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src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/c8818be59033672f511521a6f827d2e3468601.png\" width=\"890\" height=\"748\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/c8818be59033672f511521a6f827d2e3468601.png 890w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/c8818be59033672f511521a6f827d2e3468601-300x252.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/c8818be59033672f511521a6f827d2e3468601-150x126.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/c8818be59033672f511521a6f827d2e3468601-768x645.png 768w\" sizes=\"auto, (max-width: 890px) 100vw, 890px\" \/><\/p>\n<p>\u25b3\u57fa\u4e8e\u5171\u8bc6\u673a\u5236\u7684\u591a\u63d0\u793a\u8bcd\u8fdb\u5316\u7b97\u6cd5<\/p>\n<p class=\"js_darkmode__52 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src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/269021644ebfdc599aa19536b960ff0af223e9.png\" width=\"112\" height=\"36\" \/>\uff0c\u901a\u8fc7\u8ba1\u7b97\u5305\u542b\u4e2a\u4f53\u03a0\u7684\u6240\u6709\u63d0\u793a\u8bcd\u7ec4\u7684\u8bc4\u4f30\u6027\u80fd\u7684\u5e73\u5747\u503c\uff0c\u56e2\u961f\u80fd\u91cf\u5316\u8bc4\u4f30\u8be5\u4e2a\u4f53\u6709\u591a\u5927\u6f5c\u529b\u53c2\u4e0e\u6784\u5efa\u4e00\u4e2a\u597d\u7684\u63d0\u793a\u8bcd\u7ec4\uff1a<\/p>\n<p class=\"js_darkmode__55\"><img data-dominant-color=\"eeeeee\" data-has-transparency=\"false\" style=\"--dominant-color: #eeeeee;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-27783\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/9790b0242f656db7108964f2a84472bb542b05.png\" width=\"698\" height=\"80\" 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src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/c22b3cd00be5f60ed5d230c684c663ece57041.png\" width=\"102\" height=\"36\" \/>\u4f5c\u4e3a\u8fdb\u5316\u7684\u9002\u5e94\u5ea6\u8bc4\u5206\uff0c\u66f4\u65b0\u516c\u5f0f\u4e3a\uff1a<\/p>\n<p class=\"js_darkmode__57\"><img data-dominant-color=\"e9e9e9\" data-has-transparency=\"false\" style=\"--dominant-color: #e9e9e9;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-27785\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/f6b417b04a0096fa8ea7683544f705c348ee2d.png\" width=\"538\" height=\"36\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/f6b417b04a0096fa8ea7683544f705c348ee2d.png 538w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/f6b417b04a0096fa8ea7683544f705c348ee2d-300x20.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/f6b417b04a0096fa8ea7683544f705c348ee2d-150x10.png 150w\" sizes=\"auto, (max-width: 538px) 100vw, 538px\" \/><\/p>\n<p class=\"js_darkmode__58 js_darkmode__text__118\">\u6b64\u5904\uff0c\u56e2\u961f\u7279\u610f\u907f\u514d\u76f4\u63a5\u8ba1\u7b97\u4e2a\u4f53\u53c2\u4e0e\u7684\u6240\u6709\u5386\u53f2\u63d0\u793a\u8bcd\u7ec4\u7684\u5e73\u5747\u6027\u80fd\u3002<\/p>\n<p class=\"js_darkmode__59 js_darkmode__text__120\">\u8fd9\u662f\u56e0\u4e3a\u65e9\u671f\u91c7\u6837\u7684\u63d0\u793a\u8bcd\u7ec4\u4e2d\u7684\u5176\u4ed6\u6210\u5458\u53ef\u80fd\u5df2\u88ab\u6dd8\u6c70\uff0c\u8fd9\u4e9b\u8fc7\u65f6\u7ed3\u679c\u65e0\u6cd5\u771f\u5b9e\u53cd\u6620\u4e2a\u4f53\u5728\u5f53\u524d\u79cd\u7fa4\u4e2d\u7684\u5b9e\u9645\u8d21\u732e\u3002<\/p>\n<p class=\"js_darkmode__60 js_darkmode__text__122\">\u56e0\u6b64\uff0c\u91c7\u7528EMA\u65b9\u6cd5\u8d4b\u4e88\u6700\u65b0\u91c7\u6837\u51fa\u7684\u7ec4\u66f4\u9ad8\u6743\u91cd\uff0c\u80fd\u6709\u6548\u6291\u5236\u65e9\u671f\u5386\u53f2\u7ed3\u679c\u5bf9\u4e2a\u4f53\u8bc4\u4f30\u7684\u5f71\u54cd\u3002<\/p>\n<p><img data-dominant-color=\"f2f2f2\" data-has-transparency=\"false\" style=\"--dominant-color: #f2f2f2;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-27786\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/1181a95207767ebc6c74090eb7adccf3dad5bc.png\" width=\"860\" height=\"1280\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/1181a95207767ebc6c74090eb7adccf3dad5bc.png 860w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/1181a95207767ebc6c74090eb7adccf3dad5bc-202x300.png 202w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/1181a95207767ebc6c74090eb7adccf3dad5bc-688x1024.png 688w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/1181a95207767ebc6c74090eb7adccf3dad5bc-101x150.png 101w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/1181a95207767ebc6c74090eb7adccf3dad5bc-768x1143.png 768w\" sizes=\"auto, (max-width: 860px) 100vw, 860px\" \/><\/p>\n<p>\u25b3\u5171\u8bc6\u8868\u51b3\u9636\u6bb5\u7b97\u6cd5\u6d41\u7a0b<\/p>\n<h2>\u63d0\u793a\u8bcd\u6027\u80fd\u98d9\u5347<\/h2>\n<p class=\"js_darkmode__63 js_darkmode__text__130\">\u5b9e\u9a8c\u8868\u660e\uff0cC-Evolve\u540c\u65f6\u9002\u7528\u4e8e\u4ee5Qwen3-8B\u4e3a\u4ee3\u8868\u7684\u5f00\u6e90\u6a21\u578b\u548c\u4ee5GPT-4.1-mini\u4e3a\u4ee3\u8868\u7684\u95ed\u6e90\u6a21\u578b\uff0c\u5e76\u63d0\u5347\u5305\u62ec\u68c0\u7d22\u95ee\u7b54\u3001\u6570\u5b66\u63a8\u7406\u3001\u6307\u4ee4\u9075\u4ece\u5728\u5185\u7684\u4e00\u7cfb\u5217\u4efb\u52a1\u6027\u80fd\u3002<\/p>\n<p class=\"js_darkmode__64\"><img data-dominant-color=\"e6e8e6\" data-has-transparency=\"false\" style=\"--dominant-color: #e6e8e6;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-27787\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/99239e38114133d8f81416816a41140e56756f.png\" width=\"890\" height=\"446\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/99239e38114133d8f81416816a41140e56756f.png 890w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/99239e38114133d8f81416816a41140e56756f-300x150.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/99239e38114133d8f81416816a41140e56756f-150x75.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/99239e38114133d8f81416816a41140e56756f-768x385.png 768w\" sizes=\"auto, (max-width: 890px) 100vw, 890px\" \/><\/p>\n<p class=\"js_darkmode__65 js_darkmode__text__132\">\u4eceIFBench\u4efb\u52a1\u4e0a\u7684\u7cfb\u7edf\u63d0\u793a\u8bcd\u4f18\u5316\u8fc7\u7a0b\u793a\u610f\u56fe\u53ef\u4ee5\u770b\u51fa\uff0c3\u4e2a\u5c9b\u4f1a\u5206\u522b\u6f14\u5316\u51fa\u5173\u6ce8\u4e0d\u540c\u4fa7\u91cd\u70b9\u7684\u63d0\u793a\u8bcd\uff0c\u6700\u7ec8\u7ec4\u6210\u6027\u80fd\u6700\u597d\u7684\u63d0\u793a\u8bcd\u7ec4\u3002<\/p>\n<p><img data-dominant-color=\"e4e4e3\" data-has-transparency=\"false\" style=\"--dominant-color: #e4e4e3;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-27788\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/6644b2964caebe3f286205e524b3c6f180bdb6.png\" width=\"890\" height=\"682\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/6644b2964caebe3f286205e524b3c6f180bdb6.png 890w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/6644b2964caebe3f286205e524b3c6f180bdb6-300x230.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/6644b2964caebe3f286205e524b3c6f180bdb6-150x115.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/6644b2964caebe3f286205e524b3c6f180bdb6-768x589.png 768w\" sizes=\"auto, (max-width: 890px) 100vw, 890px\" \/><\/p>\n<p>\u25b3IFBench\u4efb\u52a1\u63d0\u793a\u8bcd\u7ec4\u8fdb\u5316\u8fc7\u7a0b\u53ef\u89c6\u5316\u56fe<\/p>\n<p class=\"js_darkmode__67 js_darkmode__text__138\">\u5bf9\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u79cd\u7fa4\u7279\u5f81\u8fdb\u884c\u964d\u7ef4\u5e76\u53ef\u89c6\u5316\uff0c\u4e5f\u53ef\u4ee5\u770b\u51fa\u5728\u5171\u8bc6\u8868\u51b3\u8fdb\u5316\u9636\u6bb5\uff0c\u4e0d\u540c\u79cd\u7fa4\u4f1a\u663e\u8457\u5730\u671d\u7740\u4e0d\u540c\u65b9\u5411\u8fdb\u5316\uff0c\u8fd9\u4fdd\u8bc1\u4e86\u7ec4\u5185\u7684\u591a\u6837\u6027\u548c\u4e92\u8865\u6027\u3002<\/p>\n<p><img data-dominant-color=\"f5f5f6\" data-has-transparency=\"false\" style=\"--dominant-color: #f5f5f6;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-27789\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/b2be2f93499b2d1b1990410016a59fa50199a1.png\" width=\"890\" height=\"630\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/b2be2f93499b2d1b1990410016a59fa50199a1.png 890w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/b2be2f93499b2d1b1990410016a59fa50199a1-300x212.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/b2be2f93499b2d1b1990410016a59fa50199a1-150x106.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/b2be2f93499b2d1b1990410016a59fa50199a1-768x544.png 768w\" sizes=\"auto, (max-width: 890px) 100vw, 890px\" \/><\/p>\n<p>\u25b3C-Evolve\u8fdb\u5316\u8fc7\u7a0b\u4e2d\u63d0\u793a\u8bcd\u79cd\u7fa4\u5206\u5e03<\/p>\n<h2>\u8d70\u5411\u66f4\u9ad8\u6548\u7684\u63d0\u793a\u8bcd\u4f18\u5316<\/h2>\n<p class=\"js_darkmode__70 js_darkmode__text__146\">\u603b\u800c\u8a00\u4e4b\uff0c\u8fd9\u7bc7\u6587\u7ae0\u4ecb\u7ecd\u4e86\u4e00\u79cd\u57fa\u4e8e\u5171\u8bc6\u673a\u5236\u548c\u8fdb\u5316\u7b97\u6cd5\u7684\u591a\u63d0\u793a\u8bcd\u4f18\u5316\u65b9\u6cd5\uff0cC-Evolve\u3002<\/p>\n<p class=\"js_darkmode__71 js_darkmode__text__148\">\u901a\u8fc7\u7cfb\u7edf\u6027\u4f18\u5316\u548c\u878d\u5408\u591a\u63d0\u793a\u8bcd\u7684\u667a\u80fd\u7279\u5f81\uff0c\u8be5\u65b9\u6cd5\u80fd\u591f\u6709\u6548\u7a81\u7834\u5355\u4e00\u7cfb\u7edf\u63d0\u793a\u8bcd\u7684\u6027\u80fd\u5c40\u9650\uff0c\u65e0\u9700\u53c2\u6570\u5fae\u8c03\u5373\u53ef\u5b9e\u73b0\u7b97\u6cd5\u6548\u80fd\u7684\u663e\u8457\u63d0\u5347\u3002<\/p>\n<p class=\"js_darkmode__72 js_darkmode__text__150\">\u5728\u4e0a\u4e0b\u6587\u5de5\u7a0b\u65e5\u76ca\u5f70\u663e\u5176\u91cd\u8981\u6027\u7684\u4eca\u5929\uff0c\u5982\u4f55\u901a\u8fc7\u66f4\u597d\u5730\u8bbe\u8ba1\u63d0\u793a\u8bcd\uff0c\u6316\u6398\u8bf8\u5982Claude\u3001GPT\u7b49\u6210\u719f\u5546\u4e1aLLM\u7684\u6a21\u578b\u80fd\u529b\uff0c\u662f\u4e00\u4e2a\u5177\u6709\u6781\u9ad8\u5b9e\u9645\u610f\u4e49\u7684\u8bfe\u9898\u3002<\/p>\n<p class=\"js_darkmode__73 js_darkmode__text__152\">\u300c\u5171\u8bc6\u673a\u5236\u300d\u4e3a\u63d0\u793a\u8bcd\u4f18\u5316\u63d0\u4f9b\u4e86\u5168\u65b0\u7684\u601d\u8def\uff0c\u901a\u8fc7\u6a21\u62df\u751f\u7269\u8fdb\u5316\u4e0e\u7fa4\u4f53\u534f\u4f5c\u7684\u52a8\u6001\u8fc7\u7a0b\uff0c\u4e0d\u4ec5\u63d0\u5347\u4e86\u63d0\u793a\u8bcd\u7684\u6027\u80fd\uff0c\u8fd8\u589e\u5f3a\u4e86\u6a21\u578b\u5728\u590d\u6742\u4efb\u52a1\u4e2d\u7684\u9002\u5e94\u80fd\u529b\uff0c\u6709\u671b\u8fdb\u4e00\u6b65\u91ca\u653e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6f5c\u529b\uff0c\u63a8\u52a8\u667a\u80fd\u7cfb\u7edf\u5411\u66f4\u9ad8\u6548\u3001\u66f4\u81ea\u9002\u5e94\u7684\u65b9\u5411\u53d1\u5c55\u3002<\/p>\n<p class=\"js_darkmode__74 js_darkmode__text__154\">\u8bba\u6587\u5730\u5740\uff1a<br \/>\nhttps:\/\/arxiv.org\/abs\/2509.23331<\/p>\n<p>\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_27751\" class=\"pvc_stats total_only  \" data-element-id=\"27751\" 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