{"id":38008,"date":"2025-02-08T07:01:08","date_gmt":"2025-02-07T23:01:08","guid":{"rendered":"https:\/\/17aitech.com\/?p=38008"},"modified":"2025-02-08T07:01:08","modified_gmt":"2025-02-07T23:01:08","slug":"%e5%8e%9f%e6%9d%a5%ef%bc%8c%e8%bf%99%e4%ba%9b%e9%a1%b6%e7%ba%a7%e5%a4%a7%e6%a8%a1%e5%9e%8b%e9%83%bd%e6%98%af%e8%92%b8%e9%a6%8f%e7%9a%84","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38008","title":{"rendered":"\u539f\u6765\uff0c\u8fd9\u4e9b\u9876\u7ea7\u5927\u6a21\u578b\u90fd\u662f\u84b8\u998f\u7684"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-29-2\" target=\"_blank\">\u539f\u6765\uff0c\u8fd9\u4e9b\u9876\u7ea7\u5927\u6a21\u578b\u90fd\u662f\u84b8\u998f\u7684<\/a><\/p>\n<p>\u300c\u9664\u4e86 Claude\u3001\u8c46\u5305\u548c Gemini \u4e4b\u5916\uff0c\u77e5\u540d\u7684\u95ed\u6e90\u548c\u5f00\u6e90 LLM \u901a\u5e38\u8868\u73b0\u51fa\u5f88\u9ad8\u7684\u84b8\u998f\u5ea6\u3002\u300d\u8fd9\u662f\u4e2d\u56fd\u79d1\u5b66\u9662\u6df1\u5733\u5148\u8fdb\u6280\u672f\u7814\u7a76\u9662\u3001\u5317\u5927\u3001\u96f6\u4e00\u4e07\u7269\u7b49\u673a\u6784\u7684\u7814\u7a76\u8005\u5728\u4e00\u7bc7\u65b0\u8bba\u6587\u4e2d\u5f97\u51fa\u7684\u7ed3\u8bba\u3002<\/p>\n<p>\u524d\u6bb5\u65f6\u95f4\uff0c\u4e00\u4f4d\u6d77\u5916\u6280\u672f\u5206\u6790\u5e08\u5728\u4e00\u7bc7\u535a\u5ba2\u4e2d\u63d0\u51fa\u4e86\u4e00\u4e2a\u731c\u60f3\uff1a\u4e00\u4e9b\u9876\u7ea7\u7684 AI \u79d1\u6280\u516c\u53f8\u53ef\u80fd\u5df2\u7ecf\u6784\u5efa\u51fa\u4e86\u975e\u5e38\u667a\u80fd\u7684\u6a21\u578b\uff0c\u6bd4\u5982 OpenAI \u53ef\u80fd\u6784\u5efa\u51fa\u4e86 GPT-5\uff0cClaude \u6784\u5efa\u51fa\u4e86 Opus 3.5\u3002\u4f46\u7531\u4e8e\u8fd0\u8425\u6210\u672c\u592a\u9ad8\u7b49\u539f\u56e0\uff0c\u4ed6\u4eec\u5c06\u5176\u5e94\u7528\u5728\u4e86\u5185\u90e8\uff0c\u901a\u8fc7\u84b8\u998f\u7b49\u65b9\u6cd5\u6765\u6539\u8fdb\u5c0f\u6a21\u578b\u7684\u80fd\u529b\uff0c\u7136\u540e\u4f9d\u9760\u8fd9\u4e9b\u5c0f\u6a21\u578b\u6765\u76c8\u5229\uff08\u53c2\u89c1<a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650951732&amp;idx=1&amp;sn=af485b314db70d549a496a11d0d0fd06&amp;scene=21#wechat_redirect\" target=\"_blank\">\u300aGPT-5\u3001 Opus 3.5 \u4e3a\u4f55\u8fdf\u8fdf\u4e0d\u53d1\uff1f\u65b0\u731c\u60f3\uff1a\u5df2\u8bde\u751f\uff0c\u88ab\u84b8\u998f\u6210\u5c0f\u6a21\u578b\u6765\u5356\u300b<\/a>\uff09\u3002<\/p>\n<p>\u5f53\u7136\uff0c\u8fd9\u53ea\u662f\u4ed6\u7684\u4e2a\u4eba\u731c\u6d4b\u3002\u4e0d\u8fc7\uff0c\u4ece\u65b0\u8bba\u6587\u7684\u7ed3\u8bba\u6765\u770b\uff0c\u300c\u84b8\u998f\u300d\u5728\u9876\u7ea7\u6a21\u578b\u4e2d\u7684\u5e94\u7528\u8303\u56f4\u786e\u5b9e\u6bd4\u6211\u4eec\u60f3\u8c61\u4e2d\u8981\u5e7f\u3002<\/p>\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u7814\u7a76\u8005\u6d4b\u8bd5\u4e86 Claude\u3001\u8c46\u5305\u3001Gemini\u3001llama 3.1\u3001Phi 4\u3001DPSK-V3\u3001Qwen-Max\u3001GLM4-Plus \u7b49\u591a\u4e2a\u6a21\u578b\uff0c\u53d1\u73b0\u8fd9\u4e9b\u6a21\u578b\u5927\u591a\u5b58\u5728\u5f88\u9ad8\u7a0b\u5ea6\u7684\u84b8\u998f\uff08Claude\u3001\u8c46\u5305\u548c Gemini \u9664\u5916\uff09\u3002\u6bd4\u8f83\u660e\u663e\u7684\u8bc1\u636e\u662f\uff1a\u5f88\u591a\u6a21\u578b\u4f1a\u5728\u58f0\u660e\u81ea\u5df1\u8eab\u4efd\u7b49\u95ee\u9898\u65f6\u51fa\u73b0\u77db\u76fe\uff0c\u6bd4\u5982 llama 3.1 \u4f1a\u8bf4\u81ea\u5df1\u662f OpenAI \u5f00\u53d1\u7684\uff0cQwen-Max \u8bf4\u81ea\u5df1\u7531 Anthropic \u521b\u9020\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-9dbdbdea45209fd97979fd35f349a690.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-9dbdbdea45209fd97979fd35f349a690.png\"><\/a><\/p>\n<p>\u84b8\u998f\u56fa\u7136\u662f\u4e00\u79cd\u63d0\u5347\u6a21\u578b\u80fd\u529b\u7684\u6709\u6548\u65b9\u6cd5\uff0c\u4f46\u4f5c\u8005\u4e5f\u6307\u51fa\uff0c\u8fc7\u5ea6\u84b8\u998f\u4f1a\u5bfc\u81f4\u6a21\u578b\u540c\u8d28\u5316\uff0c\u51cf\u5c11\u6a21\u578b\u4e4b\u95f4\u7684\u591a\u6837\u6027\uff0c\u5e76\u635f\u5bb3\u5b83\u4eec\u7a33\u5065\u5904\u7406\u590d\u6742\u6216\u65b0\u9896\u4efb\u52a1\u7684\u80fd\u529b\u3002\u6240\u4ee5\u4ed6\u4eec\u5e0c\u671b\u901a\u8fc7\u81ea\u5df1\u63d0\u51fa\u7684\u65b9\u6cd5\u7cfb\u7edf\u5730\u91cf\u5316\u84b8\u998f\u8fc7\u7a0b\u53ca\u5176\u5f71\u54cd\uff0c\u4ece\u800c\u63d0\u4f9b\u4e00\u4e2a\u7cfb\u7edf\u6027\u65b9\u6cd5\u6765\u63d0\u9ad8 LLM \u6570\u636e\u84b8\u998f\u7684\u900f\u660e\u5ea6\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-a3bb3d2ca07572eccbd4f43fa217f263.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-a3bb3d2ca07572eccbd4f43fa217f263.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aDistillation Quantification for Large Language Models<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/github.com\/Aegis1863\/LLMs-Distillation-Quantification\/blob\/main\/paper.pdf<\/p>\n<\/li>\n<li>\n<p>\u9879\u76ee\u94fe\u63a5\uff1ahttps:\/\/github.com\/Aegis1863\/LLMs-Distillation-Quantification<\/p>\n<\/li>\n<\/ul>\n<p><strong>\u4e3a\u4ec0\u4e48\u8981\u6d4b\u8bd5 LLM \u7684\u84b8\u998f\u60c5\u51b5\uff1f<\/strong><\/p>\n<p>\u6700\u8fd1\uff0c\u6a21\u578b\u84b8\u998f\u4f5c\u4e3a\u4e00\u79cd\u66f4\u6709\u6548\u5229\u7528\u5148\u8fdb\u5927\u8bed\u8a00\u6a21\u578b\u80fd\u529b\u7684\u65b9\u6cd5\uff0c\u5f15\u8d77\u4e86\u8d8a\u6765\u8d8a\u591a\u7684\u5173\u6ce8\u3002\u901a\u8fc7\u5c06\u77e5\u8bc6\u4ece\u66f4\u5927\u66f4\u5f3a\u7684 LLM \u8fc1\u79fb\u5230\u66f4\u5c0f\u7684\u6a21\u578b\u4e2d\uff0c\u6570\u636e\u84b8\u998f\u6210\u4e3a\u4e86\u4e00\u4e2a\u663e\u8457\u7684\u540e\u53d1\u4f18\u52bf\uff0c\u80fd\u591f\u4ee5\u66f4\u5c11\u7684\u4eba\u5de5\u6807\u6ce8\u548c\u66f4\u5c11\u7684\u8ba1\u7b97\u8d44\u6e90\u4e0e\u63a2\u7d22\u6765\u5b9e\u73b0 SOTA \u6027\u80fd\u3002<\/p>\n<p>\u7136\u800c\uff0c\u8fd9\u79cd\u540e\u53d1\u4f18\u52bf\u4e5f\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u5b83\u963b\u6b62\u4e86\u5b66\u672f\u673a\u6784\u7684\u7814\u7a76\u4eba\u5458\u548c\u6b20\u53d1\u8fbe\u7684 LLM \u56e2\u961f\u81ea\u4e3b\u63a2\u7d22\u65b0\u6280\u672f\uff0c\u5e76\u4fc3\u4f7f\u4ed6\u4eec\u76f4\u63a5\u4ece\u6700\u5148\u8fdb\u7684 LLM \u4e2d\u84b8\u998f\u6570\u636e\u3002\u6b64\u5916\uff0c\u73b0\u6709\u7684\u7814\u7a76\u5de5\u4f5c\u5df2\u7ecf\u63ed\u793a\u4e86\u6570\u636e\u84b8\u998f\u5bfc\u81f4\u7684\u9c81\u68d2\u6027\u4e0b\u964d\u3002<\/p>\n<p>\u91cf\u5316 LLM \u7684\u84b8\u998f\u9762\u4e34\u51e0\u4e2a\u5173\u952e\u6311\u6218\uff1a<\/p>\n<p>1. \u84b8\u998f\u8fc7\u7a0b\u7684\u4e0d\u900f\u660e\u6027\u4f7f\u5f97\u96be\u4ee5\u91cf\u5316\u5b66\u751f\u6a21\u578b\u548c\u539f\u59cb\u6a21\u578b\u4e4b\u95f4\u7684\u5dee\u5f02\uff1b<\/p>\n<p>2. \u57fa\u51c6\u6570\u636e\u7684\u7f3a\u4e4f\u4f7f\u5f97\u9700\u8981\u91c7\u7528\u95f4\u63a5\u65b9\u6cd5\uff08\u5982\u4e0e\u539f\u59cb LLM \u8f93\u51fa\u7684\u6bd4\u8f83\uff09\u6765\u786e\u5b9a\u84b8\u998f\u7684\u5b58\u5728\uff1b<\/p>\n<p>3. LLM \u7684\u8868\u5f81\u53ef\u80fd\u5305\u542b\u5927\u91cf\u5197\u4f59\u6216\u62bd\u8c61\u4fe1\u606f\uff0c\u8fd9\u4f7f\u5f97\u84b8\u998f\u7684\u77e5\u8bc6\u96be\u4ee5\u76f4\u63a5\u53cd\u6620\u4e3a\u53ef\u89e3\u91ca\u7684\u8f93\u51fa\u3002<\/p>\n<p>\u6700\u91cd\u8981\u7684\u662f\uff0c\u6570\u636e\u84b8\u998f\u5728\u5b66\u672f\u754c\u7684\u5e7f\u6cdb\u4f7f\u7528\u548c\u9ad8\u6536\u76ca\u5bfc\u81f4\u8bb8\u591a\u7814\u7a76\u4eba\u5458\u907f\u514d\u6279\u5224\u6027\u5730\u68c0\u67e5\u4e0e\u5176\u4f7f\u7528\u76f8\u5173\u7684\u95ee\u9898\uff0c\u5bfc\u81f4\u8be5\u9886\u57df\u7f3a\u4e4f\u660e\u786e\u7684\u5b9a\u4e49\u3002<\/p>\n<p><strong>\u7814\u7a76\u8005\u4f7f\u7528\u4e86\u4ec0\u4e48\u65b9\u6cd5\uff1f<\/strong><\/p>\n<p>\u4f5c\u8005\u5728\u8bba\u6587\u4e2d\u63d0\u51fa\u4e86\u4e24\u79cd\u65b9\u6cd5\u6765\u91cf\u5316 LLM \u7684\u84b8\u998f\u7a0b\u5ea6\uff0c\u5206\u522b\u662f\u54cd\u5e94\u76f8\u4f3c\u5ea6\u8bc4\u4f30\uff08RSE\uff09\u548c\u8eab\u4efd\u4e00\u81f4\u6027\u8bc4\u4f30\uff08ICE\uff09\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-4ae782953a05ed34f67978ef1cbb89bb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-4ae782953a05ed34f67978ef1cbb89bb.png\"><\/a><\/p>\n<p>RSE \u91c7\u7528\u539f\u59cb LLM \u7684\u8f93\u51fa\u4e0e\u5b66\u751f\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8f93\u51fa\u4e4b\u95f4\u7684\u6bd4\u8f83\uff0c\u4ece\u800c\u8861\u91cf\u6a21\u578b\u7684\u540c\u8d28\u5316\u7a0b\u5ea6\u3002ICE \u5219\u91c7\u7528\u4e00\u4e2a\u77e5\u540d\u7684\u5f00\u6e90\u8d8a\u72f1\u6846\u67b6 GPTFuzz\uff0c\u901a\u8fc7\u8fed\u4ee3\u6784\u9020\u63d0\u793a\u6765\u7ed5\u8fc7 LLM \u7684\u81ea\u6211\u8ba4\u77e5\uff0c\u8bc4\u4f30\u6a21\u578b\u5728\u611f\u77e5\u548c\u8868\u793a\u8eab\u4efd\u76f8\u5173\u4fe1\u606f\u65b9\u9762\u7684\u5dee\u5f02 \u3002\u00a0<\/p>\n<p>\u00a0\u4ed6\u4eec\u5c06\u5f85\u8bc4\u4f30\u7684\u7279\u5b9a\u5927\u8bed\u8a00\u6a21\u578b\u96c6\u5408\u5b9a\u4e49\u4e3a LLM_test = {LLM_t1\uff0cLLM_t2\uff0c&#8230;\uff0cLLM_tk}\uff0c\u5176\u4e2d k \u8868\u793a\u5f85\u8bc4\u4f30\u7684 LLM \u96c6\u5408\u7684\u5927\u5c0f\u3002<\/p>\n<p><strong>\u54cd\u5e94\u76f8\u4f3c\u5ea6\u8bc4\u4f30\uff08RSE\uff09<\/strong><\/p>\n<p>RSE \u4ece LLM_test \u548c\u53c2\u8003 LLM\uff08\u5728\u672c\u6587\u4e2d\u5373 GPT\uff0c\u8bb0\u4e3a LLM_ref\uff09\u83b7\u53d6\u54cd\u5e94\u3002\u4f5c\u8005\u968f\u540e\u4ece\u4e09\u4e2a\u65b9\u9762\u8bc4\u4f30 LLM_test \u548c LLM_ref \u7684\u54cd\u5e94\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\uff1a\u54cd\u5e94\u98ce\u683c\u3001\u903b\u8f91\u7ed3\u6784\u548c\u5185\u5bb9\u7ec6\u8282\u3002\u8bc4\u4f30\u8005\u4e3a\u6bcf\u4e2a\u6d4b\u8bd5 LLM \u751f\u6210\u4e00\u4e2a\u5b83\u4e0e\u53c2\u8003\u6a21\u578b\u7684\u6574\u4f53\u76f8\u4f3c\u5ea6\u5206\u6570\u3002<\/p>\n<p>\u4f5c\u8005\u5c06 RSE \u4f5c\u4e3a\u5bf9 LLM \u84b8\u998f\u7a0b\u5ea6\u7684\u7ec6\u7c92\u5ea6\u5206\u6790\u3002\u5728\u672c\u6587\u4e2d\uff0c\u4ed6\u4eec\u624b\u52a8\u9009\u62e9 ArenaHard\u3001Numina \u548c ShareGPT \u4f5c\u4e3a\u63d0\u793a\u96c6\uff0c\u4ee5\u83b7\u53d6\u54cd\u5e94\u5e76\u8bc4\u4f30 LLM_test \u5728\u901a\u7528\u63a8\u7406\u3001\u6570\u5b66\u548c\u6307\u4ee4\u9075\u5faa\u9886\u57df\u7684\u76f8\u5173\u84b8\u998f\u7a0b\u5ea6\u3002\u5982\u56fe 3 \u6240\u793a\uff0cLLM-as-a-judge \u7684\u8bc4\u5206\u5206\u4e3a\u4e94\u4e2a\u7b49\u7ea7\uff0c\u6bcf\u4e2a\u7b49\u7ea7\u4ee3\u8868\u4e0d\u540c\u7a0b\u5ea6\u7684\u76f8\u4f3c\u5ea6\u3002\u00a0<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-84bd45e838c5c99fa62211a7cefa1d24.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-84bd45e838c5c99fa62211a7cefa1d24.png\"><\/a><\/p>\n<p><strong>\u8eab\u4efd\u4e00\u81f4\u6027\u8bc4\u4f30\uff08ICE\uff09\u00a0<\/strong><\/p>\n<p>ICE \u901a\u8fc7\u8fed\u4ee3\u6784\u9020\u63d0\u793a\u6765\u7ed5\u8fc7 LLM \u7684\u81ea\u6211\u8ba4\u77e5\uff0c\u65e8\u5728\u63ed\u793a\u5d4c\u5165\u5176\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u4fe1\u606f\uff0c\u5982\u4e0e\u84b8\u998f\u6570\u636e\u6e90 LLM \u76f8\u5173\u7684\u540d\u79f0\u3001\u56fd\u5bb6\u3001\u4f4d\u7f6e\u6216\u56e2\u961f\u3002\u5728\u672c\u6587\u4e2d\uff0c\u6e90 LLM \u6307\u7684\u662f GPT4o-0806\u3002<\/p>\n<p>\u4f5c\u8005\u5728 ICE \u4e2d\u91c7\u7528 GPTFuzz \u8fdb\u884c\u8eab\u4efd\u4e0d\u4e00\u81f4\u6027\u68c0\u6d4b\u3002\u9996\u5148\uff0c\u4ed6\u4eec\u5c06\u6e90 LLM \u7684\u8eab\u4efd\u4fe1\u606f\u5b9a\u4e49\u4e3a\u4e8b\u5b9e\u96c6 F\uff0cF \u4e2d\u7684\u6bcf\u4e2a f_i \u90fd\u6e05\u695a\u5730\u8bf4\u660e\u4e86 LLM_ti \u7684\u8eab\u4efd\u76f8\u5173\u4e8b\u5b9e\uff0c\u4f8b\u5982\u300c\u6211\u662f Claude\uff0c\u4e00\u4e2a\u7531 Anthropic \u5f00\u53d1\u7684 AI \u52a9\u624b\u3002Anthropic \u662f\u4e00\u5bb6\u603b\u90e8\u4f4d\u4e8e\u7f8e\u56fd\u7684\u516c\u53f8\u3002\u300d\u00a0<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-41b611efde6f261d088e6baf4f2fa684.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-41b611efde6f261d088e6baf4f2fa684.png\"><\/a><\/p>\n<p>\u540c\u65f6\uff0c\u4ed6\u4eec\u4f7f\u7528\u5e26\u6709\u8eab\u4efd\u76f8\u5173\u63d0\u793a\u7684 P_id \u6765\u51c6\u5907 GPTFuzz \u7684 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-176eca73ff90096ebf6917b6625beffd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-176eca73ff90096ebf6917b6625beffd.png\"><\/a>\uff1a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-5199e6b9bc67bef2d8001b417d1d089e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-5199e6b9bc67bef2d8001b417d1d089e.png\"><\/a>\uff0c\u7528\u4e8e\u67e5\u8be2 LLM_test \u4e2d\u7684 LLM \u5173\u4e8e\u5176\u8eab\u4efd\u7684\u4fe1\u606f\uff0c\u8be6\u89c1\u9644\u5f55 B\u3002\u4f5c\u8005\u4f7f\u7528 LLM-as-a-judge \u521d\u59cb\u5316 GPTFuzz \u7684 F^G\uff0c\u4ee5\u6bd4\u8f83\u63d0\u793a\u7684\u54cd\u5e94\u4e0e\u4e8b\u5b9e\u96c6 F\u3002\u5177\u6709\u903b\u8f91\u51b2\u7a81\u7684\u54cd\u5e94\u4f1a\u88ab\u8bc6\u522b\u51fa\u6765\uff0c\u5e76\u76f8\u5e94\u5730\u5408\u5e76\u5230 F^G \u7684\u4e0b\u4e00\u6b21\u8fed\u4ee3\u4e2d\u3002\u00a0<\/p>\n<p>\u4f5c\u8005\u57fa\u4e8e GPTFuzz \u5206\u6570\u5b9a\u4e49\u4e24\u4e2a\u6307\u6807\uff1a<\/p>\n<ul>\n<li>\n<p>\u5bbd\u677e\u5206\u6570\uff1a\u5c06\u4efb\u4f55\u8eab\u4efd\u77db\u76fe\u7684\u9519\u8bef\u793a\u4f8b\u89c6\u4e3a\u6210\u529f\u653b\u51fb\uff1b<\/p>\n<\/li>\n<li>\n<p>\u4e25\u683c\u5206\u6570\uff1a\u4ec5\u5c06\u9519\u8bef\u8bc6\u522b\u4e3a Claude \u6216 GPT \u7684\u793a\u4f8b\u89c6\u4e3a\u6210\u529f\u653b\u51fb\u3002<\/p>\n<\/li>\n<\/ul>\n<p><strong>\u5b9e\u9a8c\u7ed3\u679c\u5982\u4f55\uff1f<\/strong><\/p>\n<p>ICE \u7684\u5b9e\u9a8c\u7ed3\u679c\u5982\u56fe 4 \u6240\u793a\uff0c\u5bbd\u677e\u5206\u6570\u548c\u4e25\u683c\u5206\u6570\u90fd\u8868\u660e GLM-4-Plus\u3001Qwen-Max \u548c Deepseek-V3 \u662f\u53ef\u7591\u54cd\u5e94\u6570\u91cf\u6700\u591a\u7684\u4e09\u4e2a LLM\uff0c\u8fd9\u8868\u660e\u5b83\u4eec\u5177\u6709\u66f4\u9ad8\u7684\u84b8\u998f\u7a0b\u5ea6\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cClaude-3.5-Sonnet \u548c Doubao-Pro-32k \u51e0\u4e4e\u6ca1\u6709\u663e\u793a\u53ef\u7591\u54cd\u5e94\uff0c\u8868\u660e\u8fd9\u4e9b LLM \u7684\u84b8\u998f\u53ef\u80fd\u6027\u8f83\u4f4e\u3002\u5bbd\u677e\u5206\u6570\u6307\u6807\u5305\u542b\u4e00\u4e9b\u5047\u9633\u6027\u5b9e\u4f8b\uff0c\u800c\u4e25\u683c\u5206\u6570\u63d0\u4f9b\u4e86\u66f4\u51c6\u786e\u7684\u8861\u91cf\u3002\u00a0<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-5e99fcf179a8f5469bcaca7eee45408d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-5e99fcf179a8f5469bcaca7eee45408d.png\"><\/a><\/p>\n<p>\u4f5c\u8005\u5c06\u6240\u6709\u8d8a\u72f1\u653b\u51fb\u63d0\u793a\u5206\u4e3a\u4e94\u7c7b\uff0c\u5305\u62ec\u56e2\u961f\u3001\u5408\u4f5c\u3001\u884c\u4e1a\u3001\u6280\u672f\u548c\u5730\u7406\u3002\u56fe 5 \u7edf\u8ba1\u4e86\u6bcf\u79cd\u7c7b\u578b\u95ee\u9898\u7684\u6210\u529f\u8d8a\u72f1\u6b21\u6570\u3002\u8fd9\u4e2a\u7ed3\u679c\u8bc1\u660e LLM \u5728\u56e2\u961f\u3001\u884c\u4e1a\u3001\u6280\u672f\u65b9\u9762\u7684\u611f\u77e5\u66f4\u5bb9\u6613\u53d7\u5230\u653b\u51fb\uff0c\u53ef\u80fd\u662f\u56e0\u4e3a\u8fd9\u4e9b\u65b9\u9762\u5b58\u5728\u66f4\u591a\u672a\u7ecf\u6e05\u7406\u7684\u84b8\u998f\u6570\u636e\u3002\u00a0<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-1a822f764ba642d8c18f76333f200397.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-1a822f764ba642d8c18f76333f200397.png\"><\/a><\/p>\n<p>\u5982\u8868 1 \u6240\u793a\uff0c\u4f5c\u8005\u53d1\u73b0\u76f8\u6bd4\u4e8e\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u7684 LLM\uff0c\u57fa\u7840 LLM \u901a\u5e38\u8868\u73b0\u51fa\u66f4\u9ad8\u7a0b\u5ea6\u7684\u84b8\u998f\u3002\u8fd9\u8868\u660e\u57fa\u7840 LLM \u66f4\u5bb9\u6613\u8868\u73b0\u51fa\u53ef\u8bc6\u522b\u7684\u84b8\u998f\u6a21\u5f0f\uff0c\u53ef\u80fd\u662f\u7531\u4e8e\u5b83\u4eec\u7f3a\u4e4f\u7279\u5b9a\u4efb\u52a1\u7684\u5fae\u8c03\uff0c\u4f7f\u5b83\u4eec\u66f4\u5bb9\u6613\u53d7\u5230\u8bc4\u4f30\u4e2d\u5229\u7528\u7684\u6f0f\u6d1e\u7c7b\u578b\u7684\u5f71\u54cd\u3002\u00a0<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-3f20057da398601f6a269b94626d748e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-3f20057da398601f6a269b94626d748e.png\"><\/a><\/p>\n<p>\u53e6\u4e00\u4e2a\u6709\u8da3\u7684\u53d1\u73b0\u662f\uff0c\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\u95ed\u6e90\u7684 Qwen-Max-0919 \u6bd4\u5f00\u6e90\u7684 Qwen 2.5 \u7cfb\u5217\u5177\u6709\u66f4\u9ad8\u7684\u84b8\u998f\u7a0b\u5ea6\u3002\u4f5c\u8005\u53d1\u73b0\u4e86\u5927\u91cf\u4e0e Claude 3.5-Sonnet \u76f8\u5173\u7684\u7b54\u6848\uff0c\u800c 2.5 \u7cfb\u5217 LLM \u7684\u53ef\u7591\u7b54\u6848\u4ec5\u4e0e GPT \u6709\u5173\u3002\u8fd9\u4e9b\u793a\u4f8b\u5728\u9644\u5f55 D \u4e2d\u6709\u6240\u5c55\u793a\u3002\u00a0<\/p>\n<p>RSE \u7ed3\u679c\u5728\u8868 3 \u4e2d\u5c55\u793a\uff0c\u4ee5 GPT4o-0806 \u4f5c\u4e3a\u53c2\u8003 LLM\uff0c\u7ed3\u679c\u8868\u660e GPT \u7cfb\u5217\u7684 LLM\uff08\u5982 GPT4o-0513\uff09\u8868\u73b0\u51fa\u6700\u9ad8\u7684\u54cd\u5e94\u76f8\u4f3c\u5ea6\uff08\u5e73\u5747\u76f8\u4f3c\u5ea6\u4e3a 4.240\uff09\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u50cf Llama3.1-70B-Instruct\uff083.628\uff09\u548c Doubao-Pro-32k\uff083.720\uff09\u663e\u793a\u51fa\u8f83\u4f4e\u7684\u76f8\u4f3c\u5ea6\uff0c\u8868\u660e\u84b8\u998f\u7a0b\u5ea6\u8f83\u4f4e\u3002\u800c DeepSeek-V3\uff084.102\uff09\u548c Qwen-Max-0919\uff084.174\uff09\u5219\u8868\u73b0\u51fa\u66f4\u9ad8\u7684\u84b8\u998f\u7a0b\u5ea6\uff0c\u4e0e GPT4o-0806 \u76f8\u8fd1\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-c6994e4472a3f2891dcffdc2c572be99.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-c6994e4472a3f2891dcffdc2c572be99.png\"><\/a><\/p>\n<p>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u89c2\u5bdf\u7ed3\u679c\uff0c\u4f5c\u8005\u8fdb\u884c\u4e86\u989d\u5916\u7684\u5b9e\u9a8c\u3002\u5728\u8fd9\u4e2a\u8bbe\u7f6e\u4e2d\uff0c\u4ed6\u4eec\u9009\u62e9\u5404\u79cd\u6a21\u578b\u540c\u65f6\u4f5c\u4e3a\u53c2\u8003\u6a21\u578b\u548c\u6d4b\u8bd5\u6a21\u578b\u3002\u5bf9\u4e8e\u6bcf\u79cd\u914d\u7f6e\uff0c\u4ece\u4e09\u4e2a\u6570\u636e\u96c6\u4e2d\u9009\u62e9 100 \u4e2a\u6837\u672c\u8fdb\u884c\u8bc4\u4f30\u3002\u9644\u5f55 F \u4e2d\u7684\u7ed3\u679c\u8868\u660e\uff0c\u5f53\u4f5c\u4e3a\u6d4b\u8bd5\u6a21\u578b\u65f6\uff0cClaude3.5-Sonnet\u3001Doubao-Pro-32k \u548c Llama3.1-70B-Instruct 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[&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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