\u7edf\u6027\u8bc4\u4f30\u3002\u5982\u88684\u6240\u793a&#xff0c;GPT-4o\u5728\u4e24\u4e2a\u8bc4\u4f30\u8bbe\u7f6e\u4e0b\u5747\u53d6\u5f97\u6700\u5f3a\u7684\u6574\u4f53\u6027\u80fd&#xff0c;\u5728InstAcc\u3001ArgAcc\u3001SummAcc\u4ee5\u53caP\u3001O\u548cAns\u6307\u6807\u4e0a\u9886\u5148\u3002\u5728\u5f00\u6e90\u5927\u6a21\u578b\u4e2d&#xff0c;Llama-3-70B-Instruct\u603b\u4f53\u8868\u73b0\u6700\u4f73&#xff0c;\u62e5\u6709\u7ade\u4e89\u529b\u7684ToolAcc\u548c\u5f3a\u52b2\u7684\u7aef\u5230\u7aef\u7ed3\u679c\u3002\u5728\u4e2d\u7b49\u89c4\u6a21\u5f00\u6e90\u6a21\u578b\u4e2d&#xff0c;Qwen2.5-7B-Instruct\u503c\u5f97\u6ce8\u610f&#xff0c;\u5c3d\u7ba1InstAcc\u548cSummAcc\u8f83\u5f31&#xff0c;\u4f46\u5176L\u5206\u6570&#xff08;\u7a7a\u95f4\u5173\u7cfb&#xff09;\u5728\u6240\u6709\u8bc4\u4f30\u6a21\u578b\u4e2d\u6700\u9ad8\u3002\u8de8\u6a21\u578b\u5bb6\u65cf\u6765\u770b&#xff0c;ArgAcc\u4ecd\u662f\u4e3b\u8981\u74f6\u9888&#xff0c;\u800c\u8f83\u4f4e\u7684ToolAcc\u59cb\u7ec8\u4e0e\u7aef\u5230\u7aef\u6027\u80fd\u4e0b\u964d\u76f8\u5173&#xff0c;\u51f8\u663e\u4e86\u5728\u957f\u7a0b\u5730\u7406\u7a7a\u95f4\u5de5\u4f5c\u6d41\u4e2d\u5b9e\u73b0\u53ef\u9760\u5de5\u5177\u9009\u62e9\u548c\u5fe0\u5b9e\u53c2\u6570\u4f20\u9012\u7684\u96be\u5ea6\u3002<\/p>\n<p>\u88684&#xff1a;HieraPlan\u5728TerraLogic\u57fa\u51c6\u4e0a\u7684\u4e3b\u8981\u7ed3\u679c\u3002Inst.\u3001Tool.\u3001Arg.\u548cSumm.\u8868\u793a\u9010\u6b65\u51c6\u786e\u7387\u3002P\u3001O\u548cL\u8868\u793a\u611f\u77e5\u3001\u7a7a\u95f4\u7edf\u8ba1\u548c\u7a7a\u95f4\u5173\u7cfb\u5de5\u5177\u5305\u7684\u7aef\u5230\u7aef\u5206\u6570\u3002Ans.\u8868\u793a\u6700\u7ec8\u7b54\u6848\u51c6\u786e\u7387\u3002\u7c97\u4f53\u8868\u793a\u6700\u4f73\u603b\u5206&#xff0c;\u4e0b\u5212\u7ebf\u8868\u793a\u540c\u89c4\u6a21\u6a21\u578b\u5185\u6700\u4f73\u3002<\/p>\n<table>\n<tr>\n<p>\u6a21\u578b<\/p>\n<p>\u9010\u6b65\u6307\u6807 (%)<\/p>\n<p>\u00a0<\/p>\n<p>\u00a0<\/p>\n<p>\u00a0<\/p>\n<p>\u7aef\u5230\u7aef\u6307\u6807 (%)<\/p>\n<p>\u00a0<\/p>\n<p>\u00a0<\/p>\n<p>\u00a0<\/p>\n<\/tr>\n<tbody>\n<tr>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>Inst.\u200b<\/p>\n<\/td>\n<td>\n<p>Tool.\u200b<\/p>\n<\/td>\n<td>\n<p>Arg.\u200b<\/p>\n<\/td>\n<td>\n<p>Summ.\u200b<\/p>\n<\/td>\n<td>\n<p>P\u200b<\/p>\n<\/td>\n<td>\n<p>O\u200b<\/p>\n<\/td>\n<td>\n<p>L\u200b<\/p>\n<\/td>\n<td>\n<p>Ans.\u200b<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>API-based\u200b<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>GPT-4o<\/p>\n<\/td>\n<td>\n<p>79.40<\/p>\n<\/td>\n<td>\n<p>72.01<\/p>\n<\/td>\n<td>\n<p>23.57<\/p>\n<\/td>\n<td>\n<p>82.83<\/p>\n<\/td>\n<td>\n<p>72.73<\/p>\n<\/td>\n<td>\n<p>88.38<\/p>\n<\/td>\n<td>\n<p>77.95<\/p>\n<\/td>\n<td>\n<p>25.70\u200b<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Gemini-2.5-Flash<\/p>\n<\/td>\n<td>\n<p>59.09<\/p>\n<\/td>\n<td>\n<p>43.31<\/p>\n<\/td>\n<td>\n<p>15.75<\/p>\n<\/td>\n<td>\n<p>47.22<\/p>\n<\/td>\n<td>\n<p>41.47<\/p>\n<\/td>\n<td>\n<p>40.89<\/p>\n<\/td>\n<td>\n<p>41.51<\/p>\n<\/td>\n<td>\n<p>12.04<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>GPT-3.5<\/p>\n<\/td>\n<td>\n<p>59.05<\/p>\n<\/td>\n<td>\n<p>57.12<\/p>\n<\/td>\n<td>\n<p>21.88<\/p>\n<\/td>\n<td>\n<p>59.08<\/p>\n<\/td>\n<td>\n<p>61.22<\/p>\n<\/td>\n<td>\n<p>61.04<\/p>\n<\/td>\n<td>\n<p>53.30<\/p>\n<\/td>\n<td>\n<p>24.40<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Open-source (Large)\u200b<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>DeepSeek-V3<\/p>\n<\/td>\n<td>\n<p>65.84<\/p>\n<\/td>\n<td>\n<p>66.33<\/p>\n<\/td>\n<td>\n<p>23.32<\/p>\n<\/td>\n<td>\n<p>60.92<\/p>\n<\/td>\n<td>\n<p>65.44<\/p>\n<\/td>\n<td>\n<p>66.04<\/p>\n<\/td>\n<td>\n<p>57.93<\/p>\n<\/td>\n<td>\n<p>21.28<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Qwen2.5-32B-Instruct<\/p>\n<\/td>\n<td>\n<p>62.83<\/p>\n<\/td>\n<td>\n<p>58.00<\/p>\n<\/td>\n<td>\n<p>17.41<\/p>\n<\/td>\n<td>\n<p>58.90<\/p>\n<\/td>\n<td>\n<p>44.28<\/p>\n<\/td>\n<td>\n<p>67.40<\/p>\n<\/td>\n<td>\n<p>61.47<\/p>\n<\/td>\n<td>\n<p>19.08<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Llama-3-70B-Instruct<\/p>\n<\/td>\n<td>\n<p>67.89<\/p>\n<\/td>\n<td>\n<p>67.47<\/p>\n<\/td>\n<td>\n<p>22.66<\/p>\n<\/td>\n<td>\n<p>69.91<\/p>\n<\/td>\n<td>\n<p>62.72<\/p>\n<\/td>\n<td>\n<p>71.62<\/p>\n<\/td>\n<td>\n<p>62.54<\/p>\n<\/td>\n<td>\n<p>22.75<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Open-source (Medium\/Small)\u200b<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Qwen2.5-7B-Instruct<\/p>\n<\/td>\n<td>\n<p>77.19<\/p>\n<\/td>\n<td>\n<p>74.71<\/p>\n<\/td>\n<td>\n<p>23.11<\/p>\n<\/td>\n<td>\n<p>65.32<\/p>\n<\/td>\n<td>\n<p>68.56<\/p>\n<\/td>\n<td>\n<p>73.03<\/p>\n<\/td>\n<td>\n<p>82.42\u200b<\/p>\n<\/td>\n<td>\n<p>22.57<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>InternLM3-8B-Instruct<\/p>\n<\/td>\n<td>\n<p>61.26<\/p>\n<\/td>\n<td>\n<p>57.72<\/p>\n<\/td>\n<td>\n<p>22.59<\/p>\n<\/td>\n<td>\n<p>50.28<\/p>\n<\/td>\n<td>\n<p>61.44<\/p>\n<\/td>\n<td>\n<p>53.70<\/p>\n<\/td>\n<td>\n<p>60.70<\/p>\n<\/td>\n<td>\n<p>18.90<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>LLaMA3-1-8B<\/p>\n<\/td>\n<td>\n<p>69.46<\/p>\n<\/td>\n<td>\n<p>65.99<\/p>\n<\/td>\n<td>\n<p>22.27<\/p>\n<\/td>\n<td>\n<p>55.60<\/p>\n<\/td>\n<td>\n<p>68.42<\/p>\n<\/td>\n<td>\n<p>60.34<\/p>\n<\/td>\n<td>\n<p>70.82<\/p>\n<\/td>\n<td>\n<p>16.70<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Phi-3-Mini-4K-Instruct<\/p>\n<\/td>\n<td>\n<p>55.45<\/p>\n<\/td>\n<td>\n<p>41.14<\/p>\n<\/td>\n<td>\n<p>17.17<\/p>\n<\/td>\n<td>\n<p>10.09<\/p>\n<\/td>\n<td>\n<p>43.63<\/p>\n<\/td>\n<td>\n<p>7.52<\/p>\n<\/td>\n<td>\n<p>51.74<\/p>\n<\/td>\n<td>\n<p>3.67<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Mistral-7B-Instruct-v0.2<\/p>\n<\/td>\n<td>\n<p>60.03<\/p>\n<\/td>\n<td>\n<p>47.05<\/p>\n<\/td>\n<td>\n<p>16.73<\/p>\n<\/td>\n<td>\n<p>46.06<\/p>\n<\/td>\n<td>\n<p>49.75<\/p>\n<\/td>\n<td>\n<p>44.05<\/p>\n<\/td>\n<td>\n<p>45.23<\/p>\n<\/td>\n<td>\n<p>13.21<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Yi-1.5-6B-Chat<\/p>\n<\/td>\n<td>\n<p>63.38<\/p>\n<\/td>\n<td>\n<p>42.08<\/p>\n<\/td>\n<td>\n<p>16.00<\/p>\n<\/td>\n<td>\n<p>37.98<\/p>\n<\/td>\n<td>\n<p>47.44<\/p>\n<\/td>\n<td>\n<p>38.73<\/p>\n<\/td>\n<td>\n<p>36.02<\/p>\n<\/td>\n<td>\n<p>10.83<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>4.2. \u4efb\u52a1\u9519\u8bef\u5206\u6790<\/p>\n<p>\u4e3a\u89e3\u91ca\u4e0a\u8ff0\u6027\u80fd\u5dee\u8ddd&#xff0c;\u6211\u4eec\u4f7f\u7528\u6db5\u76d6\u683c\u5f0f\u3001\u63a8\u7406\u3001\u611f\u77e5\u548c\u5de5\u5177\u4f7f\u7528\u7684\u9519\u8bef\u5206\u7c7b\u4f53\u7cfb\u6765\u5206\u6790\u6545\u969c\u3002\u5982\u88685\u6240\u793a&#xff0c;\u683c\u5f0f\u9519\u8bef\u662f\u8de8\u6a21\u578b\u5bb6\u65cf\u7684\u4e3b\u5bfc\u6545\u969c\u6a21\u5f0f\u3002\u8fd9\u5bf9\u4e8e\u5f00\u6e90\u6a21\u578b\u5c24\u5176\u4e25\u91cd&#xff0c;\u5305\u62ecDeepSeek-V3\u3001Llama-3-70B\u548cPhi-3-Mini&#xff0c;\u4f46\u5bf9\u4e8eGPT-4o\u4e5f\u4ecd\u7136\u663e\u8457\u3002\u8fd9\u8868\u660e\u751f\u6210\u6709\u6548\u7684\u7ed3\u6784\u5316\u5de5\u5177\u8c03\u7528&#xff0c;\u7279\u522b\u662f\u683c\u5f0f\u826f\u597d\u7684JSON\u53c2\u6570&#xff0c;\u4ecd\u7136\u662f\u4e00\u4e2a\u4e3b\u8981\u74f6\u9888\u3002\u5de5\u5177\u4f7f\u7528\u9519\u8bef\u8fdb\u4e00\u6b65\u533a\u5206\u4e86\u6a21\u578b\u7c7b\u522b\u3002GPT-4o\u6700\u4e3a\u53ef\u9760&#xff0c;\u800cGemini-2.5-Flash\u548cGPT-3.5\u5219\u66f4\u9891\u7e41\u5730\u9009\u62e9\u4e0d\u5408\u9002\u7684\u7b97\u5b50\u6216\u4ea7\u751f\u65e0\u6548\u53c2\u6570\u3002\u4e00\u4e9b\u5f00\u6e90\u6a21\u578b\u663e\u793a\u51fa\u8f83\u4f4e\u7684\u5de5\u5177\u4f7f\u7528\u9519\u8bef\u7387&#xff0c;\u4f46\u8fd9\u53ef\u80fd\u53cd\u6620\u4e86\u66f4\u4fdd\u5b88\u7684\u884c\u4e3a&#xff0c;\u800c\u975e\u66f4\u5f3a\u7684\u6267\u884c\u80fd\u529b\u3002\u53e6\u4e00\u4e2a\u4e3b\u8981\u7684\u6545\u969c\u6765\u6e90\u662f\u611f\u77e5\u57fa\u7840\u3002\u4f8b\u5982&#xff0c;GPT-4o\u7684\u611f\u77e5\u9519\u8bef\u7387\u4e3a41.26%&#xff0c;\u8868\u660e\u89e3\u8bfb\u571f\u5730\u8986\u76d6\u63a9\u819c\u3001\u53d8\u5316\u56fe\u548c\u7a7a\u95f4\u5e03\u5c40\u4ecd\u7136\u5177\u6709\u6311\u6218\u6027\u3002\u76f8\u6bd4\u4e4b\u4e0b&#xff0c;\u63a8\u7406\u9519\u8bef\u5728\u5404\u6a21\u578b\u4e2d\u76f8\u5bf9\u6e29\u548c&#xff0c;\u4f3c\u4e4e\u5e76\u975e\u4e3b\u8981\u74f6\u9888\u3002\u603b\u4f53\u800c\u8a00&#xff0c;\u8fd9\u4e9b\u7ed3\u679c\u8868\u660e&#xff0c;\u5f53\u524d\u7684\u5730\u7406\u7a7a\u95f4\u667a\u80fd\u4f53\u66f4\u591a\u5730\u53d7\u9650\u4e8e\u7ed3\u6784\u5316\u8f93\u51fa\u751f\u6210\u548c\u591a\u6a21\u6001\u57fa\u7840&#xff0c;\u800c\u975e\u5355\u7eaf\u7684\u62bd\u8c61\u63a8\u7406\u3002<\/p>\n<p>\u88685&#xff1a;\u4e0d\u540cLLM\u7684\u56db\u7c7b\u9519\u8bef\u767e\u5206\u6bd4\u5206\u5e03\u3002&#xff08;\u7c97\u4f53\u8868\u793a\u6bcf\u6a21\u578b\u4e2d\u6700\u5e38\u89c1\u7684\u9519\u8bef\u7c7b\u578b\u3002&#xff09;<\/p>\n<table>\n<tr>\n<p>\u6a21\u578b<\/p>\n<p>\u683c\u5f0f<\/p>\n<p>\u63a8\u7406<\/p>\n<p>\u611f\u77e5<\/p>\n<p>\u5de5\u5177\u4f7f\u7528<\/p>\n<\/tr>\n<tbody>\n<tr>\n<td>\n<p>GPT-4o<\/p>\n<\/td>\n<td>\n<p>41.65\u200b<\/p>\n<\/td>\n<td>\n<p>13.49<\/p>\n<\/td>\n<td>\n<p>41.26<\/p>\n<\/td>\n<td>\n<p>3.60<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Gemini-2.5-Flash<\/p>\n<\/td>\n<td>\n<p>29.47<\/p>\n<\/td>\n<td>\n<p>21.18<\/p>\n<\/td>\n<td>\n<p>12.09<\/p>\n<\/td>\n<td>\n<p>37.26\u200b<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>GPT-3.5<\/p>\n<\/td>\n<td>\n<p>31.20<\/p>\n<\/td>\n<td>\n<p>18.60<\/p>\n<\/td>\n<td>\n<p>10.70<\/p>\n<\/td>\n<td>\n<p>39.50\u200b<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>DeepSeek-V3<\/p>\n<\/td>\n<td>\n<p>66.40\u200b<\/p>\n<\/td>\n<td>\n<p>23.00<\/p>\n<\/td>\n<td>\n<p>8.70<\/p>\n<\/td>\n<td>\n<p>1.90<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Qwen2.5-32B<\/p>\n<\/td>\n<td>\n<p>31.27<\/p>\n<\/td>\n<td>\n<p>19.78<\/p>\n<\/td>\n<td>\n<p>13.99<\/p>\n<\/td>\n<td>\n<p>34.96\u200b<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Llama-3-70B<\/p>\n<\/td>\n<td>\n<p>55.20\u200b<\/p>\n<\/td>\n<td>\n<p>25.70<\/p>\n<\/td>\n<td>\n<p>18.20<\/p>\n<\/td>\n<td>\n<p>0.90<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Qwen2.5-7B<\/p>\n<\/td>\n<td>\n<p>42.65\u200b<\/p>\n<\/td>\n<td>\n<p>23.48<\/p>\n<\/td>\n<td>\n<p>29.37<\/p>\n<\/td>\n<td>\n<p>4.50<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>InternLM3-8B<\/p>\n<\/td>\n<td>\n<p>32.70<\/p>\n<\/td>\n<td>\n<p>23.90<\/p>\n<\/td>\n<td>\n<p>11.40<\/p>\n<\/td>\n<td>\n<p>32.00\u200b<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>LLaMA3.1-8B<\/p>\n<\/td>\n<td>\n<p>38.36<\/p>\n<\/td>\n<td>\n<p>24.58<\/p>\n<\/td>\n<td>\n<p>20.28<\/p>\n<\/td>\n<td>\n<p>16.78<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Phi-3-Mini-4K<\/p>\n<\/td>\n<td>\n<p>45.60\u200b<\/p>\n<\/td>\n<td>\n<p>34.70<\/p>\n<\/td>\n<td>\n<p>1.80<\/p>\n<\/td>\n<td>\n<p>17.90<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Mistral-7B-v0.2<\/p>\n<\/td>\n<td>\n<p>45.40\u200b<\/p>\n<\/td>\n<td>\n<p>21.20<\/p>\n<\/td>\n<td>\n<p>5.40<\/p>\n<\/td>\n<td>\n<p>28.00<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Yi-1.5-6B<\/p>\n<\/td>\n<td>\n<p>37.90<\/p>\n<\/td>\n<td>\n<p>28.60<\/p>\n<\/td>\n<td>\n<p>8.60<\/p>\n<\/td>\n<td>\n<p>24.90\u200b<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>4.3. \u4e0e\u9065\u611f\u591a\u6a21\u6001LLM\u7684\u6bd4\u8f83<\/p>\n<p>\u4e3a\u5b9a\u4f4dTerraLogic\u7684\u96be\u5ea6&#xff0c;\u6211\u4eec\u5728\u5149\u5b66\u5b50\u96c6\u4e0a\u5c06HieraPlan\u4e0e\u73b0\u6709\u7684\u9065\u611f\u591a\u6a21\u6001LLM\u8fdb\u884c\u6bd4\u8f83&#xff0c;\u8fd9\u662f\u8fd9\u4e9b\u6a21\u578b\u9884\u671f\u8868\u73b0\u6700\u4f73\u7684\u9886\u57df\u3002\u88686\u62a5\u544a\u4e86\u7ed3\u679c\u3002\u73b0\u6709\u7684RS-MLLM\u5728TerraLogic\u7684\u5149\u5b66\u5730\u7406\u7a7a\u95f4\u63a8\u7406\u4efb\u52a1\u4e0a\u8868\u73b0\u4e0d\u4f73&#xff1a;EarthDial\u3001GeoChat\u548cGeoPix\u7684\u51c6\u786e\u7387\u5206\u522b\u4ec5\u4e3a9.38%\u30016.70%\u548c6.17%&#xff0c;\u5c3d\u7ba1\u5b83\u4eec\u662f\u4e3a\u9065\u611f\u7406\u89e3\u800c\u8bbe\u8ba1\u7684\u3002\u76f8\u6bd4\u4e4b\u4e0b&#xff0c;HieraPlan&#xff08;GPT-4o&#xff09;\u8fbe\u5230\u4e8629.29%\u7684\u51c6\u786e\u7387&#xff0c;\u5927\u5e45\u4f18\u4e8e\u8fd9\u4e9b\u4e13\u95e8\u7684RS-MLLM\u3002\u7136\u800c&#xff0c;\u6574\u4f53\u6027\u80fd\u4ecd\u7136\u8f83\u4f4e&#xff0c;\u8868\u660eTerraLogic\u7684\u5149\u5b66\u4efb\u52a1\u4ecd\u7136\u6781\u5177\u6311\u6218\u6027&#xff0c;\u9700\u8981\u8d85\u8d8a\u6807\u51c6VQA\u98ce\u683c\u89e3\u8bd1\u7684\u7ec6\u7c92\u5ea6\u7a7a\u95f4\u63a8\u7406\u3002<\/p>\n<p>\u88686&#xff1a;\u4ee3\u8868\u6027\u9065\u611f\u591a\u6a21\u6001LLM\u4e0e\u6211\u4eec\u7684HieraPlan\u5728TerraLogic\u5149\u5b66VQA\u4efb\u52a1\u4e0a\u7684\u5149\u5b66\u51c6\u786e\u7387\u5bf9\u6bd4\u3002<\/p>\n<table>\n<tr>\n<p>\u6a21\u578b<\/p>\n<p>\u5149\u5b66\u51c6\u786e\u7387 (%)<\/p>\n<\/tr>\n<tbody>\n<tr>\n<td>\n<p>RS-MLLMs\u200b<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>EarthDial<\/p>\n<\/td>\n<td>\n<p>9.38<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>GeoChat<\/p>\n<\/td>\n<td>\n<p>6.70<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>GeoPix<\/p>\n<\/td>\n<td>\n<p>6.17<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>LLM-based Agent (Ours)\u200b<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>HieraPlan (GPT-4o)<\/p>\n<\/td>\n<td>\n<p>29.29\u200b<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>4.4. \u7ec6\u7c92\u5ea6\u80fd\u529b\u5b50\u96c6<\/p>\n<p>\u4e3a\u7cbe\u786e\u5b9a\u4f4d\u6545\u969c\u53d1\u751f\u7684\u73af\u8282&#xff0c;\u88687\u5c06TerraLogic\u6309\u80fd\u529b\u7ec4\u5408\u548c\u89c4\u5212\u8de8\u5ea6\u9012\u589e\u5212\u5206\u4e3a\u56db\u4e2a\u5b50\u96c6\u3002\u8bed\u4e49&#043;\u51e0\u4f55\u5305\u542b\u9700\u8981\u8bed\u4e49\u611f\u77e5\u540e\u8fdb\u884c\u51e0\u4f55\u63a8\u7406\u7684\u4efb\u52a1&#xff08;\u5982\u5e26\u7f13\u51b2\u6216\u91cd\u53e0\u7684\u5206\u5272&#xff09;&#xff0c;\u4e0d\u6d89\u53ca\u5b9a\u91cf\u7edf\u8ba1\u3002\u8bed\u4e49&#043;\u5b9a\u91cf\u5c06\u8bed\u4e49\u611f\u77e5\u4e0e\u6570\u503c\u6d4b\u91cf\u76f8\u7ed3\u5408&#xff08;\u5982\u5e26\u8ddd\u79bb\u4f30\u8ba1\u6216\u8ba1\u6570\u7684\u68c0\u6d4b&#xff09;&#xff0c;\u4e0d\u6d89\u53ca\u51e0\u4f55\u8c13\u8bcd\u3002\u8bed\u4e49&#043;\u51e0\u4f55&#043;\u5b9a\u91cf\u4ee3\u8868\u4e86\u6574\u5408\u6240\u6709\u4e09\u79cd\u80fd\u529b\u7684\u5168\u6d41\u7a0b\u5de5\u4f5c\u6d41\u3002\u957f\u7a0b\u5305\u542b\u9700\u8981K\u22654\u6b21\u8fde\u7eed\u5de5\u5177\u64cd\u4f5c\u7684\u5b9e\u4f8b&#xff0c;\u6211\u4eec\u8fdb\u4e00\u6b65\u62a5\u544aH\u2229(S&#043;G&#043;Q)&#xff0c;\u4ee5\u5206\u79bb\u6700\u5177\u6311\u6218\u6027\u7684\u957f\u7a0b\u5168\u6d41\u7a0b\u6848\u4f8b\u3002\u5448\u73b0\u51fa\u4e24\u79cd\u8d8b\u52bf\u3002\u9996\u5148&#xff0c;\u80fd\u529b\u7ec4\u5408\u8fdc\u6bd4\u4efb\u4f55\u5355\u4e00\u80fd\u529b\u66f4\u96be&#xff1a;\u5bf9\u4e8e\u5927\u591a\u6570\u6a21\u578b&#xff0c;\u6027\u80fd\u4eceS&#043;G\u6216S&#043;Q\u4e0b\u964d\u5230S&#043;G&#043;Q&#xff0c;\u8868\u660e\u5f53\u53c2\u6570\u5fc5\u987b\u5728\u5f02\u6784\u5de5\u5177\u5305\u95f4\u4f20\u9012\u65f6&#xff0c;\u9519\u8bef\u4f1a\u7d2f\u79ef\u3002\u5176\u6b21&#xff0c;\u89c4\u5212\u8de8\u5ea6\u4ecd\u662f\u4e3b\u8981\u6311\u6218&#xff1a;\u5728H\u2229(S&#043;G&#043;Q)\u4e0a&#xff0c;\u5373\u4f7f\u662f\u5f3a\u5927\u7684\u7cfb\u7edf\u4e5f\u4fdd\u7559\u4e86\u4e2d\u7b49\u7684\u6b65\u9aa4\u7ea7\u51c6\u786e\u7387&#xff0c;\u4f46\u5728\u6700\u7ec8\u7b54\u6848\u51c6\u786e\u7387\u4e0a\u6025\u5267\u4e0b\u964d&#xff0c;\u8fd9\u8868\u660e\u5728\u957f\u63a8\u7406\u94fe\u4e2d&#xff0c;\u5fae\u5c0f\u7684\u5c40\u90e8\u5de5\u5177\u6216\u53c2\u6570\u9519\u8bef\u5c31\u53ef\u80fd\u7834\u574f\u7aef\u5230\u7aef\u7684\u6b63\u786e\u6027\u3002<\/p>\n<p>\u88687&#xff1a;\u8de8\u6a21\u578b\u548c\u80fd\u529b\u5b50\u96c6\u7684\u7ec6\u7c92\u5ea6\u7ed3\u679c\u3002&#xff08;\u6240\u6709\u6307\u6807\u5355\u4f4d\u4e3a%\u3002&#xff09;<\/p>\n<table>\n<tr>\n<p>\u6a21\u578b<\/p>\n<p>\u4efb\u52a1<\/p>\n<p>Inst<\/p>\n<p>Tool<\/p>\n<p>Arg<\/p>\n<p>Summ<\/p>\n<p>Ans<\/p>\n<\/tr>\n<tbody>\n<tr>\n<td>\n<p>API-based\u200b<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>GPT-4o<\/p>\n<\/td>\n<td>\n<p>S&#043;G<\/p>\n<\/td>\n<td>\n<p>77.78<\/p>\n<\/td>\n<td>\n<p>92.11<\/p>\n<\/td>\n<td>\n<p>32.89<\/p>\n<\/td>\n<td>\n<p>75.00<\/p>\n<\/td>\n<td>\n<p>45.29<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>S&#043;Q<\/p>\n<\/td>\n<td>\n<p>78.33<\/p>\n<\/td>\n<td>\n<p>89.20<\/p>\n<\/td>\n<td>\n<p>22.80<\/p>\n<\/td>\n<td>\n<p>94.00<\/p>\n<\/td>\n<td>\n<p>36.00<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>S&#043;G&#043;Q<\/p>\n<\/td>\n<td>\n<p>85.20<\/p>\n<\/td>\n<td>\n<p>84.40<\/p>\n<\/td>\n<td>\n<p>27.37<\/p>\n<\/td>\n<td>\n<p>91.08<\/p>\n<\/td>\n<td>\n<p>35.43<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>H\u2229(S&#043;G&#043;Q)<\/p>\n<\/td>\n<td>\n<p>60.70<\/p>\n<\/td>\n<td>\n<p>46.77<\/p>\n<\/td>\n<td>\n<p>18.09<\/p>\n<\/td>\n<td>\n<p>60.47<\/p>\n<\/td>\n<td>\n<p>9.81<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Gemini-2.5-Flash<\/p>\n<\/td>\n<td>\n<p>S&#043;G<\/p>\n<\/td>\n<td>\n<p>49.44<\/p>\n<\/td>\n<td>\n<p>48.03<\/p>\n<\/td>\n<td>\n<p>18.42<\/p>\n<\/td>\n<td>\n<p>53.57<\/p>\n<\/td>\n<td>\n<p>21.43<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>S&#043;Q<\/p>\n<\/td>\n<td>\n<p>30.67<\/p>\n<\/td>\n<td>\n<p>25.60<\/p>\n<\/td>\n<td>\n<p>12.00<\/p>\n<\/td>\n<td>\n<p>30.00<\/p>\n<\/td>\n<td>\n<p>8.00<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>S&#043;G&#043;Q<\/p>\n<\/td>\n<td>\n<p>34.51<\/p>\n<\/td>\n<td>\n<p>23.40<\/p>\n<\/td>\n<td>\n<p>9.00<\/p>\n<\/td>\n<td>\n<p>24.93<\/p>\n<\/td>\n<td>\n<p>9.97<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>H\u2229(S&#043;G&#043;Q)<\/p>\n<\/td>\n<td>\n<p>50.81<\/p>\n<\/td>\n<td>\n<p>34.24<\/p>\n<\/td>\n<td>\n<p>12.40<\/p>\n<\/td>\n<td>\n<p>41.86<\/p>\n<\/td>\n<td>\n<p>0.00<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>GPT-3.5<\/p>\n<\/td>\n<td>\n<p>S&#043;G<\/p>\n<\/td>\n<td>\n<p>67.20<\/p>\n<\/td>\n<td>\n<p>73.00<\/p>\n<\/td>\n<td>\n<p>27.00<\/p>\n<\/td>\n<td>\n<p>64.30<\/p>\n<\/td>\n<td>\n<p>42.90<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>S&#043;Q<\/p>\n<\/td>\n<td>\n<p>83.30<\/p>\n<\/td>\n<td>\n<p>94.40<\/p>\n<\/td>\n<td>\n<p>40.80<\/p>\n<\/td>\n<td>\n<p>98.00<\/p>\n<\/td>\n<td>\n<p>48.00<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>S&#043;G&#043;Q<\/p>\n<\/td>\n<td>\n<p>53.90<\/p>\n<\/td>\n<td>\n<p>53.50<\/p>\n<\/td>\n<td>\n<p>20.80<\/p>\n<\/td>\n<td>\n<p>51.20<\/p>\n<\/td>\n<td>\n<p>24.70<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>H\u2229(S&#043;G&#043;Q)<\/p>\n<\/td>\n<td>\n<p>67.10<\/p>\n<\/td>\n<td>\n<p>54.40<\/p>\n<\/td>\n<td>\n<p>18.30<\/p>\n<\/td>\n<td>\n<p>69.80<\/p>\n<\/td>\n<td>\n<p>10.50<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Open-source (Large)\u200b<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>DeepSeek-V3<\/p>\n<\/td>\n<td>\n<p>S&#043;G<\/p>\n<\/td>\n<td>\n<p>80.00<\/p>\n<\/td>\n<td>\n<p>86.80<\/p>\n<\/td>\n<td>\n<p>28.30<\/p>\n<\/td>\n<td>\n<p>92.90<\/p>\n<\/td>\n<td>\n<p>32.10<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>S&#043;Q<\/p>\n<\/td>\n<td>\n<p>83.30<\/p>\n<\/td>\n<td>\n<p>96.80<\/p>\n<\/td>\n<td>\n<p>30.00<\/p>\n<\/td>\n<td>\n<p>98.00<\/p>\n<\/td>\n<td>\n<p>40.00<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>S&#043;G&#043;Q<\/p>\n<\/td>\n<td>\n<p>61.90<\/p>\n<\/td>\n<td>\n<p>65.70<\/p>\n<\/td>\n<td>\n<p>24.00<\/p>\n<\/td>\n<td>\n<p>53.80<\/p>\n<\/td>\n<td>\n<p>21.30<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>H\u2229(S&#043;G&#043;Q)<\/p>\n<\/td>\n<td>\n<p>70.70<\/p>\n<\/td>\n<td>\n<p>54.80<\/p>\n<\/td>\n<td>\n<p>17.70<\/p>\n<\/td>\n<td>\n<p>60.50<\/p>\n<\/td>\n<td>\n<p>5.80<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Qwen2.5-32B-Instruct<\/p>\n<\/td>\n<td>\n<p>S&#043;G<\/p>\n<\/td>\n<td>\n<p>59.40<\/p>\n<\/td>\n<td>\n<p>65.10<\/p>\n<\/td>\n<td>\n<p>23.70<\/p>\n<\/td>\n<td>\n<p>60.70<\/p>\n<\/td>\n<td>\n<p>10.70<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>S&#043;Q<\/p>\n<\/td>\n<td>\n<p>83.30<\/p>\n<\/td>\n<td>\n<p>94.40<\/p>\n<\/td>\n<td>\n<p>41.20<\/p>\n<\/td>\n<td>\n<p>98.00<\/p>\n<\/td>\n<td>\n<p>32.00<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>S&#043;G&#043;Q<\/p>\n<\/td>\n<td>\n<p>60.10<\/p>\n<\/td>\n<td>\n<p>57.50<\/p>\n<\/td>\n<td>\n<p>15.40<\/p>\n<\/td>\n<td>\n<p>52.00<\/p>\n<\/td>\n<td>\n<p>21.30<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>H\u2229(S&#043;G&#043;Q)<\/p>\n<\/td>\n<td>\n<p>66.00<\/p>\n<\/td>\n<td>\n<p>46.50<\/p>\n<\/td>\n<td>\n<p>15.20<\/p>\n<\/td>\n<td>\n<p>66.30<\/p>\n<\/td>\n<td>\n<p>5.80<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Llama-3-70B-Instruct<\/p>\n<\/td>\n<td>\n<p>S&#043;G<\/p>\n<\/td>\n<td>\n<p>80.00<\/p>\n<\/td>\n<td>\n<p>80.26<\/p>\n<\/td>\n<td>\n<p>24.34<\/p>\n<\/td>\n<td>\n<p>89.29<\/p>\n<\/td>\n<td>\n<p>25.00<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>S&#043;Q<\/p>\n<\/td>\n<td>\n<p>83.33<\/p>\n<\/td>\n<td>\n<p>92.80<\/p>\n<\/td>\n<td>\n<p>38.80<\/p>\n<\/td>\n<td>\n<p>94.00<\/p>\n<\/td>\n<td>\n<p>34.00<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>S&#043;G&#043;Q<\/p>\n<\/td>\n<td>\n<p>64.44<\/p>\n<\/td>\n<td>\n<p>70.12<\/p>\n<\/td>\n<td>\n<p>23.17<\/p>\n<\/td>\n<td>\n<p>62.99<\/p>\n<\/td>\n<td>\n<p>23.10<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>H\u2229(S&#043;G&#043;Q)<\/p>\n<\/td>\n<td>\n<p>72.21<\/p>\n<\/td>\n<td>\n<p>47.67<\/p>\n<\/td>\n<td>\n<p>15.37<\/p>\n<\/td>\n<td>\n<p>80.23<\/p>\n<\/td>\n<td>\n<p>11.63<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Open-source (Medium\/Small)\u200b<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Qwen2.5-7B-Instruct<\/p>\n<\/td>\n<td>\n<p>S&#043;G<\/p>\n<\/td>\n<td>\n<p>80.00<\/p>\n<\/td>\n<td>\n<p>94.70<\/p>\n<\/td>\n<td>\n<p>32.20<\/p>\n<\/td>\n<td>\n<p>85.70<\/p>\n<\/td>\n<td>\n<p>42.90<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>S&#043;Q<\/p>\n<\/td>\n<td>\n<p>83.30<\/p>\n<\/td>\n<td>\n<p>96.00<\/p>\n<\/td>\n<td>\n<p>32.40<\/p>\n<\/td>\n<td>\n<p>100.00<\/p>\n<\/td>\n<td>\n<p>34.00<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>S&#043;G&#043;Q<\/p>\n<\/td>\n<td>\n<p>78.70<\/p>\n<\/td>\n<td>\n<p>77.70<\/p>\n<\/td>\n<td>\n<p>23.50<\/p>\n<\/td>\n<td>\n<p>57.50<\/p>\n<\/td>\n<td>\n<p>22.00<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>H\u2229(S&#043;G&#043;Q)<\/p>\n<\/td>\n<td>\n<p>69.00<\/p>\n<\/td>\n<td>\n<p>53.60<\/p>\n<\/td>\n<td>\n<p>17.10<\/p>\n<\/td>\n<td>\n<p>73.30<\/p>\n<\/td>\n<td>\n<p>12.80<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>InternLM3-8B-Instruct<\/p>\n<\/td>\n<td>\n<p>S&#043;G<\/p>\n<\/td>\n<td>\n<p>74.40<\/p>\n<\/td>\n<td>\n<p>82.90<\/p>\n<\/td>\n<td>\n<p>28.90<\/p>\n<\/td>\n<td>\n<p>78.60<\/p>\n<\/td>\n<td>\n<p>25.00<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>S&#043;Q<\/p>\n<\/td>\n<td>\n<p>83.30<\/p>\n<\/td>\n<td>\n<p>94.40<\/p>\n<\/td>\n<td>\n<p>41.20<\/p>\n<\/td>\n<td>\n<p>100.00<\/p>\n<\/td>\n<td>\n<p>32.00<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>S&#043;G&#043;Q<\/p>\n<\/td>\n<td>\n<p>55.80<\/p>\n<\/td>\n<td>\n<p>55.20<\/p>\n<\/td>\n<td>\n<p>22.20<\/p>\n<\/td>\n<td>\n<p>38.60<\/p>\n<\/td>\n<td>\n<p>19.70<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>H\u2229(S&#043;G&#043;Q)<\/p>\n<\/td>\n<td>\n<p>70.20<\/p>\n<\/td>\n<td>\n<p>49.60<\/p>\n<\/td>\n<td>\n<p>16.80<\/p>\n<\/td>\n<td>\n<p>64.00<\/p>\n<\/td>\n<td>\n<p>5.80<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>LLaMA3-1-8B<\/p>\n<\/td>\n<td>\n<p>S&#043;G<\/p>\n<\/td>\n<td>\n<p>80.00<\/p>\n<\/td>\n<td>\n<p>89.50<\/p>\n<\/td>\n<td>\n<p>28.30<\/p>\n<\/td>\n<td>\n<p>85.70<\/p>\n<\/td>\n<td>\n<p>21.40<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>S&#043;Q<\/p>\n<\/td>\n<td>\n<p>51.70<\/p>\n<\/td>\n<td>\n<p>51.60<\/p>\n<\/td>\n<td>\n<p>28.40<\/p>\n<\/td>\n<td>\n<p>40.00<\/p>\n<\/td>\n<td>\n<p>6.00<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>S&#043;G&#043;Q<\/p>\n<\/td>\n<td>\n<p>71.20<\/p>\n<\/td>\n<td>\n<p>71.00<\/p>\n<\/td>\n<td>\n<p>23.20<\/p>\n<\/td>\n<td>\n<p>50.70<\/p>\n<\/td>\n<td>\n<p>19.20<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>H\u2229(S&#043;G&#043;Q)<\/p>\n<\/td>\n<td>\n<p>67.30<\/p>\n<\/td>\n<td>\n<p>48.70<\/p>\n<\/td>\n<td>\n<p>16.00<\/p>\n<\/td>\n<td>\n<p>76.70<\/p>\n<\/td>\n<td>\n<p>10.50<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Phi-3-Mini-4K-Instruct<\/p>\n<\/td>\n<td>\n<p>S&#043;G<\/p>\n<\/td>\n<td>\n<p>51.11<\/p>\n<\/td>\n<td>\n<p>42.11<\/p>\n<\/td>\n<td>\n<p>14.47<\/p>\n<\/td>\n<td>\n<p>32.14<\/p>\n<\/td>\n<td>\n<p>7.14<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>S&#043;Q<\/p>\n<\/td>\n<td>\n<p>77.67<\/p>\n<\/td>\n<td>\n<p>82.00<\/p>\n<\/td>\n<td>\n<p>32.40<\/p>\n<\/td>\n<td>\n<p>72.00<\/p>\n<\/td>\n<td>\n<p>16.00<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>S&#043;G&#043;Q<\/p>\n<\/td>\n<td>\n<p>57.35<\/p>\n<\/td>\n<td>\n<p>40.98<\/p>\n<\/td>\n<td>\n<p>18.34<\/p>\n<\/td>\n<td>\n<p>2.62<\/p>\n<\/td>\n<td>\n<p>2.62<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>H\u2229(S&#043;G&#043;Q)<\/p>\n<\/td>\n<td>\n<p>41.86<\/p>\n<\/td>\n<td>\n<p>28.29<\/p>\n<\/td>\n<td>\n<p>8.79<\/p>\n<\/td>\n<td>\n<p>0.00<\/p>\n<\/td>\n<td>\n<p>0.00<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Mistral-7B-Instruct-v0.2<\/p>\n<\/td>\n<td>\n<p>S&#043;G<\/p>\n<\/td>\n<td>\n<p>73.90<\/p>\n<\/td>\n<td>\n<p>74.30<\/p>\n<\/td>\n<td>\n<p>24.30<\/p>\n<\/td>\n<td>\n<p>78.60<\/p>\n<\/td>\n<td>\n<p>25.00<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>S&#043;Q<\/p>\n<\/td>\n<td>\n<p>77.70<\/p>\n<\/td>\n<td>\n<p>86.00<\/p>\n<\/td>\n<td>\n<p>36.40<\/p>\n<\/td>\n<td>\n<p>92.00<\/p>\n<\/td>\n<td>\n<p>16.00<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>S&#043;G&#043;Q<\/p>\n<\/td>\n<td>\n<p>56.00<\/p>\n<\/td>\n<td>\n<p>43.60<\/p>\n<\/td>\n<td>\n<p>15.10<\/p>\n<\/td>\n<td>\n<p>37.30<\/p>\n<\/td>\n<td>\n<p>13.60<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u00a0<\/p>\n<\/td>\n<td>\n<p>H\u2229(S&#043;G&#043;Q)<\/p>\n<\/td>\n<td>\n<p>65.30<\/p>\n<\/td>\n<td>\n<p>40.80<\/p>\n<\/td>\n<td>\n<p>14.30<\/p>\n<\/td>\n<td>\n<p>47.70<\/p>\n<\/td>\n<td>\n<p>5.80<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Yi-1.5-6B-Chat<\/p>\n<\/td>\n<td>\n<p>S&#043;G<\/p>\n<\/td>\n<td>\n<p>81.67<\/p>\n<\/td>\n<td>\n<p>63.82<\/p>\n<\/td>\n<td>\n<p>23.68<\/p>\n<\/td>\n<td>\n<p>85.71<\/p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