{"id":33145,"date":"2024-10-05T21:02:55","date_gmt":"2024-10-05T13:02:55","guid":{"rendered":"https:\/\/17aitech.com\/?p=33145"},"modified":"2024-10-05T21:02:55","modified_gmt":"2024-10-05T13:02:55","slug":"acl-2024-%e8%ae%a9%e7%ba%afllm%e5%ae%9e%e7%8e%b0%e7%b1%bb%e4%ba%ba%e7%9a%84%e7%ac%a6%e5%8f%b7%e9%80%bb%e8%be%91%e6%8e%a8%e7%90%86%e8%83%bd%e5%8a%9b%ef%bc%8c%e5%bc%80%e6%ba%90%e6%a1%86%e6%9e%b6symbco","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=33145","title":{"rendered":"ACL 2024 | \u8ba9\u7eafLLM\u5b9e\u73b0\u7c7b\u4eba\u7684\u7b26\u53f7\u903b\u8f91\u63a8\u7406\u80fd\u529b\uff0c\u5f00\u6e90\u6846\u67b6SymbCoT\u6765\u4e86"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-06-07-5\" target=\"_blank\" rel=\"noopener\">ACL 2024 | \u8ba9\u7eafLLM\u5b9e\u73b0\u7c7b\u4eba\u7684\u7b26\u53f7\u903b\u8f91\u63a8\u7406\u80fd\u529b\uff0c\u5f00\u6e90\u6846\u67b6SymbCoT\u6765\u4e86<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-8394d6cc9523617d8454c32cfd2d7966.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-8394d6cc9523617d8454c32cfd2d7966.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<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>AIxiv\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><strong>\u5f90\u4fca\u4e1c\uff0c\u672c\u6587\u7b2c\u4e00\u4f5c\u8005\u3002\u672c\u79d1\u6bd5\u4e1a\u4e8e\u4f26\u6566\u5927\u5b66\u5b66\u9662\uff08UCL\uff09\uff0c\u7855\u58eb\u5c31\u8bfb\u4e8e\u65b0\u52a0\u5761\u56fd\u7acb\u5927\u5b66\uff08NUS\uff09\u8ba1\u7b97\u673a\u7cfb\u3002\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u4e3a\u5927<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u7684\u63a8\u7406\u80fd\u529b\u3002<\/strong><\/section>\n<section><\/section>\n<section><strong>\u4e2a\u4eba\u4e3b\u9875\uff1ahttps:\/\/aiden0526.github.io\/JundongXu\/<\/strong><\/section>\n<section><\/section>\n<section>\u4e0d\u4f7f\u7528\u5916\u90e8\u5de5\u5177\u4e5f\u80fd\u8ba9\u5927<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff08LLMs\uff09\u5b9e\u73b0\u4e25\u8c28\u53ef\u4fe1\u7684\u63a8\u7406\uff0c\u65b0\u56fd\u7acb\u63d0\u51fa SymbCoT \u63a8\u7406\u6846\u67b6\uff1a\u7ed3\u5408\u7b26\u53f7\u5316<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\uff08Symbolic Logical\uff09\u8868\u8fbe\u5f0f\u4e0e\u601d\u7ef4\u94fe\uff0c\u6781\u5927\u63d0\u5347\u63a8\u7406\u8d28\u91cf\uff0c\u9c81\u68d2\u6027\u4e0e\u53ef\u4fe1\u5ea6\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-acde2e9117905fb0f47f66fcfd276ebf.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-acde2e9117905fb0f47f66fcfd276ebf.png\"><\/a><\/p>\n<section>LLMs \u5df2\u8868\u73b0\u51fa\u5f3a\u5927\u7684\u8bed\u4e49\u7406\u89e3\u80fd\u529b\u3002\u4f46\u73b0\u6709\u7684 LLMs \u5728\u5b9e\u884c\u4e25\u5bc6\u7684<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u7b26\u53f7\u63a8\u7406\u65b9\u9762\u8fd8\u5b58\u5728\u5f88\u5927\u7684\u4e0d\u8db3\uff0c\u4f9d\u7136\u9700\u8981\u4f9d\u8d56\u4e0d\u540c\u7684\u601d\u7ef4\u63d0\u793a\u65b9\u6cd5\u4e0e\u5916\u90e8\u7684\u7b26\u53f7\u63a8\u7406\u5de5\u5177\u8fdb\u884c<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u63a8\u7406\u3002\u5982\u4f55\u80fd\u8ba9 LLMs \u672c\u8eab\u5177\u5907\u5f3a\u5927\u7684\u7b26\u53f7<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u63a8\u7406\u80fd\u529b\uff0c\u662f\u76ee\u524d\u8ba9 LLMs \u53d8\u5f97\u66f4\u5f3a\u5927\u7684\u91cd\u8981\u7814\u7a76\u65b9\u5411\u3002<\/section>\n<section><\/section>\n<section>\u6700\u8fd1\uff0c\u65b0\u52a0\u5761\u56fd\u7acb\u5927\u5b66\u8054\u5408\u52a0\u5dde\u5927\u5b66\u5723\u82ad\u82ad\u62c9\u5206\u6821\u4e0e\u5965\u514b\u5170\u5927\u5b66\u7684\u7814\u7a76\u4eba\u5458\u5171\u540c\u63d0\u51fa\u5168\u65b0\u7684\u7b26\u53f7<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u63a8\u7406\u6846\u67b6 SymbCoT\uff08Symbolic Chain-of-Thought\uff09\uff0c\u5728\u63a8\u7406\u8d28\u91cf\uff0c\u9c81\u68d2\u6027\u4e0e\u53ef\u4fe1\u5ea6\u90fd\u8981\u8d85\u8d8a\u73b0\u6709\u7684\u65b9\u6cd5\u3002\u8be5\u5de5\u4f5c\u5df2\u88ab ACL 2024 \u5f55\u7528\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-c429146ff34570978addee8fe148e557.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-c429146ff34570978addee8fe148e557.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u8bba\u6587\uff1aFaithful Logical Reasoning via Symbolic Chain-of-Thought<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2405.18357.pdf<\/p>\n<\/li>\n<li>\n<p>\u4ee3\u7801\u5730\u5740\uff1ahttps:\/\/github.com\/Aiden0526\/SymbCoT<\/p>\n<\/li>\n<\/ul>\n<section>\u5f53\u524d\u6709\u6548\u7684<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u63a8\u7406\u65b9\u6cd5\u8fd8\u5b58\u5728\u4e00\u4e9b\u7f3a\u9677\u3002\u6bd4\u5982\u8bf4\u00a0CoT \u5728\u4e25\u5bc6\u7684<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u63a8\u7406\u8fc7\u7a0b\u4e2d\u7ecf\u5e38\u4f1a\u4ea7\u751f<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u8c2c\u8bef\u3002\u5f15\u5165\u5916\u90e8\u5de5\u5177\u7684\u65b9\u6cd5\uff0c\u6bd4\u5982 Logic-LM\uff0c\u4f7f\u7528 LLM \u6765\u7ffb\u8bd1\u524d\u63d0\uff0c\u7136\u540e\u4f7f\u7528\u5916\u90e8\u63a8\u7406\u5de5\u5177\u5982 Prover9 \u6765\u8fdb\u884c<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u63a8\u5bfc\uff0c\u4f46\u8fd9\u79cd\u65b9\u6cd5\u5728\u7ffb\u8bd1\u7684\u8fc7\u7a0b\u4e2d\u5bb9\u6613\u51fa\u73b0\u4fe1\u606f\u635f\u5931\u6216\u7ffb\u8bd1\u9519\u8bef\u5bfc\u81f4\u5916\u90e8\u63a8\u7406\u5de5\u5177\u65e0\u6cd5\u6267\u884c\u3002<\/section>\n<section><\/section>\n<section>\u56e0\u6b64\uff0c\u4f5c\u8005\u63d0\u51fa SymbCoT\uff0c\u4e00\u4e2a\u65e2\u53ef\u4ee5\u5f15\u5165\u4e25\u5bc6<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u63a8\u7406\uff0c\u53c8\u80fd\u907f\u514d\u7ffb\u8bd1\u9020\u6210\u7684\u4fe1\u606f\u635f\u5931 \/ \u9519\u8bef\u5bfc\u81f4\u5916\u90e8\u63a8\u7406\u5de5\u5177\u5931\u6548\u7684\u6846\u67b6\u3002\u901a\u8fc7\u5b9e\u9a8c\u8bc1\u660e\uff0cSymbCoT \u4e0e\u76f4\u63a5\u63d0\u793a\uff0c\u4f20\u7edf CoT \u548c\u4f7f\u7528\u5916\u90e8\u63a8\u7406\u5de5\u5177\u76f8\u6bd4\uff0cSymbCoT \u5206\u522b\u5728\u4e09\u4e2a\u590d\u6742<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u63a8\u7406\u6570\u636e\u96c6\u4e0a\u63d0\u5347 22.08%\u30019.31% \u548c 7.88%\u3002\u5e76\u4e14\u5728\u590d\u6742\u573a\u666f\u63a8\u7406\u3001\u53ef\u4fe1\u5ea6\u3001\u9c81\u68d2\u6027\u7b49\u65b9\u9762\u4f18\u4e8e\u73b0\u6709\u65b9\u6cd5\u3002<\/section>\n<section><\/section>\n<section>\u63a8\u7279\u77e5\u540d<mark data-type=\"concepts\" data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\">\u4eba\u5de5\u667a\u80fd<\/mark>\u535a\u4e3b\u968f\u540e\u8f6c\u53d1\u4e86\u8fd9\u7bc7\u8bba\u6587\uff0c\u8ba4\u4e3a\u8fd9\u79cd\u65b9\u6cd5\u6709\u52a9\u4e8e\u6539\u8fdb\u9ad8\u7ea7\u5de5\u4f5c\u6d41\u7a0b\uff0c\u6784\u5efa\u66f4\u53ef\u9760\u548c\u667a\u80fd\u7684 LLM AI \u4ee3\u7406\u3002\u8be5\u63a8\u6587\u4ec5\u53d1\u5e03\u4e00\u5929\uff0c\u5df2\u83b7\u5f97 6w + \u6d4f\u89c8\u91cf\u548c\u8d85\u8fc7 1200 + \u70b9\u8d5e\u4e0e\u6536\u85cf\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-db022b66fb7f64bfe0ad9b9eee73ecab.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-db022b66fb7f64bfe0ad9b9eee73ecab.png\"><\/a><\/p>\n<section><strong>A.SymbCoT \u6846\u67b6\u4ecb\u7ecd<\/strong><\/section>\n<section><\/section>\n<section>\u603b\u4f53\u6765\u8bf4\uff0cSymbCoT \u5305\u542b\u56db\u4e2a\u90e8\u5206\uff1a<\/section>\n<section><\/section>\n<section>1. \u7ffb\u8bd1\uff1a\u5c06<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u63a8\u7406\u4efb\u52a1\u4e2d\u7684\u524d\u63d0\u4e0e\u7ed3\u8bba\u7ffb\u8bd1\u6210\u5bf9\u5e94\u7684\u7b26\u53f7\u5316\u8868\u8fbe\u3002<\/section>\n<section>2. <mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\uff1a\u6839\u636e\u7ed3\u5408\u7ffb\u8bd1\u524d\u540e\u7684\u81ea\u7136\u8bed\u8a00\u4e0e\u7b26\u53f7\u5316\u8868\u8fbe\uff0c\u751f\u6210\u7b26\u5408<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u63a8\u7406\u7684\u8ba1\u5212\u3002<\/section>\n<section>3. \u6267\u884c\uff1a\u4e25\u683c\u6309\u7167\u5bf9\u5e94\u7684<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u63a8\u7406\u89c4\u5219\u53bb\u9a8c\u8bc1\u7ed3\u8bba\u7684<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u6b63\u786e\u6027\u3002<\/section>\n<section>4. \u9a8c\u8bc1\uff1a\u9a8c\u8bc1\u7ffb\u8bd1\u4e0e\u6267\u884c\u662f\u5426\u5b58\u5728\u9519\u8bef\u3002\u901a\u8fc7\u5bf9\u6bd4\u7ffb\u8bd1\u524d\u540e\u7684\u8bed\u4e49\u4fe1\u606f\uff0c\u53bb\u9a8c\u8bc1\u7ffb\u8bd1\u8fc7\u7a0b\u4e2d\u5b58\u5728\u7684\u9519\u8bef\u5e76\u77eb\u6b63\uff0c\u540c\u65f6\u9a8c\u8bc1\u6267\u884c\u8fc7\u7a0b\u4e2d\u662f\u5426\u5b58\u5728\u4e0d\u7b26\u5408<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u63a8\u7406\u89c4\u5219\u7684\u6b65\u9aa4\u3002<\/section>\n<section><\/section>\n<section>\u4ee5\u4e0b\u7ed3\u5408\u5177\u4f53\u7684\u4f7f\u7528\u793a\u4f8b\u8fdb\u884c\u4ecb\u7ecd\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u4efb\u52a1\u5b9a\u4e49\uff1a<\/section>\n<\/li>\n<\/ul>\n<section>\u4f5c\u8005\u63d0\u51fa\u7684 SymbCoT \u6765\u89e3\u51b3<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u63a8\u7406\u4efb\u52a1\u3002\u8be5\u4efb\u52a1\u9700\u8981\u4ece\u4e00\u7cfb\u5217\u7ed9\u5b9a\u7684\u524d\u63d0\u4e2d\uff0c\u5224\u65ad\u7ed9\u5b9a\u7684\u58f0\u660e\u662f\u5426\u6b63\u786e<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-95c4583a69e3ab2ea3456023e2e863b4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-95c4583a69e3ab2ea3456023e2e863b4.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u7ffb\u8bd1\uff1a<\/section>\n<\/li>\n<\/ul>\n<section>\u9996\u5148\uff0cSymbCoT \u4e2d\u7684\u7ffb\u8bd1\u6a21\u5757\u4f1a\u5c06\u7ed9\u5b9a\u7684\u524d\u63d0 P\uff0c\u58f0\u660e S\uff0c\u7ffb\u8bd1\u6210\u5bf9\u5e94\u7684\u7b26\u53f7\u5316\u8868\u8fbe P&#8217; \u548c S&#8217;<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-4f2b3b29b040d09d2ae41d972eda04de.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-4f2b3b29b040d09d2ae41d972eda04de.png\"><\/a><\/p>\n<ul>\n<li>\n<section><mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\uff1a<\/section>\n<\/li>\n<\/ul>\n<section>\u7ed3\u5408\u7ffb\u8bd1\u524d\u540e\u7684\u81ea\u7136\u8bed\u8a00\u4e0e\u7b26\u53f7\u5316\u4fe1\u606f\uff0c<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\u6a21\u5757\u4f1a\u57fa\u4e8e\u76f8\u5173\u7684<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u89c4\u5219\u53bb\u751f\u6210\u4e00\u4e2a\u53ef\u6267\u884c\u7684<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u63a8\u7406\u8ba1\u5212<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-0bc555ab138d3e04aea7d1660f1ef09a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-0bc555ab138d3e04aea7d1660f1ef09a.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u6267\u884c\uff1a<\/section>\n<\/li>\n<\/ul>\n<section>\u6839\u636e\u7ffb\u8bd1\u524d\u540e\u7ed3\u5408\u7684\u4fe1\u606f\uff0c\u914d\u5408<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\u6a21\u5757\u751f\u6210\u7684\u6267\u884c\u8ba1\u5212\uff0cSymbCoT \u4f1a\u4e25\u5bc6\u5730\u9075\u5b88<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u63a8\u7406\u89c4\u5219\u53bb\u6267\u884c\u8ba1\u5212\uff0c\u5bf9\u58f0\u660e\u7684\u6b63\u786e\u6027\u5f97\u51fa\u4e00\u4e2a\u521d\u6b65\u7ed3\u8bba<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-acd3c2024bdad7e5b027b93f5fce0860.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-acd3c2024bdad7e5b027b93f5fce0860.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u9a8c\u8bc1\uff1a<\/section>\n<\/li>\n<\/ul>\n<section>\u8be5\u6a21\u5757\u4e3b\u8981\u6709\u4e24\u4e2a\u529f\u80fd\u3002\u7b2c\u4e00\uff1a\u901a\u8fc7\u6bd4\u5bf9\u7ffb\u8bd1\u524d\u540e\u7684\u8bed\u4e49\u4fe1\u606f\uff0c\u9a8c\u8bc1\u7ffb\u8bd1\u4e2d\u662f\u5426\u5b58\u5728\u9519\u8bef\uff1b\u7b2c\u4e8c\uff1a\u68c0\u67e5\u6267\u884c\u8fc7\u7a0b\u4e2d\u7684\u6bcf\u4e00\u6b65\u662f\u5426\u9075\u5b88\u4e86\u4e25\u8c28\u7684<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u89c4\u5219\u3002\u82e5\u4efb\u4f55\u4e00\u4e2a\u6b65\u9aa4\u4e2d\u5b58\u5728\u9519\u8bef\uff0c\u9a8c\u8bc1\u6a21\u5757\u4f1a\u66f4\u6b63\u53d1\u73b0\u7684\u9519\u8bef\u5e76\u7ed9\u51fa\u6b63\u786e\u7684\u63a8\u7406\u6b65\u9aa4\u4e0e\u7ed3\u679c<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-21e2c6fe42a5772fca81a9974434164b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-21e2c6fe42a5772fca81a9974434164b.png\"><\/a><\/p>\n<section><strong>B. \u5b9e\u9a8c\u7ed3\u679c<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u4f5c\u8005\u9996\u5148\u4f7f\u7528\u00a0First-order logic \u7684\u89c4\u5219\uff0c\u5728\u4e09\u4e2a<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u63a8\u7406\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u6d4b\u8bd5\u3002\u5b9e\u9a8c\u8bc1\u660e SymbCoT \u5728 GPT3.5-turbo \u4e0e GPT-4 \u4e0a\u5747\u80fd\u5927\u5e45\u8d85\u8d8a\u4f20\u7edf CoT \u7684\u6027\u80fd\uff0c\u751a\u81f3\u8d85\u8d8a\u4e86\u4f7f\u7528\u5916\u90e8\u5de5\u5177\u7684\u6846\u67b6\uff08Logic-LM\uff09\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-2433459c805127e909ca4d2f0001a6dd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-2433459c805127e909ca4d2f0001a6dd.png\"><\/a><\/p>\n<section>\u4e3a\u4e86\u9a8c\u8bc1\u8be5\u6846\u67b6\u7684\u666e\u9002\u6027\uff0c\u4f5c\u8005\u968f\u540e\u4f7f\u7528 Constraint Optimization \u7b26\u53f7\u8868\u8fbe\u7684\u63a8\u7406\u89c4\u5219\u5728\u53e6\u5916\u4e24\u4e2a\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u6d4b\u8bd5\u3002\u5b9e\u9a8c\u8bc1\u660e\u4f7f\u7528\u4e0d\u540c\u7684<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u89c4\u5219\u4e5f\u80fd\u5e26\u6765\u66f4\u597d\u7684\u6027\u80fd\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-4898af39ce8ae92590e605c1a9e0ad58.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-4898af39ce8ae92590e605c1a9e0ad58.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u590d\u6742\u63a8\u7406\u80fd\u529b\uff1a<\/section>\n<\/li>\n<\/ul>\n<section>\u4f5c\u8005\u5206\u6790\u4e86\u4e0d\u540c\u65b9\u6cd5\u5728\u4e0d\u540c\u63a8\u7406\u6df1\u5ea6\u4e0a\u7684\u8868\u73b0\uff0c\u53d1\u73b0\u968f\u7740\u63a8\u7406\u6df1\u5ea6\u7684\u589e\u52a0\uff0cSymbCoT \u76f8\u5bf9\u4e8e CoT \u7684\u6539\u8fdb\u53d8\u5f97\u66f4\u52a0\u660e\u663e\uff0c\u8868\u660e SymbCoT \u5728\u5904\u7406\u66f4\u590d\u6742\u95ee\u9898\u4e0a\u7684\u4f18\u52bf\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-7da4b2f6539def5467678079e1215bfe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-7da4b2f6539def5467678079e1215bfe.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u9c81\u68d2\u6027\uff1a<\/section>\n<\/li>\n<\/ul>\n<section>\u4f5c\u8005\u6bd4\u8f83\u4e86\u5b8c\u5168\u57fa\u4e8e LLM \u7684\u63a8\u7406\u5668\u4e0e\u4f9d\u8d56\u5916\u90e8\u89e3\u6790\u5668\u7684\u65b9\u6cd5\uff08\u5982 Logic-LM\uff09\u5728\u6267\u884c\u7b26\u53f7\u8868\u8fbe\u5f0f\u8bed\u6cd5\u65f6\u7684\u6210\u529f\u7387\uff0c\u53d1\u73b0 SymbCoT \u5728\u8bed\u6cd5\u6267\u884c\u4e0a\u7684\u6210\u529f\u7387\u663e\u8457\u63d0\u9ad8\uff0c\u5c55\u793a\u4e86\u5bf9\u8bed\u6cd5\u9519\u8bef\u7684\u663e\u8457\u9c81\u68d2\u6027\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-d8c0b5470634cb8f624ac2bba6f42d25.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-d8c0b5470634cb8f624ac2bba6f42d25.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u53ef\u4fe1\u7684<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u63a8\u7406\uff1a<\/section>\n<\/li>\n<\/ul>\n<section>\u4f20\u7edf CoT \u5728<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u63a8\u7406\u7684\u65f6\u5019\u6709\u65f6\u5019\u4f1a\u57fa\u4e8e\u9519\u8bef\u7684\u63a8\u7406\u8fc7\u7a0b\u5f97\u5230\u6b63\u786e\u7684\u7b54\u6848\uff0c\u8fd9\u79cd\u60c5\u51b5\u4f1a\u8bef\u5bfc\u4f7f\u7528\u8005\u4ece\u800c\u9020\u6210\u4e0d\u597d\u7684\u540e\u679c\u3002SymbCoT \u57fa\u4e8e\u4e25\u5bc6<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u63a8\u7406\u4e0e\u9a8c\u8bc1\uff0c\u6709\u6548\u6d88\u9664\u4e86\u4f20\u7edf CoT \u4e2d\u8fc7\u7a0b\u4e0d\u53ef\u4fe1\u7684\u7f3a\u9677\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-4553123542cb0f505fd64e116d296627.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-4553123542cb0f505fd64e116d296627.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u7b26\u53f7\u4e0e\u81ea\u7136\u8bed\u8a00\u6df7\u5408\u8868\u8fbe\u7684\u4f18\u52bf\uff1a<\/section>\n<\/li>\n<\/ul>\n<section>\u4f5c\u8005\u5206\u6790\u4e86 LLM \u4ece\u81ea\u7136\u8bed\u8a00\u5230\u7b26\u53f7\u8bed\u8a00\u7684\u8f6c\u6362\u8fc7\u7a0b\u4e2d\u53ef\u80fd\u9057\u6f0f\u7684\u5173\u952e\u4fe1\u606f\u6216\u5f15\u5165\u7684\u4e0d\u51c6\u786e\u6027\uff0c\u53d1\u73b0 SymbCoT \u901a\u8fc7\u7ed3\u5408\u7b26\u53f7\u548c\u81ea\u7136\u8bed\u8a00\u8868\u8fbe\u6765\u7ea0\u6b63\u7ffb\u8bd1\u9519\u8bef\u5e76\u589e\u5f3a<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u63a8\u7406\u7684\u6709\u6548\u6027\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-7ef242f55fa80c8b6e2a6a17fd0f3651.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-7ef242f55fa80c8b6e2a6a17fd0f3651.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u4e0d\u540c LLM \u7684\u5f71\u54cd\uff1a<\/section>\n<\/li>\n<\/ul>\n<section>\u4f5c\u8005\u8fd8\u6bd4\u8f83\u4e86 GPT-3.5 \u548c GPT-4 \u5728\u4e09\u4e2a FOL \u6570\u636e\u96c6\u4e0a\u7684\u8868\u73b0\uff0c\u53d1\u73b0\u5728\u5347\u7ea7\u6a21\u578b\u540e\uff0cSymbCoT \u65b9\u6cd5\u7684\u6027\u80fd\u63d0\u5347\u6700\u4e3a\u663e\u8457\uff0c\u5f3a\u8c03\u4e86 SymbCoT \u65b9\u6cd5\u4e0e\u66f4\u5148\u8fdb\u6a21\u578b\u4e4b\u95f4\u7684\u534f\u540c\u6548\u5e94\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-33a4e3d6d0e4099a87df5cea872c858c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-33a4e3d6d0e4099a87df5cea872c858c.png\"><\/a><\/p>\n<section>\u603b\u4f53\u6765\u8bf4\uff0cSymbCoT \u662f\u4e00\u4e2a\u66f4\u51c6\u786e\u3001\u66f4\u53ef\u4fe1\u4e14\u66f4\u9c81\u68d2\u7684<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u63a8\u7406\u6846\u67b6\uff0c\u9002\u5408\u7528\u4e8e\u8981\u6c42\u590d\u6742\u4e14\u7cbe\u786e\u7684<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u63a8\u7406\u4efb\u52a1\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-06-07-5\" target=\"_blank\" rel=\"noopener\">ACL 2024 | \u8ba9\u7eafLLM\u5b9e\u73b0\u7c7b\u4eba\u7684\u7b26\u53f7\u903b\u8f91\u63a8\u7406\u80fd\u529b\uff0c\u5f00\u6e90\u6846\u67b6SymbCoT\u6765\u4e86<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:ACL 2024 |  [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":33146,"comment_status":"open","ping_status":"open","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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