{"id":39074,"date":"2025-03-01T01:02:00","date_gmt":"2025-02-28T17:02:00","guid":{"rendered":"https:\/\/17aitech.com\/?p=39074"},"modified":"2025-03-01T01:02:00","modified_gmt":"2025-02-28T17:02:00","slug":"%e6%8e%a2%e7%b4%a2%e8%b7%b3%e8%b7%83%e5%bc%8f%e6%80%9d%e7%bb%b4%e9%93%be%ef%bc%9adeepseek%e5%88%9b%e9%80%a0%e5%8a%9b%e5%9e%ab%e5%ba%95%ef%bc%8cqwen%e7%b3%bb%e5%88%97%e6%8e%a5%e8%bf%91%e4%ba%ba","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39074","title":{"rendered":"\u63a2\u7d22\u8df3\u8dc3\u5f0f\u601d\u7ef4\u94fe\uff1aDeepSeek\u521b\u9020\u529b\u57ab\u5e95\uff0cQwen\u7cfb\u5217\u63a5\u8fd1\u4eba\u7c7b\u9876\u5c16\u6c34\u5e73"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-28-14\" target=\"_blank\">\u63a2\u7d22\u8df3\u8dc3\u5f0f\u601d\u7ef4\u94fe\uff1aDeepSeek\u521b\u9020\u529b\u57ab\u5e95\uff0cQwen\u7cfb\u5217\u63a5\u8fd1\u4eba\u7c7b\u9876\u5c16\u6c34\u5e73<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-100690a21dc0e393eba672ec41d2bfad.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-100690a21dc0e393eba672ec41d2bfad.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>\u5728\u5927\u8bed\u8a00\u6a21\u578b (LLM) \u7684\u7814\u7a76\u4e2d\uff0c\u4e0e\u4ee5 Chain-of-Thought \u4e3a\u4ee3\u8868\u7684\u903b\u8f91\u601d\u7ef4\u80fd\u529b\u76f8\u6bd4\uff0cLLM \u4e2d\u540c\u7b49\u91cd\u8981\u7684 Leap-of-Thought \u80fd\u529b\uff0c\u4e5f\u79f0\u4e3a\u521b\u9020\u529b\uff0c\u76ee\u524d\u7684\u8ba8\u8bba\u548c\u5206\u6790\u4ecd\u7136\u8f83\u5c11\u3002\u8fd9\u53ef\u80fd\u4f1a\u4e25\u91cd\u963b\u788d LLM \u5728\u521b\u9020\u529b\u4e0a\u7684\u53d1\u5c55\u3002\u9020\u6210\u8fd9\u79cd\u56f0\u5c40\u7684\u4e00\u4e2a\u4e3b\u8981\u539f\u56e0\u662f\uff0c\u9762\u5bf9\u300c\u521b\u9020\u529b\u300d\uff0c\u6211\u4eec\u5f88\u96be\u6784\u5efa\u4e00\u4e2a\u5408\u9002\u4e14\u81ea\u52a8\u5316\u7684\u8bc4\u4f30\u6d41\u7a0b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-7958f4c98c49127df53c1a59c50ba727.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-7958f4c98c49127df53c1a59c50ba727.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 1<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u8fc7\u53bb\u5927\u591a\u6570\u521b\u9020\u529b\u6d4b\u8bc4\u5728\u63a2\u7d22 LLM \u7684 Leap-of-Thought \u80fd\u529b\u7684\u65f6\u5019\uff0c\u4ecd\u7136\u9075\u5faa\u666e\u901a\u5927\u6a21\u578b\u6d4b\u8bc4\u4e2d\u7684\u9009\u62e9\u3001\u6392\u5e8f\u7b49\u8bc4\u4f30\u7c7b\u578b\u3002\u5c3d\u7ba1\u8fd9\u79cd\u8bc4\u4f30\u65b9\u5f0f\u5bf9\u903b\u8f91\u601d\u7ef4\u80fd\u529b\u7684\u8003\u5bdf\u975e\u5e38\u6709\u6548\uff0c\u4f46\u662f\u5728\u5bf9\u521b\u9020\u529b\u7684\u8bc4\u4f30\u4e2d\u5219\u4e0d\u592a\u5408\u7406\u3002<\/section>\n<section><\/section>\n<section>\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u5982\u679c\u8981\u6c42\u9605\u8bfb\u6240\u7ed9\u56fe\u548c\u56fe\u4e2d\u6587\u5b57\uff0c\u5e76\u4e3a\u56fe\u4e2d\u300c\uff1f\u300d\u90e8\u5206\u586b\u5165\u4e00\u53e5\u8bdd\uff0c\u4f7f\u5f97\u6574\u4f53\u5bcc\u6709\u521b\u9020\u529b\u4e14\u5e7d\u9ed8\u3002\u5982\u679c\u8fd9\u4e2a\u4efb\u52a1\u662f\u4e00\u4e2a\u9009\u62e9\u9898\u578b\u7684\u4efb\u52a1\uff0c\u5e76\u63d0\u4f9b\u4e86\u300cA. \u53ef\u4ee5\u5e2e\u5fd9\u6276\u4e00\u4e0b\u6211\u5417\uff1f\u300d\u548c\u300c\u53ef\u4ee5\u5e2e\u6211\u89e3\u5f00\u624b\u94d0\u5417\uff1f\u300d\uff0cLLM \u53ef\u80fd\u4f1a\u5728\u65e0\u9700\u4efb\u4f55\u521b\u9020\u529b\u7684\u60c5\u51b5\u4e0b\u9009\u62e9 B\uff0c\u56e0\u4e3a A \u9009\u9879\u5f88\u5e38\u89c4\uff0c\u800c B \u9009\u9879\u5f88\u7279\u522b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-eafeb0366ee03c4be2c8c3c6537ad3c5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-eafeb0366ee03c4be2c8c3c6537ad3c5.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 2<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u8bc4\u4f30 LLM \u7684\u521b\u9020\u529b\u5e94\u8be5\u662f\u300c\u8003\u5bdf\u5176\u751f\u6210\u521b\u65b0\u5185\u5bb9\u7684\u80fd\u529b\u300d\uff0c\u800c\u4e0d\u662f\u300c\u8003\u5bdf\u5b83\u662f\u5426\u80fd\u5224\u5b9a\u521b\u65b0\u7684\u5185\u5bb9\u300d\u3002\u5728\u5f53\u524d\u7684\u7814\u7a76\u8303\u5f0f\u4e2d\uff0c\u901a\u8fc7\u4eba\u7c7b\u8bc4\u4f30\u6216\u8005 LLM-as-a-judge \u7684\u65b9\u5f0f\u7b26\u5408\u8fd9\u4e00\u8981\u6c42\u3002\u7136\u800c\uff0c\u5c3d\u7ba1\u4eba\u7c7b\u8bc4\u4f30\u7684\u51c6\u786e\u7387\u6700\u9ad8\u4e14\u7b26\u5408\u4eba\u7c7b\u4e00\u822c\u4ef7\u503c\u89c2\uff0c\u4f46\u662f\u8fd9\u79cd\u65b9\u5f0f\u4e0d\u53ef\u6301\u7eed\u4e14\u6210\u672c\u975e\u5e38\u9ad8\u3002<\/section>\n<section><\/section>\n<section>\u800c LLM-as-a-judge \u8fd9\u79cd\u5927\u81f4\u901a\u8fc7 zero-shot \u6216\u8005 fine-tuning \u4e00\u4e2a LLM \u6765\u5bf9\u76ee\u6807\u8fdb\u884c\u8bc4\u5206\u7684\u65b9\u5f0f\uff0c\u5176\u5728\u521b\u9020\u529b\u4efb\u52a1\u4e0a\u7684\u8bc4\u4f30\u80fd\u529b\u76ee\u524d\u4ecd\u7136\u5904\u4e8e\u521d\u7ea7\u9636\u6bb5\uff0c\u800c\u4e14\u4e0d\u662f\u5f88\u7a33\u5b9a\u3002<\/section>\n<section><\/section>\n<section>\u9762\u5bf9\u8fd9\u4e9b\u56f0\u96be\uff0c\u6765\u81ea\u4e2d\u5927\u3001\u54c8\u4f5b\u3001\u9e4f\u57ce\u3001\u65b0\u52a0\u5761\u7ba1\u7406\u5927\u5b66\u7684\u7814\u7a76\u8005\u53e6\u8f9f\u8e4a\u5f84\uff0c\u901a\u8fc7\u7814\u7a76 <strong>LLM \u4ea7\u751f\u4eba\u7c7b\u9ad8\u8d28\u91cf\u521b\u65b0\u5185\u5bb9\u6240\u9700\u8981\u7684\u4ee3\u4ef7<\/strong> (\u4e5f\u53ef\u4ee5\u770b\u4f5c\u662f LLM \u4ea7\u751f\u5185\u5bb9\u4e0e\u4eba\u7c7b\u6c34\u5e73\u521b\u65b0\u5185\u5bb9\u7684\u8ddd\u79bb)\uff0c\u5efa\u7acb\u4e00\u4e2a\u591a\u8f6e\u4ea4\u4e92\u7684\u53ef\u4fe1\u4e14\u81ea\u52a8\u5316\u521b\u9020\u529b\u8bc4\u4f30\u8303\u5f0f LoTbench\u3002\u7814\u7a76\u6210\u679c\u767b\u4e0a\u4e86 IEEE TPAMI\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-b82e685b8491678f3faa1ac6d65e6ec9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-b82e685b8491678f3faa1ac6d65e6ec9.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u8bba\u6587\u9898\u76ee\uff1aA Causality-aware Paradigm for Evaluating Creativity of Multimodal Large Language Models<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2501.15147<\/p>\n<\/li>\n<li>\n<p>\u9879\u76ee\u4e3b\u9875\uff1ahttps:\/\/lotbench.github.io<\/p>\n<\/li>\n<\/ul>\n<section><strong>\u4efb\u52a1\u573a\u666f<\/strong><\/section>\n<section><\/section>\n<section>\u672c\u8bba\u6587\u662f CVPR&#8217;24\u00a0\u4e2d\u300c\u6897\u738b\u300d\u5927\u6a21\u578b\uff08Let&#8217;s Think Outside the Box: Exploring Leap-of-Thought in Large Language Models with Creative Humor Generation\uff09\u7684\u671f\u520a\u6269\u5c55\uff0c\u5176\u8003\u8651\u7684\u521b\u9020\u529b\u57fa\u7840\u4efb\u52a1\u662f\u5982\u56fe 2 \u6240\u793a\u7684\uff0c\u770b\u56fe\u5e76\u76f4\u63a5\u751f\u6210\u8865\u5168\u6587\u5b57\u4e2d\u7684\u7a7a\u7f3a\u5904\uff0c\u4f7f\u5f97\u56fe\u6587\u6574\u4f53\u663e\u5f97\u521b\u65b0\u4e14\u5e7d\u9ed8\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u7c7b\u4efb\u52a1\u662f\u65e5\u672c\u4f20\u7edf\u6e38\u620f\u300c\u5927\u559c\u5229\u300d\u6e38\u620f\u7684\u4e00\u79cd\uff0c\u5728\u4e2d\u6587\u4e92\u8054\u7f51\u793e\u533a\u4e5f\u88ab\u79f0\u4e3a\u65e5\u5f0f\u51b7\u5410\u69fd\u3002\u5b83\u5177\u6709\u5982\u4e0b\u4e00\u4e9b\u7279\u70b9\uff1a<\/section>\n<section><\/section>\n<section>1. \u8fd9\u7c7b\u65e5\u5f0f\u51b7\u5410\u69fd\u6e38\u620f\u8981\u6c42\u770b\u56fe\u5e76\u8865\u5168\u5177\u6709\u521b\u610f\u4e14\u5e7d\u9ed8\u7684\u6587\u5b57\uff0c\u5bf9\u521b\u9020\u529b\u8981\u6c42\u5f88\u9ad8\uff0c\u662f\u5178\u578b\u662f\u521b\u9020\u529b\u95ee\u9898\uff1b<\/section>\n<section>2. \u8fd9\u7c7b\u65e5\u5f0f\u51b7\u5410\u69fd\u6e38\u620f\u5b8c\u7f8e\u7b26\u5408\u5f53\u524d\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684\u8f93\u5165\u8f93\u51fa\u683c\u5f0f\uff0c\u5373\u8f93\u5165\u65f6\u56fe\u6587\uff0c\u8f93\u51fa\u4ec5\u4e3a\u6587\u5b57\uff0c\u800c\u4e14\u662f\u5927\u6a21\u578b\u6700\u64c5\u957f\u7684\u6587\u5b57\u8865\u5168\u4efb\u52a1\uff1b<\/section>\n<section>3. \u8fd9\u7c7b\u65e5\u5f0f\u51b7\u5410\u69fd\u6e38\u620f\u7531\u4e8e\u5728\u4e92\u8054\u7f51\u4e0a\u70ed\u5ea6\u975e\u5e38\u9ad8\uff0c\u6709\u5927\u91cf\u9ad8\u8d28\u91cf\u4eba\u7c7b\u6807\u6ce8\u6570\u636e\u548c\u5e26\u6709 ranking \u4fe1\u606f\u7684\u70b9\u8bc4\u6570\u636e\uff0c\u5bf9\u6784\u5efa\u6570\u636e\u96c6\u5f88\u6709\u5e2e\u52a9\u3002<\/section>\n<section><\/section>\n<section>\u7efc\u4e0a\u6240\u8ff0\uff0c\u8fd9\u7c7b\u65e5\u5f0f\u51b7\u5410\u69fd\u6e38\u620f\u662f\u5c11\u6709\u7684\u9002\u5408\u591a\u6a21\u6001 LLM \u8fdb\u884c\u521b\u9020\u529b\u6d4b\u8bc4\u7684\u7406\u60f3\u5e73\u53f0\u3002<\/section>\n<section><\/section>\n<section><strong>\u4efb\u52a1\u5185\u5bb9<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-5175e969eeb63829772c1f911ebd9ab9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-5175e969eeb63829772c1f911ebd9ab9.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 3<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u4e0e\u4e00\u822c\u5927\u6a21\u578b\u6d4b\u8bc4 (Standard Evaluation) \u4e2d\u9009\u62e9\u3001\u6392\u5e8f\u7b49\u8303\u5f0f\u4e0d\u540c\u7684\u662f\uff0c\u8bba\u6587\u6240\u63d0\u51fa\u7684 LoTbench \u8003\u8651\u7684\u662f\u901a\u8fc7 LLM \u4ea7\u751f\u4eba\u7c7b\u9ad8\u8d28\u91cf\u521b\u65b0\u5185\u5bb9 (High-quality human-level response, HHCR) \u6240\u9700\u8981\u7684\u603b\u8f6e\u6570\u6784\u5efa\u4e00\u4e2a\u521b\u9020\u529b\u5f97\u5206\u3002<\/section>\n<section><\/section>\n<section>\u5982\u56fe 3 \u53f3\u6240\u793a\uff0c\u5bf9\u4e8e\u4e00\u4e2a HHCR\uff0cLLM \u5728\u7ed9\u5b9a\u6761\u4ef6\u4e0b\uff0c\u591a\u8f6e\u5730\u5c1d\u8bd5\u751f\u6210\u548c HHCR \u5177\u6709\u5f02\u66f2\u540c\u5de5\u4e4b\u5999\u7684\u521b\u65b0\u54cd\u5e94\u3002\u5f53 LLM \u4ee5\u5f88\u5c11\u7684\u8f6e\u6570\u4ea7\u751f HHCR\uff0c\u53ef\u4ee5\u8ba4\u4e3a LLM \u5177\u6709\u4e0d\u9519\u7684\u521b\u9020\u529b\u3002\u53cd\u4e4b\uff0c\u5982\u679c LLM \u9700\u8981\u5f88\u957f\u7684\u8f6e\u6570\uff0c\u751a\u81f3\u65e0\u9650\u8f6e (\u5373\u65e0\u6cd5\u5230\u8fbe)\uff0c\u5219\u53ef\u4ee5\u8ba4\u4e3a\u5728\u5f53\u524d HHCR \u4e2d\u521b\u9020\u529b\u4e0d\u8db3\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-5155eb98192a0887d00b7dd42085e17e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-5155eb98192a0887d00b7dd42085e17e.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 4<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u57fa\u4e8e\u4e0a\u8ff0\u601d\u60f3\uff0c\u56fe 4 \u5c55\u793a\u4e86\u6240\u63d0\u51fa\u7684 LoTbench \u7684\u5177\u4f53\u6d41\u7a0b\uff1a<\/section>\n<ul>\n<li>\n<p>\u7cbe\u9009\u5177\u6709\u4eba\u7c7b\u9ad8\u8d28\u91cf\u521b\u65b0\u5185\u5bb9 (HHCR) \u7684\u65e5\u5f0f\u51b7\u5410\u69fd\u6e38\u620f\u7684\u6570\u636e\uff0c\u6784\u5efa MLM task\uff0c\u5373\u8981\u6c42 LLM \u6bcf\u4e00\u8f6e\u6839\u636e\u56fe\u6587\u4fe1\u606f\uff0c\u751f\u6210 Rt \u8865\u5168\u7ed9\u5b9a\u6587\u5b57\u7a7a\u7f3a\uff1b<\/p>\n<\/li>\n<li>\n<p>\u5224\u65ad\u751f\u6210\u7684 Rt \u548c R (\u5373 HHCR) \u662f\u5426\u662f\u5f02\u66f2\u540c\u5de5\u4e4b\u5999 (different approach but equally satisfactory outcome, DAESO)\u3002\u82e5\u662f\uff0c\u5219\u5f00\u59cb\u901a\u8fc7\u8f6e\u6570\u8ba1\u7b97\u521b\u9020\u529b\u5206\u6570\uff0c\u5426\u5219\u8fdb\u5165\u7b2c 3 \u6b65\uff1b<\/p>\n<\/li>\n<li>\n<p>\u8981\u6c42\u5f85\u6d4b LLM \u6839\u636e\u6d4b\u8bc4\u65f6\u5386\u53f2\u4ea4\u4e92\u4fe1\u606f\uff0c\u63d0\u51fa\u4e00\u4e2a\u4e00\u822c\u7591\u95ee\u53e5 Qt. \u6d4b\u8bc4\u7cfb\u7edf\u6839\u636e HHCR\uff0c\u8fd4\u56de Yes \u6216\u8005 No;<\/p>\n<\/li>\n<li>\n<p>\u6574\u7406\u5f53\u524d\u8f6e\u4ea4\u4e92\u7684\u6240\u6709\u4fe1\u606f\uff0c\u548c\u7cfb\u7edf\u63d0\u4f9b\u7684\u63d0\u793a\uff0c\u79f0\u4e3a\u4e0b\u4e00\u8f6e\u7684 history prompt\uff0c\u91cd\u65b0\u8fdb\u5165\u7b2c 1 \u6b65\u751f\u6210\u521b\u65b0\u54cd\u5e94\u73af\u8282\u3002<\/p>\n<\/li>\n<\/ul>\n<section>\u521b\u9020\u529b\u5206\u6570 Sc \u7684\u6784\u5efa\u4e0e n \u4e2a HHCR samples \u5728 m \u6b21\u91cd\u590d\u5b9e\u9a8c\u6709\u5173\uff0c\u5177\u4f53\u5982\u4e0b\uff0c<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-7f01a6154e3d8ebbc6855a156343645b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-7f01a6154e3d8ebbc6855a156343645b.png\"><\/a><\/section>\n<section>\u521b\u9020\u529b\u5206\u6570 Sc \u6ee1\u8db3\u5982\u4e0b\u7279\u70b9\uff1a<\/section>\n<section><\/section>\n<section>1. \u521b\u9020\u529b\u5206\u6570\u4e0e\u8f6e\u6570\u6210\u53cd\u6bd4\uff0c\u8f6e\u6570\u8d8a\u5c11\u8d8a\u5177\u6709\u521b\u9020\u529b\uff1b<\/section>\n<section>2. \u5f53\u8f6e\u6570\u8d8b\u4e8e\u65e0\u9650\u65f6\uff0c\u521b\u9020\u529b\u5206\u6570\u8d8b\u4e8e 0\uff0c\u5373\u5f53\u524d LLM \u65e0\u6cd5\u5230\u8fbe\u7ed9\u5b9a HHCR\uff1b<\/section>\n<section>3. \u8003\u8651\u5230\u521b\u9020\u529b\u96be\u5ea6\u548c\u591a\u6837\u6027\uff0c\u521b\u9020\u529b\u5206\u6570\u57fa\u4e8e\u591a\u6b21\u5b9e\u9a8c\uff1b<\/section>\n<section><\/section>\n<section><strong>\u5982\u4f55\u5224\u65ad\u5f02\u66f2\u540c\u5de5\u4e4b\u5999\uff08DAESO\uff09\uff1f<\/strong><\/section>\n<section><\/section>\n<section>why \u5f02\u66f2\u540c\u5de5\u4e4b\u5999 (DAESO)\uff1f<\/section>\n<section><\/section>\n<section>\u521b\u9020\u529b\u4efb\u52a1\u7684\u4e00\u5927\u7279\u70b9\u662f\u591a\u6837\u6027\uff0c\u5bf9\u4e8e\u4e00\u4e2a\u7ed9\u5b9a\u7684\u586b\u8bcd\u6761\u4ef6\uff0c\u73a9\u5bb6\u53ef\u4ee5\u6709\u5f88\u591a\u7b26\u5408\u6761\u4ef6\u7684\u54cd\u5e94\u3002\u5982\u56fe 5 \u6240\u793a\uff0c\u300c\u6709\u6d3b\u529b\u7684\u95f9\u949f\u300d\u548c\u300c\u6709\u6d3b\u529b\u7684\u624b\u673a\u300d\u90fd\u6709\u76f8\u4f3c\u7684\u521b\u65b0\u5e7d\u9ed8\u4e4b\u5904\u3002\u4f46\u662f\u6211\u4eec\u4e0d\u80fd\u7b80\u5355\u5730\u901a\u8fc7\u6587\u5b57\u5339\u914d\u3001\u8bed\u4e49\u8ba1\u7b97\u5c31\u80fd\u5224\u65ad\u8fd9\u4e00\u70b9\uff0c\u5fc5\u987b\u5f15\u5165\u5f02\u66f2\u540c\u5de5\u4e4b\u5999\u5730\u5206\u6790\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c67a669273e755473e63df4247ea50e1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c67a669273e755473e63df4247ea50e1.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 5<\/sup><\/em><\/section>\n<section><\/section>\n<section>how \u5f02\u66f2\u540c\u5de5\u4e4b\u5999 (DAESO) \u5224\u65ad\uff1f<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-18f18902d1a077d35ed89f086c2b9b8b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-18f18902d1a077d35ed89f086c2b9b8b.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 6<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u5728\u8bba\u6587\u4e2d\uff0c\u4f5c\u8005\u63d0\u51fa\u6ee1\u8db3\u5f02\u66f2\u540c\u5de5\u4e4b\u5999 (DAESO) \u7684\u4e24\u4e2a\u54cd\u5e94\u9700\u8981\u6ee1\u8db3\u81f3\u5c11\u4e24\u4e2a\u6761\u4ef6\uff1a<\/section>\n<section><\/section>\n<section>1. \u4e24\u4e2a\u54cd\u5e94\u6709\u76f8\u540c\u7684\u6838\u5fc3\u521b\u65b0\u89e3\u91ca\uff1b<\/section>\n<section>2. \u4e24\u4e2a\u54cd\u5e94\u6709\u76f8\u540c\u7684\u529f\u80fd\u76f8\u4f3c\u6027\uff1b<\/section>\n<section><\/section>\n<section>\u529f\u80fd\u76f8\u4f3c\u6027\u548c\u8bed\u4e49\u76f8\u4f3c\u6027\u7565\u6709\u4e0d\u540c\uff0c\u5982\u56fe 6 (a) \u6240\u793a\u3002\u4ece\u8bed\u4e49\u89d2\u5ea6\uff0c\u8bfa\u57fa\u4e9a\u548c\u4e09\u661f\u7684\u8bed\u4e49\u76f8\u4f3c\u5ea6\u9ad8\u4e8e\u8bfa\u57fa\u4e9a\u548c\u9524\u5b50\uff1b\u4f46\u662f\u5728\u7838\u6838\u6843\u573a\u666f\u4e0b\uff0c\u8bfa\u57fa\u4e9a\u5219\u548c\u9524\u5b50\u66f4\u52a0\u76f8\u4f3c\u3002\u5982\u679c\u4e24\u4e2a\u54cd\u5e94\u4ec5\u4ec5\u53ea\u6709\u521b\u65b0\u89e3\u91ca\u4e00\u6837\uff0c\u800c\u4e0d\u662f\u67d0\u79cd\u529f\u80fd\u4e0a\u7684\u76f8\u4f3c\u7684\u8bdd\uff0c\u90a3\u4e48\u54cd\u5e94\u53ef\u80fd\u4f1a\u504f\u79bb\u5730\u6bd4\u8f83\u5927\uff0c\u6bd4\u5982\u5bf9\u5e94\u56fe 5 \u7684\u4f8b\u5b50\u4e5f\u53ef\u4ee5\u662f\u300c\u6709\u6d3b\u529b\u7684\u8df3\u86a4\u300d\uff0c\u4f46\u662f\u8df3\u86a4\u6ca1\u6709\u4f53\u73b0\u300c\u53d1\u51fa\u58f0\u97f3\u300d\u7684\u529f\u80fd\uff1b\u53e6\u5916\uff0c\u5982\u679c\u4e24\u4e2a\u54cd\u5e94\u4ec5\u4ec5\u53ea\u6709\u529f\u80fd\u4e00\u6837\uff0c\u90a3\u4e48\u54cd\u5e94\u53ef\u80fd\u4f1a\u6ca1 get \u5230\u70b9\uff0c\u6bd4\u5982\u5bf9\u5e94\u56fe 5 \u7684\u4f8b\u5b50\u4e5f\u53ef\u4ee5\u662f\u300c\u6709\u6d3b\u529b\u7684\u9f13\u300d\uff0c\u4f46\u662f\u9f13\u6ca1\u6709\u5f88\u597d\u4f53\u73b0\u7531\u4e8e\u8df3\u52a8\u6240\u5e26\u6765\u7684\u6d3b\u529b\u611f\u3002<\/section>\n<section><\/section>\n<section>\u5728\u5177\u4f53 DAESO \u5224\u65ad\u7684\u5b9e\u73b0\u4e2d\uff0c\u4f5c\u8005\u9996\u5148\u4e3a\u6bcf\u4e00\u4e2a HHCR \u8fdb\u884c\u975e\u5e38\u8be6\u7ec6\u7684\u89e3\u91ca\u6807\u6ce8\uff0c\u5373\u89e3\u91ca\u4e3a\u4ec0\u4e48\u7ed9\u5b9a\u7684 HHCR \u662f\u5e7d\u9ed8\u4e14\u5bcc\u6709\u521b\u9020\u529b\u7684\u3002\u63a5\u7740\u914d\u5408\u7a81\u7834\u7684 caption \u4fe1\u606f\uff0c\u53ef\u4ee5\u5229\u7528 LLM \u5728\u6587\u672c\u7a7a\u95f4\u4e2d\u6784\u5efa\u5bf9\u5e94\u7684\u56e0\u679c\u94fe\u6761\uff0c\u5982\u56fe 6 (c) \u6240\u793a\u3002\u5e76\u6784\u5efa\u7279\u5b9a\u7684 instruction \u6765\u5bf9 DAESO \u7684\u4e24\u4e2a\u63d0\u51fa\u7684\u6761\u4ef6\uff0c\u5728\u6587\u672c\u7a7a\u95f4\u4e2d\u5224\u65ad\u3002<\/section>\n<section><\/section>\n<section>\u5728\u6587\u4e2d\uff0c\u57fa\u4e8e GPT 4o mini \u53ef\u4ee5\u8fbe\u5230\u8f83\u5c11\u8ba1\u7b97\u4ee3\u4ef7\u7684\u60c5\u51b5\u4e0b\uff0c\u5b9e\u73b0\u5bf9 DAESO \u6709 80%-90% \u7684\u5224\u65ad\u51c6\u786e\u7387\u3002\u53e6\u5916\u9274\u4e8e LoTbench \u4f1a\u8fdb\u884c\u591a\u6b21\u91cd\u590d\u5b9e\u9a8c\uff0c\u56e0\u6b64 DAESO \u7684\u5224\u65ad\u7684\u51c6\u786e\u7387\u53ef\u4ee5\u8fdb\u4e00\u6b65\u5f97\u5230\u4fdd\u8bc1\u3002<\/section>\n<section><\/section>\n<section><strong>\u6d4b\u8bc4\u7ed3\u679c<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-423b8d0a245d0bbf6b2fa19a9aab9cea.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-423b8d0a245d0bbf6b2fa19a9aab9cea.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 7<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u901a\u8fc7\u5bf9\u5f53\u524d\u4e3b\u6d41 LLM \u7684\u6d4b\u8bc4\uff0c\u5982\u56fe 7 \u6240\u793a\uff0c\u53ef\u4ee5\u53d1\u73b0\u5f53\u524d\u7684 LLM \u5728 LoTbench \u6d4b\u8bc4\u7684\u610f\u4e49\u4e0b\uff0c\u521b\u9020\u529b\u5e76\u4e0d\u5f3a\u3002\u4f46\u548c\u4e0d\u540c\u7ea7\u522b\u7684\u4eba\u7c7b\u76f8\u6bd4\uff0cLLM \u7684\u521b\u9020\u529b\u662f\u5177\u6709\u8d85\u8d8a\u4eba\u7c7b\u7684\u6f5c\u529b\u7684\u3002<\/section>\n<section><\/section>\n<section>\u56fe 8 \u53ef\u89c6\u5316\u4e86\u6d4b\u8bc4\u699c\u5355\u4e2d\u6392\u540d\u524d\u4e8c\u7684 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