{"id":36178,"date":"2025-01-07T02:00:16","date_gmt":"2025-01-06T18:00:16","guid":{"rendered":"https:\/\/17aitech.com\/?p=36178"},"modified":"2025-01-07T02:00:16","modified_gmt":"2025-01-06T18:00:16","slug":"%e4%bb%a5%e5%9b%be%e7%81%b5%e6%9c%ba%e4%b8%ba%e5%b8%88%ef%bc%9a%e9%80%9a%e8%bf%87%e5%be%ae%e8%b0%83%e8%ae%ad%e7%bb%83%e8%ae%a9%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%e6%87%82%e6%89%a7%e8%a1%8c","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36178","title":{"rendered":"\u4ee5\u56fe\u7075\u673a\u4e3a\u5e08\uff1a\u901a\u8fc7\u5fae\u8c03\u8bad\u7ec3\u8ba9\u5927\u8bed\u8a00\u6a21\u578b\u61c2\u6267\u884c\u8ba1\u7b97\u8fc7\u7a0b"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-18-5\" target=\"_blank\">\u4ee5\u56fe\u7075\u673a\u4e3a\u5e08\uff1a\u901a\u8fc7\u5fae\u8c03\u8bad\u7ec3\u8ba9\u5927\u8bed\u8a00\u6a21\u578b\u61c2\u6267\u884c\u8ba1\u7b97\u8fc7\u7a0b<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-fdd7a2239b070036c7126292e51a042c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-fdd7a2239b070036c7126292e51a042c.png\"><\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>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<\/p>\n<\/section>\n<\/blockquote>\n<p><strong>\u672c\u6587\u6765\u81ea\u5357\u4eac\u5927\u5b66\u8ba1\u7b97\u673a\u5b66\u9662\u8f6f\u4ef6\u7814\u7a76\u6240\uff0c\u805a\u7126\u4e8e\u5f00\u653e\u73af\u5883\u4e0b\u7684\u667a\u80fd\u8f6f\u4ef6\u65b0\u6280\u672f\u7814\u7a76\uff0c\u5b9a\u4f4d\u56fd\u9645\u5b66\u672f\u524d\u6cbf\uff0c\u9762\u5411\u56fd\u5bb6\u5173\u952e\u9700\u6c42\uff0c\u627f\u62c5\u4e86\u4e00\u7cfb\u5217\u56fd\u5bb6\u79d1\u6280\u90e8\u548c\u57fa\u91d1\u59d4\u91cd\u5927\/\u91cd\u70b9\u79d1\u7814\u9879\u76ee\u3002\u56e2\u961f\u62e5\u6709\u5305\u62ec\u4e2d\u79d1\u9662\u9662\u58eb\u7b49\u591a\u540d\u56fd\u5bb6\u7ea7\u4eba\u624d\uff0c\u91cd\u70b9\u5173\u6ce8\u8f6f\u4ef6\u548c\u667a\u80fd\u65b9\u5411\uff0c\u7814\u7a76\u6210\u679c\u53d1\u8868\u4e8eNeurIPS\/ICLR\/SOSP\/ATC\/EuroSys\/OOPSLA\/PLDI\/ICSE\/FSE\u7b49\u56fd\u9645\u9876\u7ea7\u4f1a\u8bae\uff0c\u5176\u4e2d\u591a\u7bc7\u6587\u7ae0\u83b7\u5f97\u76f8\u5e94\u4f1a\u8bae\u7684\u6700\u4f73\u8bba\u6587\u5956\u3002<\/strong><\/p>\n<p>\u5927\u578b\u8bed\u8a00\u6a21\u578b \uff08LLM\uff09 \u5728\u5404\u79cd\u81ea\u7136\u8bed\u8a00\u5904\u7406\u548c\u63a8\u7406\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u5353\u8d8a\u7684\u80fd\u529b\uff0c\u67d0\u4e9b\u5e94\u7528\u573a\u666f\u751a\u81f3\u8d85\u8d8a\u4e86\u4eba\u7c7b\u7684\u8868\u73b0\u3002\u7136\u800c\uff0c\u8fd9\u7c7b\u6a21\u578b\u5728\u6700\u57fa\u7840\u7684\u7b97\u672f\u95ee\u9898\u7684\u8868\u73b0\u4e0a\u5374\u4e0d\u5c3d\u5982\u4eba\u610f\u3002\u5f53\u9047\u5230\u7b97\u672f\u95ee\u9898\u65f6\uff0cLLM \u901a\u5e38\u4f9d\u8d56\u8bb0\u4f4f\u7279\u5b9a\u7684\u8868\u8fbe\u5f0f\u53ca\u5176\u5bf9\u5e94\u7ed3\u679c\u7684\u65b9\u5f0f\u8f93\u51fa\u7b97\u672f\u95ee\u9898\u7684\u7ed3\u679c\u3002\u901a\u8fc7\u7b80\u5355\u7684\u5b9e\u9a8c\u53d1\u73b0\uff0cLLM \u53ea\u5728\u8bed\u8a00\u5c42\u9762\u8868\u8fbe\u4e86\u5bf9\u7b97\u672f\u8fd0\u7b97\u7684\u903b\u8f91\u7406\u89e3\uff0c\u4f46\u5e76\u6ca1\u6709\u8fd0\u7528\u8ba1\u7b97\u903b\u8f91\u89e3\u51b3\u7b97\u672f\u95ee\u9898\uff0c\u8fd9\u5bf9 LLM \u5728\u76f8\u5173\u9886\u57df\u4e2d\u7684\u5e94\u7528\u9020\u6210\u4e86\u91cd\u5927\u969c\u788d\uff0c\u540c\u65f6\u5f71\u54cd\u4e86\u5176\u63a8\u5e7f\u5230\u65b0\u573a\u666f\u7684\u80fd\u529b\u3002<\/p>\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6765\u81ea\u5357\u4eac\u5927\u5b66\u7684\u7814\u7a76\u8005\u63d0\u51fa\u4e86\u4e00\u79cd\u9762\u5411 LLM \u7684\u53ef\u7ec4\u88c5\u7b97\u672f\u6267\u884c\u6846\u67b6 \uff08CAEF\uff09\uff0c\u4f7f LLM \u80fd\u591f\u901a\u8fc7\u6a21\u4eff\u56fe\u7075\u673a\u7684\u65b9\u5f0f\u6765\u6267\u884c\u7b97\u672f\uff0c\u4ece\u800c\u7406\u89e3\u8ba1\u7b97\u903b\u8f91\u3002\u6b64\u5916\uff0cCAEF \u5177\u6709\u9ad8\u5ea6\u7684\u53ef\u6269\u5c55\u6027\uff0c\u5141\u8bb8\u7ec4\u5408\u5df2\u7ecf\u5b66\u4e60\u5230\u7684\u8fd0\u7b97\u7b26\uff0c\u4ee5\u964d\u4f4e\u590d\u6742\u8fd0\u7b97\u7b26\u7684\u5b66\u4e60\u96be\u5ea6\u3002\u8bc4\u4f30\u8868\u660e\uff0cLlaMA 3.1-8B \u6a21\u578b\u914d\u5408 CAEF \u53ef\u5728 7 \u79cd\u7ecf\u5178\u6570\u5b66\u7b97\u672f\u8fd0\u7b97\u7684\u6d4b\u8bd5\u4e2d\u5b9e\u73b0\u4e86\u8fd1\u4e4e 100% \u7684\u51c6\u786e\u7387\uff0c\u4e14\u80fd\u591f\u652f\u6491 100 \u4f4d\u64cd\u4f5c\u6570\u7684\u8ba1\u7b97\uff0c\u800c\u540c\u7b49\u96be\u5ea6\u4e0b\uff0c GPT-4o \u5728\u4e00\u4e9b\u7b97\u672f\u95ee\u9898\u6d4b\u8bd5\u4e2d\u65e0\u6cd5\u6b63\u786e\u7ed9\u51fa\u8ba1\u7b97\u7ed3\u679c\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-54b6a9b03daf4c9bb26e58597e07473e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-54b6a9b03daf4c9bb26e58597e07473e.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aExecuting Arithmetic: Fine-Tuning Large Language Models as Turing Machines<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2410.07896<\/section>\n<\/li>\n<li>\n<section>\u9879\u76ee\u4e3b\u9875\uff1ahttps:\/\/github.com\/NJUDeepEngine\/CAEF<\/section>\n<\/li>\n<\/ul>\n<p>\u8be5\u5de5\u4f5c\u7684\u8d21\u732e\u4e3b\u8981\u6709\u4ee5\u4e0b\u90e8\u5206\uff1a<\/p>\n<ul>\n<li>\n<section>\u53ef\u7ec4\u88c5\u7684\u7b97\u672f\u6267\u884c\u6846\u67b6\uff1a\u63d0\u51fa\u4e86\u4e00\u79cd\u9762\u5411 LLM \u7684\u7b97\u672f\u6267\u884c\u6846\u67b6\uff0c\u4f7f LLM \u80fd\u591f\u901a\u8fc7\u6a21\u4eff\u56fe\u7075\u673a\u7684\u65b9\u5f0f\u89e3\u51b3\u7b97\u672f\u95ee\u9898\u3001\u638c\u63e1\u8fd0\u7b97\u7b26\u7684\u8ba1\u7b97\u903b\u8f91\u3002\u6b64\u5916\uff0cCAEF \u8fd8\u652f\u6301\u7ec4\u5408\u591a\u4e2a\u5df2\u5b66\u4e60\u7684\u8fd0\u7b97\u7b26\u6765\u5b9e\u73b0\u66f4\u590d\u6742\u7684\u8fd0\u7b97\u7b26\u3002<\/section>\n<\/li>\n<li>\n<section>Executor \u548c Aligners\uff1a\u57fa\u4e8e\u6846\u67b6 CAEF\uff0c\u5b9e\u73b0\u4e86\u4e03\u4e2a\u5e38\u89c1\u8fd0\u7b97\u7b26\uff0c\u5206\u522b\u6784\u9020\u4e86\u5bf9\u5e94\u7684 executor \u548c aligner\u3002\u5176\u4e2d\uff0cexecutor \u8d1f\u8d23\u4ee5\u8fed\u4ee3\u65b9\u5f0f\u5206\u6b65\u6267\u884c\u8ba1\u7b97\uff0c\u800c aligner \u5145\u5f53\u63a5\u53e3\uff0c\u5b8c\u6210 executor \u7684\u56fe\u7075\u673a\u98ce\u683c\u8868\u793a\u548c\u539f\u59cb\u6587\u672c\u8868\u793a\u4e4b\u95f4\u7684\u53cc\u5411\u8f6c\u6362\u3002<\/section>\n<\/li>\n<li>\n<section>\u8ba1\u7b97\u51c6\u786e\u7387\uff1a\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u57fa\u4e8e CAEF \u7684 LLaMA 3.1-8B \u5728\u8fd9\u4e03\u4e2a\u8fd0\u7b97\u7b26\u4e0a\u7684\u8868\u73b0\u4f18\u4e8e\u73b0\u6709\u7684 LLM\uff0c\u4e14\u80fd\u591f\u5728\u64cd\u4f5c\u6570\u9ad8\u8fbe 100 \u4f4d\u65f6\u5b9e\u73b0\u51e0\u4e4e 100% \u7684\u51c6\u786e\u7387\u3002<\/section>\n<\/li>\n<\/ul>\n<p><strong>\u76f8\u5173\u5de5\u4f5c<\/strong><\/p>\n<p><strong>LLM \u9762\u5bf9\u6570\u5b66\u95ee\u9898\uff1a<\/strong>\u5f53\u524d\u7814\u7a76\u4e3b\u8981\u96c6\u4e2d\u5982\u4f55\u5728\u63d0\u9ad8 LLM \u9762\u5bf9\u6570\u5b66\u4efb\u52a1\u7684\u89e3\u9898\u6027\u80fd\uff0c\u901a\u5e38\u5f15\u5165\u5916\u90e8\u5de5\u5177\u6765\u8f85\u52a9 LLM \u89e3\u51b3\u8ba1\u7b97\u90e8\u5206\u7684\u5185\u5bb9\u3002\u4e00\u7c7b\u5e38\u89c1\u7684\u5916\u90e8\u5de5\u5177\u4e3a\u8ba1\u7b97\u5668\uff0c\u5982 Schick et al. (2024) [1] \uff0c\u8be5\u5de5\u4f5c\u5f15\u5165\u4e86\u4e00\u79cd\u81ea\u76d1\u7763\u5b66\u4e60\u65b9\u6cd5\uff0c\u6a21\u578b\u5728\u8be5\u65b9\u6cd5\u4e2d\u5b66\u4e60\u4f55\u65f6\u901a\u8fc7 API \u8bbf\u95ee\u8c03\u7528\u5916\u90e8\u5de5\u5177\uff0c\u7c7b\u4f3c\u7684\u7b56\u7565\u53ef\u4ee5\u5728 Gou et al. (2023) [2] \u548c He-Yueya et al. (2023) [3] \u4e2d\u4e5f\u80fd\u627e\u5230\u3002\u53e6\u4e00\u7c7b\u5de5\u5177\u662f\u7f16\u7a0b\u8bed\u8a00\u89e3\u91ca\u5668\uff0c\u4f8b\u5982 Python\uff0cLLM \u751f\u6210\u7528\u4e8e\u89e3\u51b3\u6570\u5b66\u95ee\u9898\u7684\u4ee3\u7801\uff0c\u518d\u4ea4\u7531\u5916\u90e8\u89e3\u91ca\u5668\u6267\u884c\u4ee3\u7801\u4ee5\u83b7\u5f97\u6700\u7ec8\u7684\u7ed3\u679c\u3002\u4e00\u4e2a\u5178\u578b\u7684\u4f8b\u5b50\u662f Lu et al. (2024) [4] \uff0c\u5b83\u5c06 LLM \u89c6\u4e3a\u751f\u6210\u4ee3\u7801\u5e76\u5c06\u5176\u63d0\u4ea4\u7ed9\u5916\u90e8 Python \u6267\u884c\u7a0b\u5e8f\u4ee5\u5904\u7406\u8868\u683c\u4e0a\u4e0b\u6587\u4e2d\u7684\u6570\u5b66\u95ee\u9898\u3002Wang et al. (2023) [5] \u91c7\u7528\u76d1\u7763\u5b66\u4e60\u7684\u65b9\u5f0f\u8ba9 LLM \u5b66\u4e60\u5982\u4f55\u901a\u8fc7\u6784\u5efa\u7528\u4e8e\u89e3\u51b3\u6570\u5b66\u95ee\u9898\u7684\u7a0b\u5e8f\uff0c\u800c Zhou et al. (2023) [6] \u63d0\u51fa\u4e86\u4e00\u79cd\u96f6\u6837\u672c\u63d0\u793a\u65b9\u6cd5\uff0c\u4ee5\u5b9e\u73b0\u4ee3\u7801\u9a71\u52a8\u7684\u81ea\u6211\u9a8c\u8bc1\uff0c\u4ece\u800c\u63d0\u9ad8\u6570\u5b66\u89e3\u9898\u6027\u80fd\u3002<\/p>\n<p><strong>LLM \u9762\u5bf9\u7b97\u672f\u95ee\u9898\uff1a<\/strong>\u5f53\u524d\u4e5f\u6709\u4e00\u4e9b\u4e13\u6ce8\u4e8e LLM \u7b97\u672f\u65b9\u9762\u7684\u7814\u7a76\u3002\u8fd9\u4e9b\u7814\u7a76\u7684\u5171\u540c\u76ee\u6807\u662f\u5c1d\u8bd5\u6559\u4f1a LLM \u8ba1\u7b97\u903b\u8f91\uff0c\u5e76\u901a\u8fc7\u5206\u6b65\u8ba1\u7b97\u7684\u65b9\u6cd5\u62c6\u89e3\u8ba1\u7b97\u8fc7\u7a0b\uff0c\u4ee5\u63d0\u9ad8\u8ba1\u7b97\u51c6\u786e\u6027\u3002\u5728\u8fd9\u4e9b\u7814\u7a76\u4e2d\uff0cNye et al. (2021) [7] \u00a0\u662f\u4e00\u9879\u65e9\u671f\u4e14\u5f71\u54cd\u6df1\u8fdc\u7684 \u65b9\u6cd5\u3002\u5b83\u5728\u7b97\u672f\u9886\u57df\u5f15\u5165\u4e86\u7c7b\u4f3c\u601d\u7ef4\u94fe (CoT) \u7684\u601d\u60f3\u62c6\u5206\u8ba1\u7b97\u8fc7\u7a0b\uff0c\u8ba9\u8bed\u8a00\u6a21\u578b\u628a\u8ba1\u7b97\u7684\u4e2d\u95f4\u6b65\u9aa4\u8f93\u51fa\u5230\u4e00\u4e2a\u88ab\u79f0\u4e3a \u201cscratchpad\u201d \u7684\u7f13\u51b2\u533a\uff0c\u663e\u8457\u63d0\u9ad8\u4e86 LLM \u6574\u6570\u52a0\u6cd5\u7684\u6027\u80fd\u3002Hu et al. (2024) [8] \u89c2\u5bdf\u5230 transformers \u503e\u5411\u4e8e\u4f7f\u7528 \u201c\u57fa\u4e8e\u8bb0\u5fc6\u6837\u4f8b\u7684\u63a8\u7406\u201d \u6765\u5904\u7406\u7b97\u672f\u95ee\u9898\uff0c\u5e76\u63d0\u51fa\u4e86\u4e00\u79cd\u9075\u5faa\u89c4\u5219\u7684\u5fae\u8c03\u6280\u672f\uff0c\u6307\u5bfc\u6a21\u578b\u9010\u6b65\u6267\u884c\u8ba1\u7b97\u3002Zhou et al. (2024) [9] \u7ed3\u5408\u4e86\u56db\u79cd\u6280\u672f\uff08FIRE \u4f4d\u7f6e\u7f16\u7801\u3001\u968f\u673a\u4f4d\u7f6e\u7f16\u7801\u3001\u53cd\u5411\u683c\u5f0f\uff08R2L \u683c\u5f0f\uff09\u548c\u7d22\u5f15\u63d0\u793a\uff09\u5f00\u53d1\u4e86\u4e00\u79cd\u65b0\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u5728\u4e24\u4e2a\u6574\u6570\u52a0\u6cd5\u95ee\u9898\u4e0a\u5b9e\u73b0\u4e86 2.5\u00d7 \u7684\u957f\u5ea6\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<p><strong>\u65b9\u6cd5\u63cf\u8ff0<\/strong><\/p>\n<p>\u8be5\u5de5\u4f5c\u8bbe\u8ba1\u4e86\u4e00\u79cd\u53ef\u4ee5\u4f7f LLM \u5b66\u4e60\u6a21\u62df\u56fe\u7075\u673a\u6267\u884c\u7684\u6846\u67b6 CAEF\u3002\u56fe\u7075\u673a\u4e2d\u7684\u8f6c\u79fb\u51fd\u6570\uff08transition function\uff09\u63cf\u8ff0\u4e86\u57fa\u4e8e\u5f53\u524d\u8ba1\u7b97\u72b6\u6001\u548c\u7eb8\u5e26\u4fe1\u606f\u5e94\u8be5\u6267\u884c\u4ec0\u4e48\u64cd\u4f5c\uff0c\u5176\u4e2d\u5929\u7136\u8574\u542b\u4e86\u5206\u6b65\u8ba1\u7b97\u7684\u903b\u8f91\u3002\u6b64\u5916\uff0c\u7ec4\u88c5\u591a\u4e2a\u73b0\u6709\u7684\u56fe\u7075\u673a\u80fd\u591f\u5b9e\u73b0\u66f4\u52a0\u590d\u6742\u7684\u8ba1\u7b97\u903b\u8f91\uff0c\u56e0\u6b64\u56fe\u7075\u673a\u4e3a\u8ba1\u7b97\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5f88\u597d\u7684\u601d\u8def\u3002\u7136\u800c\uff0cLLM \u662f\u57fa\u4e8e\u6587\u672c\u7684\u751f\u6210\u5f0f\u6a21\u578b\uff0c\u56e0\u6b64\u5982\u4f55\u5c06\u56fe\u7075\u673a\u7684\u5de5\u4f5c\u6a21\u5f0f\u6709\u6548\u5730\u8f6c\u79fb\u5230 LLM \u4e0a\u6210\u4e3a\u4e86\u4e00\u4e2a\u96be\u70b9\u3002<\/p>\n<p><strong>\u6846\u67b6\u8bbe\u8ba1\uff1a<\/strong>\u9488\u5bf9\u8fd9\u4e2a\u95ee\u9898\uff0cCAEF \u8bbe\u8ba1\u4e86\u4e00\u79cd LLM \u53cb\u597d\u7684\u57fa\u4e8e\u6587\u672c\u7684\u8868\u793a\u7cfb\u7edf\uff0c\u5176\u5de5\u4f5c\u793a\u610f\u5982\u56fe 1 \u6240\u793a\uff0c\u5de6\u4fa7\u662f\u4e00\u4e2a\u81ea\u52a8\u673a\u72b6\u6001\u56fe\u793a\u4f8b\uff0c\u53f3\u4fa7\u662f CAEF \u7684\u5de5\u4f5c\u793a\u610f\u56fe\u3002CAEF \u8bbe\u8ba1\u4e86\u4e00\u5957\u57fa\u4e8e\u6587\u672c\u7684\u8868\u793a\uff0c\u5305\u62ec\u4e24\u7ec4\u5fc5\u9700\u7684\u5143\u7d20\uff1a\u72b6\u6001 (state) \u548c\u547d\u4ee4 (command)\uff0c\u5206\u522b\u5bf9\u5e94\u4e8e\u56fe\u4e2d\u7684\u84dd\u8272\u548c\u7c89\u8272\u90e8\u5206\u3002state \u90e8\u5206\u8bb0\u5f55\u4e86\u5f53\u524d\u7684\u8ba1\u7b97\u72b6\u6001 (status)\u3001\u64cd\u4f5c\u6570 (operands)\u3001\u8ba1\u7b97\u4e2d\u95f4\u53d8\u91cf\u548c\u7ed3\u679c\u7b49\u4fe1\u606f\u3002Command \u90e8\u5206\u7531\u4e00\u7ec4\u64cd\u4f5c\u7ec4\u6210\uff0c\u4f8b\u5982\u5199\u5165 ([OUTPUT]) \u548c\u8c03\u7528 ([CALL])\u3002\u8f93\u5165\u5f53\u524d\u72b6\u6001\u548c\u547d\u4ee4\u540e\uff0cLLM \u4f1a\u4ee5\u7c7b\u4f3c\u81ea\u52a8\u673a\u7684\u65b9\u5f0f\uff0c\u751f\u6210\u4e0b\u4e00\u4e2a\u72b6\u6001\u548c\u76f8\u5e94\u7684\u547d\u4ee4\uff0c\u5bf9\u5e94\u4e8e\u72b6\u6001\u56fe\u4e2d\u7684\u4e00\u6b21\u72b6\u6001\u8f6c\u6362\u3002\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u5f62\u5f0f\u5316\u6765\u8bf4\uff0cLLM \u7684\u5b66\u4e60\u76ee\u6807\u5373\u4e00\u4e2a\u8f6c\u79fb\u51fd\u6570<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-fecd018fbe9510df9a6b9d3f43ca2311.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-fecd018fbe9510df9a6b9d3f43ca2311.png\"><\/a>\uff0c\u5bf9\u4e8e\u7ed9\u5b9a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-36725c0e5794f40a7514ca609fb08432.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-36725c0e5794f40a7514ca609fb08432.png\"><\/a>\u7684\u8ba1\u7b97\u4e2d\u95f4\u7ed3\u679c &lt;<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3dae66ce1f473055873525a125ec092a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3dae66ce1f473055873525a125ec092a.png\"><\/a>&gt;\uff0cLLM \u9700\u8981\u751f\u6210\u4e0b\u4e00\u4e2a\u4e2d\u95f4\u7ed3\u679c &lt;<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-4da9499acc1eea8ae480ea5bb5840341.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-4da9499acc1eea8ae480ea5bb5840341.png\"><\/a>&gt;\uff0c\u5373<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e1db0cd77af90c672ab5b2e3af329767.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e1db0cd77af90c672ab5b2e3af329767.png\"><\/a>\u3002LLM \u901a\u8fc7\u5b66\u4e60\u8ba1\u7b97\u7684\u5355\u6b65\u6267\u884c\uff0c\u5c31\u80fd\u4ee5\u8fed\u4ee3\u7684\u65b9\u5f0f\u5b8c\u6210\u8ba1\u7b97\u4efb\u52a1\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5a9f2b6143bf9ff1ee862ab09b77735e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5a9f2b6143bf9ff1ee862ab09b77735e.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 1. CAEF \u6846\u67b6\u56fe\u793a<\/sup><\/em><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-80451465cfb6fbcd8e6e6679fd6eea78.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-80451465cfb6fbcd8e6e6679fd6eea78.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 2. 45+67 \u6267\u884c\u8fc7\u7a0b<\/sup><\/em><\/p>\n<p>\u6b64\u5916\uff0c\u7531\u4e8e\u8ba1\u7b97\u7684\u521d\u59cb\u72b6\u6001\u548c\u547d\u4ee4 &lt;<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-67ea0c6a0e7bad710c92292494f2200f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-67ea0c6a0e7bad710c92292494f2200f.png\"><\/a>\u00a0&gt; \u672c\u8eab\u5e76\u4e0d\u5b58\u5728\uff0cCAEF \u9488\u5bf9\u6bcf\u4e2a\u64cd\u4f5c\u7b26\u9700\u8981\u8bbe\u8ba1\u4e24\u4e2a\u7ec4\u4ef6\uff0c\u4e00\u4e2a\u662f\u7528\u4e8e\u5145\u5f53\u81ea\u7136\u8bed\u8a00\u8868\u793a\u548c\u56fe\u7075\u673a\u98ce\u683c\u8868\u793a\u4e4b\u95f4 \u201c\u7ffb\u8bd1\u201d \u7684 aligner\uff0c\u53e6\u4e00\u4e2a\u662f\u4f9d\u7167\u4e0a\u8ff0\u6d41\u7a0b\u3001\u8d1f\u8d23\u5b9e\u9645\u6267\u884c\u8ba1\u7b97\u7684 executor\uff0c\u4e24\u8005\u4ee5\u72ec\u7acb\u7684 LoRA adapter \u7684\u5f62\u5f0f\u5b58\u5728\u3002\u5176\u4e2d executor \u53ef\u8fdb\u4e00\u6b65\u7ec6\u5206\u4e3a basic executor \u548c executor composer\u3002\u9488\u5bf9\u50cf\u52a0\u6cd5\u8fd9\u6837\u76f8\u5bf9\u5bb9\u6613\u7684\u57fa\u7840\u8fd0\u7b97\u7b26\uff0c\u53ef\u7531\u5355\u4e00\u7684 LoRA adapter \u5b9e\u73b0\u529f\u80fd\uff0c\u88ab\u79f0\u4e3a basic executor\uff1b\u800c\u50cf\u4e58\u6cd5\u8fd9\u6837\u53ef\u4ee5\u505a\u8fdb\u4e00\u6b65\u5206\u89e3\u7684\u590d\u6742\u8fd0\u7b97\u7b26\uff0c\u5176 executor \u672c\u8eab\u4e0d\u8d1f\u8d23\u5b9e\u9645\u8fd0\u7b97\uff0c\u5b83\u901a\u8fc7\u7ec4\u7ec7\u8ba1\u7b97\u6b65\u9aa4\u3001\u8c03\u7528\u5176\u4ed6\u8fd0\u7b97\u7b26\u7684 executor \u6765\u5b9e\u73b0\u529f\u80fd\uff0c\u88ab\u79f0\u4e3a executor composer\u3002<\/p>\n<p><strong>Basic executor\uff1a<\/strong>\u4ee5\u52a0\u6cd5\u4e3a\u4f8b\uff0c\u6587\u7ae0\u4ecb\u7ecd basic executor \u7684\u8bbe\u8ba1\u8fc7\u7a0b\u3002\u52a0\u6cd5\u53ef\u4ee5\u901a\u8fc7\u6a21\u62df\u7d2f\u52a0\u5668\u7684\u6267\u884c\u8fc7\u7a0b\u5b9e\u73b0\uff0c\u5373\u6bcf\u6b21\u4ece\u4e24\u4e2a\u64cd\u4f5c\u6570\u4e2d\u53d6\u76f8\u540c\u4f4d\u7f6e\u7684\u6570\u5b57\uff0c\u4e0e\u5b58\u50a8\u5728\u8fdb\u4f4d\u5bc4\u5b58\u5668\u4e2d\u7684\u503c\u4e09\u8005\u76f8\u52a0\uff0c\u5728\u8ba1\u7b97\u540e\u5199\u5165\u5f53\u524d\u4f4d\u8ba1\u7b97\u7ed3\u679c\uff0c\u540c\u65f6\u66f4\u65b0\u8fdb\u4f4d\u5bc4\u5b58\u5668\u3002\u56e0\u6b64\uff0c\u52a0\u6cd5\u72b6\u6001\u548c\u547d\u4ee4\u7684\u8868\u793a &lt; <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a5074d243b95ea0931c3cb739c68e01c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a5074d243b95ea0931c3cb739c68e01c.png\"><\/a> &gt; \u53ef\u6784\u9020\u5982\u4e0b\uff1a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-98ff06902e27153b7d5c27e4dc0f7aa6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-98ff06902e27153b7d5c27e4dc0f7aa6.png\"><\/a>\u5e94\u5305\u542b\uff1a1\uff09 \u4e24\u4e2a\u64cd\u4f5c\u6570\u30012\uff09 \u4e24\u4e2a\u6307\u9488\uff0c\u7528\u4e8e\u6307\u793a\u5f53\u524d\u53c2\u4e0e\u8ba1\u7b97\u7684\u4f4d\u7f6e\u30013\uff09 \u8fdb\u4f4d\u5bc4\u5b58\u5668\u3001 4\uff09 \u5230\u76ee\u524d\u4e3a\u6b62\u7684\u8ba1\u7b97\u7ed3\u679c\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8a379f38dc2d9bf7737a047db39a5fd5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8a379f38dc2d9bf7737a047db39a5fd5.png\"><\/a>\u5e94\u5305\u542b\uff1a1\uff09 \u8fdb\u4f4d\u548c\u8f93\u51fa\u7684\u5199\u5165\uff0c2\uff09 \u79fb\u52a8\u6307\u9488\u7684\u64cd\u4f5c\u3001 3\uff09 \u8ba1\u7b97\u72b6\u6001\u7684\u8f6c\u6362\u3002\u57fa\u4e8e\u8be5\u601d\u8def\uff0c\u53ef\u4ee5\u6784\u5efa\u52a0\u6cd5\u7684\u62bd\u8c61\u6267\u884c\u6d41\u7a0b\uff0c\u5982\u56fe 2 \u5de6\u4fa7\u7684\u81ea\u52a8\u673a\u56fe\u6240\u793a\u3002\u4ee5 \u201c45+67=\u201d \u8fd9\u4e2a\u95ee\u9898\u4e3a\u4f8b\uff0c\u56fe 2 \u7684\u53f3\u4fa7\u5c55\u793a\u4e86 executor \u7684\u5b8c\u6574\u6267\u884c\u6d41\u7a0b\u3002\u5b8c\u6574\u7684\u6587\u672c\u5f62\u5f0f\u8f6c\u6362\u8fc7\u7a0b\u5982\u4e0b\uff1a<\/p>\n<section>\n<section>Step 1 (aligner):<\/section>\n<section>45+67=<\/section>\n<section><\/section>\n<section>Step 2 (executor):<\/section>\n<section>state0: ADD, q0, [HEAD1] |5|4 [HEAD2] |7|6 [C] [OUTPUT]<\/section>\n<section>command0: CMD: [C] 0, [HEAD1] RIGHT, [HEAD2] RIGHT, q1<\/section>\n<section><\/section>\n<section>Step 3 (executor):<\/section>\n<section>state1: ADD, q1, [HEAD1]|5|4 [HEAD2]|7|6 [C] 0 [OUTPUT]<\/section>\n<section>command1: CMD: [C] 1, [OUTPUT] 2, [OUTPUT] RIGHT, [HEAD1] RIGHT, [HEAD2] RIGHT, q1<\/section>\n<section><\/section>\n<section>Step 4 (executor):<\/section>\n<section>state2: ADD, q1, |5 [HEAD1]|4 |7 [HEAD2]|6 [C] 1 |2 [OUTPUT]<\/section>\n<section>command2: CMD: [C] 1, [OUTPUT] 1, [OUTPUT] RIGHT, [HEAD1] RIGHT, [HEAD2] RIGHT, q1<\/section>\n<section><\/section>\n<section>Step 5 (executor):<\/section>\n<section>state3: ADD, q1, |5|4 [HEAD1] |7|6 [HEAD2] [C] 1 |2|1 [OUTPUT]<\/section>\n<section>command3: CMD: [OUTPUT] 1, [OUTPUT], [C], qH<\/section>\n<section><\/section>\n<section>Step 6 (executor):<\/section>\n<section>state4: ADD, qH, |5|4 [HEAD1] |7|6 [HEAD2] [C] 1 |2|1|1<\/section>\n<section>command4: No command to execute. Halt state.<\/section>\n<section><\/section>\n<section>Step 7 (aligner):<\/section>\n<section>45+67=112<\/section>\n<\/section>\n<p><strong>Executor composer\uff1a<\/strong>\u4ee5\u4e58\u6cd5\u4e3a\u4f8b\uff0c\u6587\u7ae0\u4ecb\u7ecd executor composer \u7684\u8bbe\u8ba1\u8fc7\u7a0b\u3002\u4e58\u6cd5\u53ef\u4ee5\u53ef\u4ee5\u901a\u8fc7\u52a0\u6cd5\u548c\u5c0f\u4e8e\u4e24\u4e2a\u64cd\u4f5c\u7b26\u5b9e\u73b0\u3002\u4ee5\u5f62\u5f0f a\u00d7b=c \u4e3a\u4f8b\uff0c\u4e00\u79cd\u7b80\u5355\u7684\u4e58\u6cd5\u5b9e\u73b0\u53ef\u4ee5\u5927\u81f4\u89c6\u4e3a\u5faa\u73af\u7ed3\u6784\u3002\u5728\u5faa\u73af\u4e2d\u4f7f\u7528\u4e24\u4e2a\u7d2f\u52a0\u5668\uff1a\u5728\u6bcf\u6b21\u5faa\u73af\u4e2d\uff0c\u4e00\u4e2a\u7d2f\u52a0\u5668\u81ea\u589e 1\uff0c\u53e6\u4e00\u4e2a\u7d2f\u52a0\u5668\u5728\u6bcf\u6b21\u5faa\u73af\u4e2d\u7d2f\u52a0 a\u3002\u5f53\u7b2c\u4e00\u4e2a\u7d2f\u52a0\u5668\u8fbe\u5230 b \u65f6\uff0c\u5faa\u73af\u7ed3\u675f\uff0c\u7b2c\u4e8c\u4e2a\u7d2f\u52a0\u5668\u7684\u503c\u5373\u4e3a\u7ed3\u679c c\u3002\u5728\u8be5\u8fc7\u7a0b\u4e2d\uff0c\u7d2f\u52a0\u5668\u901a\u8fc7\u73b0\u6709\u7684\u52a0\u6cd5\u64cd\u4f5c\u7b26\u5b9e\u73b0\uff0c\u5faa\u73af\u7ec8\u6b62\u6761\u4ef6\u7531\u5c0f\u4e8e\u64cd\u4f5c\u7b26\u5b9e\u73b0\uff0c\u800c\u4e58\u6cd5\u81ea\u8eab\u4e0d\u53c2\u4e0e\u5b9e\u9645\u8fd0\u7b97\uff0c\u4ec5\u9a71\u52a8\u8be5\u6d41\u7a0b\u7684\u6267\u884c\u3002\u57fa\u4e8e\u8be5\u601d\u8def\uff0c\u53ef\u4ee5\u6784\u5efa\u4e58\u6cd5\u7684\u62bd\u8c61\u6267\u884c\u6d41\u7a0b\uff0c\u5982\u56fe 3 \u5de6\u4fa7\u7684\u81ea\u52a8\u673a\u56fe\u6240\u793a\u3002\u4ee5 \u201c89\u00d72=\u201d \u8fd9\u4e2a\u95ee\u9898\u4e3a\u4f8b\uff0c\u56fe 3 \u7684\u53f3\u4fa7\u5c55\u793a\u4e86 executor \u7684\u5b8c\u6574\u6267\u884c\u6d41\u7a0b\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f4831fb2eeb9b71778b13056f00a39c8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f4831fb2eeb9b71778b13056f00a39c8.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 3. 89\u00d72 \u6267\u884c\u8fc7\u7a0b<\/sup><\/em><\/p>\n<p>\u901a\u8fc7\u4e0a\u8ff0\u8bbe\u8ba1\uff0cCAEF \u8d4b\u4e88\u4e86 LLM \u6267\u884c\u8ba1\u7b97\u7684\u80fd\u529b\uff0cexecutor \u00a0composer \u7684\u5b58\u5728\u8fd8\u4f7f\u5f97\u8be5\u65b9\u6cd5\u5177\u6709\u5f88\u9ad8\u7684\u6269\u5c55\u6027\uff0c\u80fd\u591f\u6709\u6548\u5904\u7406\u590d\u6742\u8ba1\u7b97\u3002<\/p>\n<p><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/p>\n<p>\u8be5\u5de5\u4f5c\u8bc4\u4f30\u4e86\u4e0d\u540c\u8fd0\u7b97\u7b26\u3001\u4e0d\u540c\u4f4d\u6570\u60c5\u51b5\u4e0b\u7684\u7b97\u672f\u51c6\u786e\u7387\u3002\u5b9e\u9a8c\u4f7f\u7528 LLaMA 3.1-8B \u9884\u8bad\u7ec3\u6a21\u578b\u4f5c\u4e3a\u57fa\u7840\u6a21\u578b\uff0c\u5728 +\u3001\u2212\u3001\u00d7\u3001\u00f7\u3001==\u3001&gt; \u548c &lt; \u8fd9 7 \u4e2a\u8fd0\u7b97\u7b26\u4e0a\u548c\u4e09\u4e2a\u57fa\u51c6\u8fdb\u884c\u4e86\u6bd4\u8f83\uff1a1\uff09LLaMA 3.1-8B \u9884\u8bad\u7ec3\u6a21\u578b\u57fa\u4e8e LoRA\u3001\u5728\u4ec5\u7ed9\u51fa\u8ba1\u7b97\u7ed3\u679c\u7684\u6570\u636e\u96c6\u4e0a\u76f4\u63a5\u5fae\u8c03\u5f97\u5230\u7684\u6a21\u578b\u30012\uff09LLaMA 3.1-8B-Instruct\u30013\uff09GPT-4o\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-06c2571274b75453bb2ab5faeffc606b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-06c2571274b75453bb2ab5faeffc606b.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u8868 1. \u4e03\u79cd\u8fd0\u7b97\u7b26\u7684\u603b\u4f53\u8bc4\u4f30\u7ed3\u679c\uff0c\u201cLLaMA 3.1 (L)\u201d \u4ee3\u8868 LoRA \u5fae\u8c03\u540e\u7684 LLaMA 3.1-8B\uff0c\u201cLLaMA 3.1 (I)\u201d \u4ee3\u8868 LLaMA 3.1-8B-Instruct \u6a21\u578b<\/sup><\/em><\/p>\n<p>\u8868 1 \u5c55\u793a\u4e86 7 \u4e2a\u8fd0\u7b97\u7b26\u7684 CAEF \u65b9\u6cd5\u548c\u57fa\u51c6\u7684\u8bc4\u4f30\u7ed3\u679c\u3002\u4e0e\u57fa\u51c6\u76f8\u6bd4\uff0cCAEF \u5728\u4e0d\u540c\u8fd0\u7b97\u7b26\u3001\u4e0d\u540c\u957f\u5ea6\u7684\u64cd\u4f5c\u6570\u7684\u8bbe\u7f6e\u4e0b\u8868\u73b0\u76f8\u5bf9\u7a33\u5b9a\uff0c\u51c6\u786e\u7387\u9ad8\u3002\u7279\u522b\u662f\u5bf9\u4e8e\u957f\u6570\u5b57\u7684\u4efb\u52a1\uff0c\u4f8b\u5982 100 \u4f4d\u52a0\u6cd5\uff0c\u901a\u8fc7 CAEF \u6307\u5bfc\u7684 LLM \u53ef\u4ee5\u6709\u6548\u5730\u5b66\u4e60\u5230\u8ba1\u7b97\u903b\u8f91\u3002<\/p>\n<p>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u63a2\u7d22 executor \u548c aligner \u5728\u8ba1\u7b97\u8fc7\u7a0b\u4e2d\u7684\u5b9e\u9645\u6027\u80fd\uff0c\u8be5\u5de5\u4f5c\u5728\u540c\u4e00\u6570\u636e\u96c6\u4e0a\u5206\u522b\u8fdb\u884c\u4e86\u8bc4\u4f30\u3002\u5982\u8868 2 \u6240\u793a\uff0c\u53ef\u4ee5\u89c2\u5bdf\u5230\uff0c\u5373\u4f7f executor \u5fc5\u987b\u4ee5\u8fed\u4ee3\u65b9\u5f0f\u53cd\u590d\u751f\u6210\u4e2d\u95f4\u8ba1\u7b97\u6b65\u9aa4\uff0c\u800c aligner \u53ea\u6267\u884c\u4e24\u4e2a\u8f6c\u6362\u6b65\u9aa4\uff0c\u4f46 executor \u7684\u6574\u4f53\u6027\u80fd\u4ecd\u7136\u4f18\u4e8e aligner\u3002executor \u5728\u6240\u6709\u5b9e\u9a8c\u8bbe\u7f6e\u4e2d\u90fd\u8fbe\u5230\u4e86 99% \u4ee5\u4e0a\u7684\u51c6\u786e\u7387\uff0c\u8bf4\u660e\u5f53\u63d0\u4f9b\u6b63\u786e\u7684\u521d\u59cb\u72b6\u6001\u548c\u547d\u4ee4\u65f6\uff0c\u5b83\u5728\u7edd\u5927\u591a\u6570\u60c5\u51b5\u4e0b\u90fd\u80fd\u6709\u6548\u5de5\u4f5c\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u5728\u5927\u591a\u6570\u60c5\u51b5\u4e0b\uff0c\u4e0e\u8f6c\u6362 executor \u7684\u8f93\u51fa\u76f8\u6bd4\uff0caligner \u5728\u8f6c\u6362\u539f\u59cb\u8f93\u5165\u65f6\u8868\u73b0\u51fa\u8f83\u4f4e\u7684\u7cbe\u5ea6\uff0c\u8fd9\u8868\u660e\u6574\u4e2a\u8ba1\u7b97\u8fc7\u7a0b\u7684\u74f6\u9888\u5728\u4e8e\u64cd\u4f5c\u6570\u7684\u7ffb\u8f6c\uff0c\u800c\u4e0d\u662f\u8ba1\u7b97\u672c\u8eab\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-fcb5c8fb0b78e081360141dc1ba50818.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-fcb5c8fb0b78e081360141dc1ba50818.png\"><\/a><\/p>\n<p><em><sup>\u8868 2. \u4e03\u79cd\u8fd0\u7b97\u7b26\u7684 executor \u548c aligner \u51c6\u786e\u7387\uff0cexecutor \u7684\u51c6\u786e\u7387\u7edf\u8ba1\u7684\u662f\u4ece\u521d\u59cb\u72b6\u6001\u5230\u6700\u540e\u4e00\u6b65\u4e2d\uff0c\u6bcf\u4e00\u6b65\u90fd\u6b63\u786e\u3001\u6700\u7ec8\u8ba1\u7b97\u6b63\u786e\u7684\u60c5\u51b5\u3002aligner \u7684\u7cbe\u5ea6\u5206\u4e3a\u4e24\u90e8\u5206\uff1a\u4ece\u539f\u59cb\u8f93\u5165\u5230 executor \u8868\u793a\u7684\u8f6c\u6362\uff0c\u8bb0\u4e3a aligner \uff08I\uff09\uff0c\u4ee5\u53ca\u4ece executor \u8868\u793a\u5230\u8f93\u51fa\u7684\u8f6c\u6362\uff0c\u8bb0\u4e3a aligner \uff08O\uff09\u3002<\/sup><\/em><\/p>\n<p><em><sup>\u53c2\u8003\u6587\u732e\uff1a<\/sup><\/em><\/p>\n<p><sup><em>[1] Timo Schick, Jane Dwivedi-Yu, Roberto Dess`\u0131, Roberta Raileanu, Maria Lomeli, Eric Hambro, Luke Zettlemoyer, Nicola Cancedda, and Thomas Scialom. Toolformer: Language models can teach themselves to use tools. Advances in Neural Information Processing Systems, 36, 2024.<\/em><\/sup><\/p>\n<p><sup><em>[2] Zhibin Gou, Zhihong Shao, Yeyun Gong, Yujiu Yang, Minlie Huang, Nan Duan, Weizhu Chen, et al. Tora: A tool-integrated reasoning agent for mathematical problem solving. arXiv preprint arXiv:2309.17452, 2023.<\/em><\/sup><\/p>\n<p><sup><em>[3] Joy He-Yueya, Gabriel Poesia, Rose E Wang, and Noah D Goodman. Solving math word problems by combining language models with symbolic solvers. arXiv preprint arXiv:2304.09102, 2023.<\/em><\/sup><\/p>\n<p><sup><em>[4] Pan Lu, Baolin Peng, Hao Cheng, Michel Galley, Kai-Wei Chang, Ying Nian Wu, Song-Chun Zhu, and Jianfeng Gao. Chameleon: Plug-and-play compositional reasoning with large language models. Advances in Neural Information Processing Systems, 36, 2024.<\/em><\/sup><\/p>\n<p><sup><em>[5] Ke Wang, Houxing Ren, Aojun Zhou, Zimu Lu, Sichun Luo, Weikang Shi, Renrui Zhang, Linqi Song, Mingjie Zhan, and Hongsheng Li. Mathcoder: Seamless code integration in llms for enhanced mathematical reasoning. arXiv preprint arXiv:2310.03731, 2023.<\/em><\/sup><\/p>\n<p><sup><em>[6] Aojun Zhou, Ke Wang, Zimu Lu, Weikang Shi, Sichun Luo, Zipeng Qin, Shaoqing Lu, Anya Jia, Linqi Song, Mingjie Zhan, et al. Solving challenging math word problems using gpt-4 code interpreter with code-based self-verification. arXiv preprint arXiv:2308.07921, 2023.<\/em><\/sup><\/p>\n<p><sup><em>[7] Maxwell Nye, Anders Johan Andreassen, Guy Gur-Ari, Henryk Michalewski, Jacob Austin, David Bieber, David Dohan, Aitor Lewkowycz, Maarten Bosma, David Luan, et al. Show your work: Scratchpads for intermediate computation with language models. arXiv preprint arXiv:2112.00114, 2021.<\/em><\/sup><\/p>\n<p><sup><em>[8] Yi Hu, Xiaojuan Tang, Haotong Yang, and Muhan Zhang. Case-based or rule-based: How do transformers do the math? arXiv preprint arXiv:2402.17709, 2024.<\/em><\/sup><\/p>\n<p><sup><em>[9] Yongchao Zhou, Uri Alon, Xinyun Chen, Xuezhi Wang, Rishabh Agarwal, and Denny Zhou. Transformers can achieve length generalization but not robustly. arXiv preprint arXiv:2402.09371, 2024.<\/em><\/sup><\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-18-5\" target=\"_blank\">\u4ee5\u56fe\u7075\u673a\u4e3a\u5e08\uff1a\u901a\u8fc7\u5fae\u8c03\u8bad\u7ec3\u8ba9\u5927\u8bed\u8a00\u6a21\u578b\u61c2\u6267\u884c\u8ba1\u7b97\u8fc7\u7a0b<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u4ee5\u56fe\u7075\u673a\u4e3a\u5e08\uff1a\u901a\u8fc7\u5fae\u8c03 [&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 center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[70,67],"class_list":["post-36178","post","type-post","status-publish","format-standard","hentry","category-news","tag-agent","tag-67"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - 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