{"id":35031,"date":"2024-12-17T07:59:38","date_gmt":"2024-12-16T23:59:38","guid":{"rendered":"https:\/\/17aitech.com\/?p=35031"},"modified":"2024-12-17T07:59:38","modified_gmt":"2024-12-16T23:59:38","slug":"acl-2024-oral%ef%bd%9c%e6%88%91%e4%bb%ac%e7%a6%bb%e7%9c%9f%e6%ad%a3%e7%9a%84%e5%a4%9a%e6%a8%a1%e6%80%81%e6%80%9d%e7%bb%b4%e9%93%be%e6%8e%a8%e7%90%86%e8%bf%98%e6%9c%89%e5%a4%9a%e8%bf%9c%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35031","title":{"rendered":"ACL 2024 Oral\uff5c\u6211\u4eec\u79bb\u771f\u6b63\u7684\u591a\u6a21\u6001\u601d\u7ef4\u94fe\u63a8\u7406\u8fd8\u6709\u591a\u8fdc\uff1f"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-08-11-5\" target=\"_blank\">ACL 2024 Oral\uff5c\u6211\u4eec\u79bb\u771f\u6b63\u7684\u591a\u6a21\u6001\u601d\u7ef4\u94fe\u63a8\u7406\u8fd8\u6709\u591a\u8fdc\uff1f<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-13acdfd72d76fca73b387e55725d3e17.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-13acdfd72d76fca73b387e55725d3e17.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><strong>\u8be5\u6587\u7ae0\u7684\u7b2c\u4e00\u4f5c\u8005\u9648\u9e92\u5149\uff0c\u76ee\u524d\u5c31\u8bfb\u4e8e\u54c8\u5de5\u5927\u8d5b\u5c14\u5b9e\u9a8c\u5ba4\u3002\u4ed6\u7684\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u5305\u62ec\u5927\u6a21\u578b\u601d\u7ef4\u94fe\u3001\u8de8\u8bed\u8a00\u5927\u6a21\u578b\u7b49\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u8fc7\u53bb\u7684\u51e0\u5e74\u4e2d\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08Large Language Models, LLMs\uff09\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u9886\u57df\u53d6\u5f97\u4e86\u7a81\u7834\u6027\u7684\u8fdb\u5c55\u3002\u8fd9\u4e9b\u6a21\u578b\u4e0d\u4ec5\u80fd\u591f\u7406\u89e3\u590d\u6742\u7684\u8bed\u5883\uff0c\u8fd8\u80fd\u591f\u751f\u6210\u8fde\u8d2f\u4e14\u903b\u8f91\u4e25\u8c28\u7684\u6587\u672c\u3002<\/section>\n<section><\/section>\n<section>\u7136\u800c\uff0c\u968f\u7740\u79d1\u6280\u7684\u53d1\u5c55\u548c\u5e94\u7528\u573a\u666f\u7684\u591a\u6837\u5316\uff0c\u5355\u4e00\u6587\u672c\u6a21\u6001\u7684\u80fd\u529b\u663e\u7136\u5df2\u7ecf\u4e0d\u80fd\u6ee1\u8db3\u73b0\u4ee3\u9700\u6c42\u3002\u4eba\u4eec\u65e5\u76ca\u671f\u5f85\u80fd\u591f\u5904\u7406\u548c\u7406\u89e3\u591a\u79cd\u6a21\u6001\u4fe1\u606f\uff08\u5982\u56fe\u50cf\u3001\u89c6\u9891\u3001\u97f3\u9891\u7b49\uff09\u7684\u667a\u80fd\u7cfb\u7edf\uff0c\u4ee5\u5e94\u5bf9\u66f4\u590d\u6742\u7684\u4efb\u52a1\u548c\u573a\u666f\u3002\u7814\u7a76\u8005\u4eec\u5f00\u59cb\u5c1d\u8bd5\u5c06\u6587\u672c\u00a0CoT \u7684\u80fd\u529b\u6269\u5c55\u5230\u591a\u6a21\u6001\u601d\u7ef4\u94fe\u63a8\u7406\u9886\u57df\uff0c\u4ee5\u5e94\u5bf9\u66f4\u52a0\u590d\u6742\u548c\u591a\u6837\u5316\u7684\u4efb\u52a1\u9700\u6c42\u3002<\/section>\n<section><\/section>\n<section>\u6700\u65e9\u7684\u591a\u6a21\u6001\u601d\u7ef4\u94fe\u7814\u7a76\u4e4b\u4e00\u662f\u7531 Lu \u7b49\u4eba [1] \u5f15\u5165\u7684 ScienceQA \u57fa\u51c6\uff0c\u8be5\u57fa\u51c6\u7ed3\u5408\u4e86\u89c6\u89c9\u548c\u8bed\u8a00\u4fe1\u606f\uff0c\u63a8\u52a8\u4e86\u591a\u6a21\u6001\u601d\u7ef4\u94fe\uff08Multi-modal Chain of Thought, MCoT\uff09\u7684\u7814\u7a76\u3002ScienceQA \u6570\u636e\u96c6\u7684\u51fa\u73b0\uff0c\u4f7f\u5f97\u7814\u7a76\u8005\u4eec\u80fd\u591f\u5728\u4e00\u4e2a\u7edf\u4e00\u7684\u6846\u67b6\u4e0b\u8bc4\u4f30\u591a\u6a21\u6001\u6a21\u578b\u7684\u601d\u7ef4\u94fe\u63a8\u7406\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>\u8fdb\u4e00\u6b65\u5730\uff0cZhang \u7b49\u4eba [2] \u7684\u7814\u7a76\u66f4\u662f\u5c06 MCoT \u7684\u6027\u80fd\u63a8\u5411\u4e86\u4e00\u4e2a\u65b0\u9ad8\uff0c\u4f7f\u5f97\u6a21\u578b\u5728 ScienceQA \u6570\u636e\u96c6\u4e0a\u7684\u8868\u73b0\u8d85\u8fc7\u4e86\u4eba\u7c7b\u7684\u6c34\u5e73 (93%&gt;88%)\u3002\u7136\u800c\uff0c\u5f53\u524d\u7684\u591a\u6a21\u6001\u601d\u7ef4\u94fe\u7814\u7a76\u662f\u5426\u771f\u6b63\u89e3\u51b3\u4e86\u6240\u6709\u6311\u6218\uff1f\u968f\u7740 ScienceQA \u7b49\u57fa\u51c6\u6d4b\u8bd5\u7684\u6210\u7ee9\u4e0d\u65ad\u5237\u65b0\uff0c\u6211\u4eec\u662f\u5426\u53ef\u4ee5\u8ba4\u4e3a\u591a\u6a21\u6001\u63a8\u7406\u95ee\u9898\u5df2\u7ecf\u8fce\u5203\u800c\u89e3\uff1f<\/section>\n<section><\/section>\n<section>\u7814\u7a76\u8005\u4eec\u901a\u8fc7\u6df1\u5165\u5206\u6790\u53d1\u73b0\uff0c\u5f53\u524d\u7684\u591a\u6a21\u6001\u601d\u7ef4\u94fe\u57fa\u51c6\u4ecd\u7136\u5b58\u5728\u4e25\u91cd\u7684\u95ee\u9898\uff0c\u5bfc\u81f4\u5bf9\u6a21\u578b\u5b9e\u9645\u80fd\u529b\u7684\u9ad8\u4f30\u3002\u5f53\u524d\u7684\u591a\u6a21\u6001\u601d\u7ef4\u94fe\u57fa\u51c6\u4ecd\u9762\u4e34\u4ee5\u4e0b\u4e09\u4e2a\u4e25\u91cd\u7684\u95ee\u9898\uff1a<strong>\u89c6\u89c9\u6a21\u6001\u63a8\u7406\u7f3a\u5931<\/strong>\u3001<strong>\u4ec5\u6709\u5355\u6b65\u89c6\u89c9\u6a21\u6001\u63a8\u7406<\/strong>\u4ee5\u53ca<strong>\u9886\u57df\u8986\u76d6\u4e0d\u8db3<\/strong>\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u4e9b\u95ee\u9898\u4e25\u91cd\u5236\u7ea6\u4e86\u591a\u6a21\u6001\u601d\u7ef4\u94fe\u9886\u57df\u7684\u53d1\u5c55\u3002\u56e0\u6b64\uff0c\u7814\u7a76\u8005\u63d0\u51fa\u4e86\u4e00\u4e2a\u65b0\u7684\u57fa\u51c6<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-25640c57a6f866f66cdb63e76f416336.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-25640c57a6f866f66cdb63e76f416336.png\"><\/a>\uff08Multi-Domain Multi-step Multi-modal Chain-of-Thought\uff09\uff0c\u65e8\u5728\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898\uff0c\u5e76\u63a8\u52a8\u591a\u9886\u57df\u3001\u591a\u6b65\u548c\u591a\u6a21\u6001\u601d\u7ef4\u94fe\u7684\u8fdb\u6b65\u3002\u7814\u7a76\u8005\u4eec\u8fd8\u8fdb\u884c\u4e86\u5168\u9762\u7684\u8bc4\u4f30\uff0c\u6d89\u53ca\u4e30\u5bcc\u7684\u591a\u6a21\u6001\u63a8\u7406\u8bbe\u7f6e\u4e0e\u65b9\u6cd5\u3002<\/p>\n<p>\u7814\u7a76\u8005\u4eec\u8fd8\u53d1\u73b0\u5f53\u524d\u7684\u591a\u6a21\u6001\u5927\u6a21\u578b\u5728 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-311ea9dd8246be20f125916da0627c9c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-311ea9dd8246be20f125916da0627c9c.png\"><\/a> \u4e0a\u7684\u8868\u73b0\u5b58\u5728\u5de8\u5927\u7684\u6027\u80fd\u7f3a\u9677\uff0c\u5c3d\u7ba1\u5b83\u4eec\u5728\u4ee5\u524d\u7684\u4f20\u7edf\u591a\u6a21\u6001\u601d\u7ef4\u94fe\u57fa\u51c6\u4e0a\u8868\u73b0\u4f18\u5f02\u3002\u6700\u540e\uff0c\u7814\u7a76\u56e2\u961f\u5e0c\u671b <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-873a851cbc6f9ce9ce1c4ea4fd9f9e37.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-873a851cbc6f9ce9ce1c4ea4fd9f9e37.png\"><\/a>\u00a0\u80fd\u591f\u6210\u4e3a\u4e00\u4e2a\u6709\u4ef7\u503c\u7684\u8d44\u6e90\uff0c\u4e3a\u591a\u9886\u57df\u3001\u591a\u6b65\u548c\u591a\u6a21\u6001\u601d\u7ef4\u94fe\u7684\u7814\u7a76\u63d0\u4f9b\u5f00\u521b\u6027\u7684\u57fa\u7840\u3002<\/p>\n<section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-eb69270425a3cbb5d1bd385a28c84bd8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-eb69270425a3cbb5d1bd385a28c84bd8.png\"><\/a><\/p>\n<\/section>\n<ul>\n<li>\n<section>\u699c\u5355\u5730\u5740\uff1ahttps:\/\/lightchen233.github.io\/M3CoT.github.io\/leaderboard.html<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2405.16473<\/section>\n<\/li>\n<li>\n<section>\u4ee3\u7801\u5730\u5740\uff1ahttps:\/\/github.com\/LightChen233\/M3CoT<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u52a8\u673a<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u5c3d\u7ba1\u5728 MCoT \u7814\u7a76\u9886\u57df\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\uff0c\u4f46\u73b0\u6709\u57fa\u51c6\u4ecd\u7136\u5b58\u5728\u8bf8\u591a\u4e0d\u8db3\uff1a<\/section>\n<section><\/section>\n<section>1.\u00a0<strong>\u89c6\u89c9\u6a21\u6001\u63a8\u7406\u7f3a\u5931<\/strong>\uff1a\u6a21\u578b\u5f80\u5f80\u53ef\u4ee5\u4ec5\u57fa\u4e8e\u6587\u672c\u6a21\u6001\u751f\u6210\u63a8\u7406\u548c\u7b54\u6848\uff0c\u8fd9\u5e76\u4e0d\u80fd\u771f\u5b9e\u53cd\u6620\u591a\u6a21\u6001 CoT \u6a21\u578b\u7684\u80fd\u529b\u3002<\/section>\n<section>2.\u00a0<strong>\u5355\u6b65\u89c6\u89c9\u6a21\u6001\u63a8\u7406<\/strong>\uff1a\u6bd4\u5982\u8bf4\uff0c\u53ea\u9700\u8981\u770b\u5230\u5355\u6b21\u56fe\u7247\u4e2d\u7684 \u201c\u7fbd\u6bdb\u201d \u4fbf\u53ef\u76f4\u63a5\u83b7\u5f97\u7b54\u6848\u3002\u800c\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u591a\u6b65\u63a8\u7406\u66f4\u4e3a\u5e38\u89c1\u548c\u5fc5\u8981\uff0c\u8981\u6c42\u6a21\u578b\u5728\u63a8\u7406\u7684\u8fc7\u7a0b\u4e2d\u52a8\u6001\u7684\u591a\u6b21\u7ed3\u5408\u591a\u6a21\u6001\u4fe1\u606f\u8fdb\u884c\u7efc\u5408\u63a8\u7406\u3002<\/section>\n<section>3.\u00a0<strong>\u9886\u57df\u7f3a\u5931<\/strong>\uff1a\u5bf9\u4e8e\u601d\u7ef4\u94fe\u6765\u8bf4\uff0c\u5e38\u8bc6\u63a8\u7406\u548c\u6570\u5b66\u63a8\u7406\u662f\u8be5\u9886\u57df\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u5206\uff0c\u800c\u73b0\u6709\u57fa\u51c6\u7f3a\u4e4f\u5bf9\u5e38\u8bc6\u548c\u6570\u5b66\u7b49\u91cd\u8981\u9886\u57df\u7684\u8986\u76d6\uff0c\u9650\u5236\u4e86\u591a\u6a21\u6001 CoT \u80fd\u529b\u7684\u7efc\u5408\u8bc4\u4f30\u3002<\/section>\n<section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-40b6ba8aadbf8414593feab3ace1121f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-40b6ba8aadbf8414593feab3ace1121f.png\"><\/a><\/p>\n<\/section>\n<section><\/section>\n<section>\u9488\u5bf9\u4ee5\u4e0a\u95ee\u9898\uff0c\u7814\u7a76\u8005\u4eec\u5f00\u53d1\u4e86\u4e00\u4e2a\u65b0\u57fa\u51c6<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-d14ed61e6c3d233c45196471e3ee3a32.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-d14ed61e6c3d233c45196471e3ee3a32.png\"><\/a>\uff0c\u5e76\u5e0c\u671b\u63a8\u52a8\u591a\u9886\u57df\u3001\u591a\u6b65\u548c\u591a\u6a21\u6001\u601d\u7ef4\u94fe\u7684\u7814\u7a76\u4e0e\u53d1\u5c55\u3002<\/section>\n<section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-d080f7716ec79ea00a83f0128c4b5c6a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-d080f7716ec79ea00a83f0128c4b5c6a.png\"><\/a><\/p>\n<\/section>\n<section><strong>\u6570\u636e\u6784\u5efa\u8fc7\u7a0b<\/strong><\/section>\n<section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-9f951cd6e8412f2f8d47c7fc73b0de25.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-9f951cd6e8412f2f8d47c7fc73b0de25.png\"><\/a><\/p>\n<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-b0ba00c689a2d23491501865cbfe9b6c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-b0ba00c689a2d23491501865cbfe9b6c.png\"><\/a>\u00a0\u7684\u6784\u5efa\u6d89\u53ca\u5982\u4e0b\u56db\u4e2a\u5173\u952e\u9636\u6bb5\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section><strong>\u89c6\u89c9\u6a21\u6001\u63a8\u7406\u7f3a\u5931\u6837\u672c\u79fb\u9664<\/strong>\uff1a\u9996\u5148\uff0c\u4e3a\u89e3\u51b3\u89c6\u89c9\u6a21\u6001\u63a8\u7406\u7f3a\u5931\u7684\u95ee\u9898\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-e70747b18aa6b9b080268bb5c461d9b5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-e70747b18aa6b9b080268bb5c461d9b5.png\"><\/a>\u00a0\u5229\u7528\u81ea\u52a8\u548c\u624b\u52a8\u76f8\u7ed3\u5408\u7684\u65b9\u5f0f\u79fb\u9664\u4e86\u90a3\u4e9b\u65e0\u9700\u56fe\u50cf\u5373\u53ef\u5f97\u51fa\u7b54\u6848\u7684\u6837\u672c\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u591a\u6b65\u591a\u6a21\u6001\u6837\u672c\u6784\u5efa<\/strong>\uff1a\u8fd9\u4e00\u9636\u6bb5\u4e2d\uff0c\u4e3a\u4e86\u4fdd\u8bc1\u57fa\u51c6\u6ee1\u8db3\u591a\u6b65\u591a\u6a21\u6001\u7684\u8981\u6c42\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-9b013ce509a5ea036543d9eb458ab39d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-9b013ce509a5ea036543d9eb458ab39d.png\"><\/a>\u9996\u5148\u81ea\u52a8\u7684\u53bb\u9664\u4e86\u63a8\u7406\u8def\u5f84\u8fc7\u77ed\u7684\u6837\u672c\uff0c\u968f\u540e\u901a\u8fc7\u624b\u52a8\u53bb\u9664\u548c\u4f18\u5316\u6837\u672c\uff0c\u786e\u4fdd\u6bcf\u4e00\u4e2a\u6837\u672c\u786e\u5b9e\u9700\u8981\u8de8\u6a21\u6001\u7684\u591a\u6b65\u63a8\u7406\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u591a\u6a21\u6001 CoT \u9886\u57df\u589e\u5f3a<\/strong>\uff1a\u6b64\u5916\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-4a1115687305ea9c643928351de34e33.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-4a1115687305ea9c643928351de34e33.png\"><\/a>\u901a\u8fc7\u5f15\u5165\u6570\u5b66\u548c\u5e38\u8bc6\u9886\u57df\u7684\u6570\u636e\uff0c\u5c06 LaTeX \u4ee3\u7801\u8f6c\u4e3a\u56fe\u7247\uff0c\u5e76\u5229\u7528\u5927\u6a21\u578b\u751f\u6210\u66f4\u591a\u7684\u95ee\u9898\u3001\u63a8\u7406\u8def\u5f84\u548c\u7b54\u6848\uff0c\u589e\u5f3a\u4e86\u57fa\u51c6\u7684\u591a\u6837\u6027\u548c\u6311\u6218\u6027\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u8d28\u91cf\u68c0\u67e5<\/strong>\uff1a\u4e3a\u4e86\u4fdd\u8bc1\u6570\u636e\u96c6\u7684\u8d28\u91cf\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-12a5b6e407edf9bbb051572477b95f4f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-12a5b6e407edf9bbb051572477b95f4f.png\"><\/a>\u5b9e\u65bd\u4e86\u591a\u8f6e\u4eba\u5de5\u5ba1\u6838\u548c\u81ea\u52a8\u68c0\u6d4b\uff0c\u786e\u4fdd\u6570\u636e\u7684\u4e00\u81f4\u6027\u548c\u51c6\u786e\u6027\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u4e3b\u6d41\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u8bc4\u6d4b\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u8005\u4eec\u5728\u591a\u4e2a\u5927\u578b\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLLMs\uff09\u4e0a\u8fdb\u884c\u4e86\u5e7f\u6cdb\u7684\u5b9e\u9a8c\uff0c\u5305\u62ec Kosmos-2\u3001InstructBLIP\u3001LLaVA-V1.5\u3001CogVLM\u3001Gemini \u548c GPT4V \u7b49\u3002\u7814\u7a76\u8005\u4eec\u8fd8\u63a2\u7d22\u4e86\u4e00\u4e9b\u63d0\u793a\u7b56\u7565\uff0c\u5982\u76f4\u63a5\u63d0\u4ea4\u6837\u672c\u3001\u601d\u7ef4\u94fe\u63d0\u793a\uff08CoT\uff09[3] \u4ee5\u53ca\u63cf\u8ff0\u6027\u63d0\u793a\uff08Desp-CoT\uff09[4] \u548c\u573a\u666f\u56fe\u601d\u7ef4\u94fe\u63d0\u793a\u7b56\u7565\uff08CCoT\uff09[5]\u3002<\/section>\n<section><\/section>\n<section>\u5b9e\u9a8c\u7ed3\u679c\u4e0e\u7ed3\u8bba\u5982\u4e0b\u6240\u793a\uff1a<\/section>\n<ul>\n<li>\n<section><strong>\u5f00\u6e90\u6a21\u578b\u4e0e GPT4V \u4ecd\u6709\u5dee\u8ddd<\/strong>\uff1a\u5c3d\u7ba1\u8fd9\u4e9b\u6a21\u578b\u5728\u73b0\u6709\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u4f18\u5f02\uff0c\u4f46\u5728\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-3b9935237cb5105c62676f0e8f236a6c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-3b9935237cb5105c62676f0e8f236a6c.png\"><\/a>\u4e0a\u7684\u8868\u73b0\u4ecd\u6709\u663e\u8457\u5dee\u8ddd\u3002\u5c24\u5176\u662f\u5f53\u524d\u7684\u5f00\u6e90 VLLMs \u5728\u591a\u6b65\u591a\u6a21\u6001\u63a8\u7406\u65b9\u9762\u8868\u73b0\u4e0d\u4f73\uff0c\u4e0e GPT4V \u76f8\u6bd4\u5b58\u5728\u663e\u8457\u5dee\u8ddd\u3002<\/section>\n<\/li>\n<li>\n<section><strong>GPT4V \u4e0e\u4eba\u7c7b\u4ecd\u6709\u5dee\u8ddd<\/strong>\uff1a\u6b64\u5916\uff0c\u5c3d\u7ba1 GPT4V \u5728 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-cd1fb0112549a1a2d869dab2157e183a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-cd1fb0112549a1a2d869dab2157e183a.png\"><\/a>\u00a0\u4e0a\u7684\u8868\u73b0\u4f18\u4e8e\u5176\u4ed6 VLLMs\uff0c\u4f46\u4e0e\u4eba\u7c7b\u8868\u73b0\u76f8\u6bd4\u4ecd\u5b58\u5728\u663e\u8457\u5dee\u8ddd\u3002\u8fd9\u8868\u660e\uff0c\u5f53\u524d\u7684 VLLMs \u5728\u5904\u7406\u590d\u6742\u7684\u591a\u6a21\u6001\u63a8\u7406\u4efb\u52a1\u65f6\u4ecd\u9700\u8fdb\u4e00\u6b65\u6539\u8fdb\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u591a\u6a21\u6001\u601d\u7ef4\u94fe\u6d8c\u73b0\u73b0\u8c61<\/strong>\uff1a\u89c6\u89c9\u5927\u6a21\u578b\u5728\u53c2\u6570\u7ea7\u522b\u8d85\u8fc7 100 \u4ebf\uff08\u226513B\uff09\u65f6\u8868\u73b0\u51fa\u601d\u7ef4\u94fe\u6d8c\u73b0\u73b0\u8c61\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-09378e529dfdde8885e8f357bb101461.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-09378e529dfdde8885e8f357bb101461.png\"><\/a><\/section>\n<\/li>\n<\/ul>\n<section><strong>\u5206\u6790<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u6b64\u5916\uff0c\u4e3a\u4e86\u56de\u7b54\u5982\u4f55\u80fd\u591f\u5728 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-962f0ba231c8b7daed1a3b0a1ba767ae.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-962f0ba231c8b7daed1a3b0a1ba767ae.png\"><\/a>\u00a0\u4e0a\u83b7\u5f97\u66f4\u597d\u7684\u8868\u73b0\u3002\u7814\u7a76\u8005\u4eec\u63d0\u4f9b\u4e86\u66f4\u5168\u9762\u7684\u5206\u6790\uff0c\u4ece\u800c\u63ed\u793a\u4e86\u5f53\u524d VLLMs \u5728\u591a\u6b65\u591a\u6a21\u6001\u63a8\u7406\u65b9\u9762\u7684\u663e\u8457\u4e0d\u8db3\uff0c\u4e3a\u672a\u6765\u7684\u4f18\u5316\u63d0\u4f9b\u4e86\u65b9\u5411\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section><strong>\u5355\u6b65\u63a8\u7406\u4efb\u52a1\u7684\u8868\u73b0\u8fdc\u4f18\u4e8e\u591a\u6b65\u63a8<\/strong><strong>\u7406\u4efb\u52a1\u3002<\/strong>\u6a21\u578b\u5728\u89e3\u51b3\u591a\u6b65\u591a\u6a21\u6001\u63a8\u7406\u65f6\u6027\u80fd\u4e0e\u5355\u6b65\u591a\u6a21\u6001\u63a8\u7406\u6709\u63a5\u8fd1 30% \u7684\u5dee\u8ddd\uff0c\u4e14\u968f\u6b65\u9aa4\u6570\u589e\u52a0\uff0c\u6027\u80fd\u9012\u51cf\u3002\u8fd9\u8868\u660e\u6a21\u578b\u5728\u5904\u7406\u590d\u6742\u591a\u6b65\u9aa4\u63a8\u7406\u65f6\u4ecd\u5b58\u5728\u56f0\u96be\u3002<\/section>\n<section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-e9a06fb0db1602cb5fe8d8b1f2199275.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-e9a06fb0db1602cb5fe8d8b1f2199275.png\"><\/a><\/p>\n<\/section>\n<\/li>\n<li>\n<section><strong>\u63d0\u9ad8\u6a21\u578b\u751f\u6210\u7684\u63a8\u7406\u8fc7\u7a0b\u8d28<\/strong><strong>\u91cf\u5bf9\u4e8e\u63d0\u5347<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-ba1eaa2d874e8623369b6d3692cad7d8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-ba1eaa2d874e8623369b6d3692cad7d8.png\"><\/a>\u00a0\u7684\u8868\u73b0\u81f3\u5173\u91cd\u8981\u3002<\/strong>\u901a\u8fc7\u8bc4\u4f30\u591a\u7ef4\u5ea6\u7684\u63a8\u7406\u8d28\u91cf\uff0c\u7814\u7a76\u8005\u4eec\u89c2\u5bdf\u5230\u63a8\u7406\u8d28\u91cf\u7684\u63d0\u5347\u4e0e <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-86c286f9d0c06ef3adbaaef5265e14e9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-86c286f9d0c06ef3adbaaef5265e14e9.png\"><\/a> \u7684\u6027\u80fd\u5448\u73b0\u6307\u6570\u7ea7\u76f8\u5173\u5173\u7cfb\u3002\u63d0\u5347\u591a\u6a21\u6001\u63a8\u7406\u7684\u903b\u8f91\u8d28\u91cf\u662f\u89e3\u51b3 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-91016efa5bad3b10afe5fabe5a1c45d3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-91016efa5bad3b10afe5fabe5a1c45d3.png\"><\/a>\u00a0\u7684\u5173\u952e\u74f6\u9888\u4e4b\u4e00\u3002<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-28d635b1e7889dd7feee86232d31eb14.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-28d635b1e7889dd7feee86232d31eb14.png\"><\/a><\/section>\n<ul>\n<li>\n<section><strong>\u591a\u6a21\u6001\u4fe1\u606f\u4ea4\u4e92\u7684\u589e\u52a0\u80fd\u591f\u663e\u8457\u63d0\u5347\u6a21\u578b\u7684\u63a8\u7406\u6027\u80fd\u3002<\/strong>\u7531\u4e8e <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-9b327798777e201a94f4b78cbb37b548.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-9b327798777e201a94f4b78cbb37b548.png\"><\/a> \u8981\u6c42\u63a8\u7406\u65f6\u52a8\u6001\u7684\u5305\u542b\u591a\u4e2a\u8de8\u6a21\u6001\u63a8\u7406\u6b65\u9aa4\uff0c\u5219\u81f3\u5c11\u6709 2 \u6b65\u8de8\u6a21\u6001\u63a8\u7406\uff0c\u800c\u73b0\u6709\u6a21\u578b\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u5e73\u5747\u7684\u8de8\u6a21\u6001\u63a8\u7406\u6b65\u9aa4\u6570\u5c0f\u4e8e 1\u3002\u8fd9\u8bf4\u660e\u672a\u6765\u7684\u7814\u7a76\u5e94\u6ce8\u91cd\u63d0\u9ad8\u63a8\u7406\u8fc7\u7a0b\u7684\u8d28\u91cf\u548c\u591a\u6a21\u6001\u4fe1\u606f\u7684\u4ea4\u4e92\uff0c\u4ee5\u89e3\u51b3\u5f53\u524d\u6a21\u578b\u5728 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-1d47dca2d902963eb6e5b909017c41cb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-1d47dca2d902963eb6e5b909017c41cb.png\"><\/a>\u00a0\u4e0a\u7684\u8868\u73b0\u4e0d\u8db3\u3002<\/section>\n<\/li>\n<\/ul>\n<section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-2e259aa458cdfeb3968f6967ca09f46b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-2e259aa458cdfeb3968f6967ca09f46b.png\"><\/a><\/p>\n<\/section>\n<section><strong>\u63a2\u7d22<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u7814\u7a76\u8005\u4eec\u8fdb\u4e00\u6b65\u63a2\u7a76\u4e86\u5f53\u524d\u5404\u79cd\u5e38\u7528\u7684\u591a\u6a21\u6001\u65b9\u6cd5\u4e0e\u8bbe\u7f6e\uff0c\u63a2\u7a76\u662f\u5426\u80fd\u591f\u6709\u6548\u7684\u89e3\u51b3 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-e1c728e3f38f34e2bc7266aa511cb20b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-e1c728e3f38f34e2bc7266aa511cb20b.png\"><\/a>\u00a0\u4e2d\u7684\u95ee\u9898\u3002<\/section>\n<section><\/section>\n<section><strong>\u5de5\u5177\u4f7f\u7528\u63a2\u7d22<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u5728\u591a\u6a21\u6001\u63a8\u7406\u4e2d\uff0c\u5de5\u5177\u4f7f\u7528\u88ab\u8ba4\u4e3a\u662f\u63d0\u9ad8\u6a21\u578b\u6027\u80fd\u7684\u4e00\u79cd\u6709\u6548\u7b56\u7565\u3002\u7814\u7a76\u8005\u4eec\u5728\u5b9e\u9a8c\u4e2d\u8bc4\u4f30\u4e86\u591a\u79cd\u5de5\u5177\u4f7f\u7528\u65b9\u6cd5\uff0c\u5305\u62ec HuggingGPT\u3001VisualChatGPT\u3001IdealGPT \u548c Chameleon \u7b49\u6a21\u578b\u3002<\/section>\n<section><\/section>\n<section>\u6587\u672c\u5927\u6a21\u578b\u4f7f\u7528\u591a\u6a21\u6001\u5de5\u5177\u5728 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-403a40deb8cc449428d27c6273a34cd4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-403a40deb8cc449428d27c6273a34cd4.png\"><\/a> \u4e0a\u8868\u73b0\u4e0d\u4f73\uff1a\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u5c3d\u7ba1\u8fd9\u4e9b\u5de5\u5177\u5728\u5355\u6a21\u6001\u4efb\u52a1\u4e2d\u8868\u73b0\u826f\u597d\uff0c\u4f46\u5728 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-420b02d42770a3a4a4c6c84a4b898627.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-420b02d42770a3a4a4c6c84a4b898627.png\"><\/a>\u00a0\u57fa\u51c6\u4e0a\u7684\u8868\u73b0\u4ecd\u5b58\u5728\u663e\u8457\u5dee\u8ddd\u3002\u4f8b\u5982\uff0cHuggingGPT \u5728\u5904\u7406\u590d\u6742\u7684\u591a\u6b65\u63a8\u7406\u4efb\u52a1\u65f6\uff0c\u7531\u4e8e\u7f3a\u4e4f\u5bf9\u89c6\u89c9\u4fe1\u606f\u7684\u6709\u6548\u5229\u7528\uff0c\u8868\u73b0\u8f83\u4e3a\u900a\u8272\u3002\u6b64\u5916\uff0cVisualChatGPT \u548c IdealGPT \u5728\u5904\u7406\u9700\u8981\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u4efb\u52a1\u65f6\uff0c\u8868\u73b0\u4e5f\u672a\u80fd\u8fbe\u5230\u9884\u671f\u3002\u8fd9\u4e9b\u7ed3\u679c\u8868\u660e\uff0c\u5f53\u524d\u7684\u5de5\u5177\u4f7f\u7528\u6846\u67b6\u9700\u8981\u8fdb\u4e00\u6b65\u6539\u8fdb\uff0c\u4ee5\u66f4\u597d\u5730\u6574\u5408\u548c\u5229\u7528\u591a\u6a21\u6001\u4fe1\u606f\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-d4174ed6b43facc1e5bd941f85420157.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-d4174ed6b43facc1e5bd941f85420157.png\"><\/a><\/section>\n<section><strong>\u4e0a\u4e0b\u6587\u5b66\u4e60\u63a2\u7d22<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u5728\u4e0a\u4e0b\u6587\u5b66\u4e60\u65b9\u9762\uff0c\u7814\u7a76\u8005\u4eec\u63a2\u7d22\u4e86\u4e0d\u540c\u7684\u793a\u4f8b\u7b56\u7565\u5bf9\u6a21\u578b\u6027\u80fd\u7684\u5f71\u54cd\u3002\u5177\u4f53\u800c\u8a00\uff0c\u7814\u7a76\u8005\u4eec\u8bc4\u4f30\u4e86\u7eaf\u6587\u672c\u793a\u4f8b\u4ee5\u68c0\u6d4b\u6a21\u578b\u5728\u591a\u6a21\u6001\u63a8\u7406\u65f6\u662f\u5426\u4f1a\u8fdb\u884c\u6587\u672c\u5f62\u5f0f\u7684\u5b66\u4e60\uff0c\u540c\u65f6\u8fd8\u8bc4\u4f30\u4e86\u591a\u6a21\u6001\u793a\u4f8b\u4ee5\u68c0\u6d4b\u6a21\u578b\u5728\u591a\u6a21\u6001\u63a8\u7406\u65f6\u662f\u5426\u4f1a\u5229\u7528\u591a\u6a21\u6001\u793a\u4f8b\u8fdb\u884c\u4e0a\u4e0b\u6587\u5b66\u4e60\u3002<\/section>\n<section><\/section>\n<section>\u7eaf\u6587\u672c\u793a\u4f8b\u65e0\u6cd5\u63d0\u9ad8\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-9137577c0e79e0ee0096a518145890f5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-9137577c0e79e0ee0096a518145890f5.png\"><\/a>\u00a0\u4e0a\u7684\u6027\u80fd\uff1a\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u5bf9\u4e8e\u7eaf\u6587\u672c\u793a\u4f8b\u6765\u8bf4\uff0c\u8fd9\u4e9b\u6837\u672c\u6570\u91cf\u5bf9\u6a21\u578b\u6027\u80fd\u5f71\u54cd\u51e0\u4e4e\u53ef\u4ee5\u5ffd\u7565\u4e0d\u8ba1\uff0c\u8fd9\u8bf4\u660e\uff0c\u7eaf\u7cb9\u7684\u6587\u672c\u5f62\u5f0f\u7684\u6a21\u4eff\u5e76\u4e0d\u8db3\u4ee5\u89e3\u51b3\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-e460b62311a75834174aa17e46add14b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-e460b62311a75834174aa17e46add14b.png\"><\/a>\u00a0\u95ee\u9898\u3002<\/section>\n<section><\/section>\n<section>\u56fe\u50cf\u548c\u6587\u672c\u4ea4\u9519\u7684\u591a\u6a21\u6001\u793a\u4f8b\u751a\u81f3\u53ef\u80fd\u4f1a\u635f\u5bb3 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-a54b46508f2987f8646c55e9537ce301.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-a54b46508f2987f8646c55e9537ce301.png\"><\/a>\u00a0\u4e0a\u7684\u6027\u80fd\uff1a\u5bf9\u4e8e\u591a\u6a21\u6001\u793a\u4f8b\u6765\u8bf4\uff0c\u4e0a\u4e0b\u6587\u5b66\u4e60\u4ec5\u4ec5\u80fd\u591f\u63d0\u9ad8\u8f83\u5927\u6a21\u578b\u7684\u80fd\u529b\u3002\u7136\u800c\uff0c\u5bf9\u4e8e\u4e00\u4e9b\u8bad\u7ec3\u8fc7\u591a\u6a21\u6001\u4ea4\u4e92\u6570\u636e\u7684\u6a21\u578b\u6765\u8bf4\uff0c\u751a\u81f3\u4f1a\u968f\u7740\u6837\u672c\u6570\u91cf\u589e\u52a0\u800c\u51fa\u73b0\u6027\u80fd\u4e0b\u964d\u3002\u56e0\u6b64\uff0c\u7814\u7a76\u8005\u4eec\u8ba4\u4e3a\uff0c\u672a\u6765\u9700\u8981\u5c06\u5305\u542b\u903b\u8f91\u7684\u66f4\u9ad8\u8d28\u91cf\u7684\u56fe\u50cf\u548c\u6587\u672c\u4ea4\u9519\u793a\u4f8b\u7528\u4e8e\u4e0a\u4e0b\u6587\u5b66\u4e60\u7684\u8bad\u7ec3\uff0c\u5e76\u589e\u5f3a\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684\u591a\u6a21\u6001\u4ea4\u4e92\u80fd\u529b\uff0c\u624d\u80fd\u591f\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u6539\u5584\u6a21\u578b\u7684\u8868\u73b0\u3002<\/section>\n<section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-3bdc7aae6f2ae955d2501f765124362a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-3bdc7aae6f2ae955d2501f765124362a.png\"><\/a><\/p>\n<\/section>\n<section><strong>\u6307\u4ee4\u5fae\u8c03\u63a2\u7d22<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u63d0\u9ad8\u6a21\u578b\u5728 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-5f00140f02b2d6317a547ad643fd46cd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-5f00140f02b2d6317a547ad643fd46cd.png\"><\/a>\u00a0\u4e0a\u7684\u8868\u73b0\uff0c\u7814\u7a76\u8005\u4eec\u8fdb\u884c\u4e86\u5fae\u8c03\u5b9e\u9a8c\u3002<\/section>\n<section><\/section>\n<section>\u6307\u4ee4\u5fae\u8c03\u80fd\u591f\u663e\u8457\u589e\u5f3a\u4f20\u7edf\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLMs\uff09\u7684\u6027\u80fd\uff1a\u6307\u4ee4\u5fae\u8c03\u4f7f\u4f20\u7edf\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u8d85\u8d8a\u96f6\u6837\u672c\u89c6\u89c9\u5927\u6a21\u578b\uff0c\u8fd9\u5c31\u662f\u6211\u4eec\u7684\u6570\u636e\u96c6\u5728\u63d0\u9ad8 VLM \u6709\u6548\u6027\u65b9\u9762\u7684\u4ef7\u503c\u3002\u7ecf\u8fc7\u5fae\u8c03\u7684 VLM\uff08\u6700\u4f4e\u4e3a 44.85%\uff09\u4f18\u4e8e\u5927\u591a\u6570\u5177\u6709\u96f6\u6837\u672c\u63d0\u793a\u7684\u5f00\u6e90 VLLM\uff08\u6700\u9ad8\u4e3a 38.86%\uff09\u3002<\/section>\n<section><\/section>\n<section>\u6307\u4ee4\u5fae\u8c03\u80fd\u591f\u8fdb\u4e00\u6b65\u5730\u589e\u5f3a\u5927\u578b\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u7684\u6027\u80fd\uff1a\u901a\u8fc7\u5728\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-7928dc9362a919642323c77362b95b81.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-7928dc9362a919642323c77362b95b81.png\"><\/a>\u00a0\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u5fae\u8c03\uff0cLLaVA-V1.5-13B \u6a21\u578b\u7684\u6574\u4f53\u51c6\u786e\u7387\u63d0\u9ad8\u4e86\u8fd1 20%\uff0c\u5e76\u63a5\u8fd1\u4e86 GPT4V \u7684\u6c34\u5e73\u3002<\/section>\n<section><\/section>\n<section>\u56e0\u6b64\uff0c\u7814\u7a76\u8005\u4eec\u5efa\u8bae\u672a\u6765\u7684\u7814\u7a76\u53ef\u4ee5\u66f4\u591a\u5730\u5173\u6ce8\u6307\u4ee4\u5fae\u8c03\u6280\u672f\uff0c\u4ee5\u8fdb\u4e00\u6b65\u63d0\u5347\u591a\u6a21\u6001\u63a8\u7406\u6a21\u578b\u7684\u8868\u73b0\u3002<\/section>\n<section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-9ad0803df4b1e4efd14ce5f5aa2e2f22.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-9ad0803df4b1e4efd14ce5f5aa2e2f22.png\"><\/a><\/p>\n<\/section>\n<section><strong>\u7ed3\u8bba\u53ca\u5c55\u671b<\/strong><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u8005\u4eec\u5f15\u5165\u4e86\u4e00\u4e2a\u65b0\u7684\u57fa\u51c6\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-1a21772b3fede43d9a7e2be4f321d4db.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-1a21772b3fede43d9a7e2be4f321d4db.png\"><\/a>\uff0c\u65e8\u5728\u63a8\u52a8\u591a\u9886\u57df\u3001\u591a\u6b65\u548c\u591a\u6a21\u6001\u601d\u7ef4\u94fe\u7684\u7814\u7a76\u3002\u7814\u7a76\u8005\u4eec\u7684\u5b9e\u9a8c\u548c\u5206\u6790\u8868\u660e\uff0c\u5c3d\u7ba1\u73b0\u6709\u7684 VLLMs \u5728\u67d0\u4e9b\u4efb\u52a1\u4e0a\u8868\u73b0\u4f18\u5f02\uff0c\u4f46\u5728\u66f4\u590d\u6742\u7684\u591a\u6a21\u6001\u63a8\u7406\u4efb\u52a1\u4e0a\u4ecd\u6709\u5f88\u5927\u6539\u8fdb\u7a7a\u95f4\u3002\u901a\u8fc7\u63d0\u51fa\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-c069b9a004e4e5af818359e3d1f2c461.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-c069b9a004e4e5af818359e3d1f2c461.png\"><\/a>\uff0c\u7814\u7a76\u8005\u4eec\u5e0c\u671b\u80fd\u591f\u91cd\u65b0\u8bc4\u4f30\u73b0\u6709\u7684\u8fdb\u5c55\uff0c\u5e76\u901a\u8fc7\u6307\u51fa\u65b0\u7684\u6311\u6218\u548c\u673a\u4f1a\uff0c\u6fc0\u53d1\u672a\u6765\u7684\u7814\u7a76\u3002\u7814\u7a76\u8005\u4eec\u671f\u5f85\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-e33efc05f8c0e098b803af6a7c3c83d9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-e33efc05f8c0e098b803af6a7c3c83d9.png\"><\/a>\u00a0\u80fd\u591f\u6210\u4e3a\u4e00\u4e2a\u6709\u4ef7\u503c\u7684\u8d44\u6e90\uff0c\u4e3a\u591a\u9886\u57df\u3001\u591a\u6b65\u548c\u591a\u6a21\u6001\u601d\u7ef4\u94fe\u7684\u7814\u7a76\u63d0\u4f9b\u5f00\u521b\u6027\u7684\u57fa\u7840\u3002<\/section>\n<section><\/section>\n<section><em><sup>\u53c2\u8003\u8d44\u6599\uff1a<\/sup><\/em><\/section>\n<section><sup><em>[1] Lu et al. Learn to Explain: Multimodal Reasoning via<\/em><\/sup><\/section>\n<section><sup><em>Thought Chains for Science Question Answering. In Proc. of NeurIPS 2022.<\/em><\/sup><\/section>\n<section><sup><em>[2] Zhang et al. Multimodal Reasoning with Multimodal Knowledge Graph. ACL 2024.<\/em><\/sup><\/section>\n<section><sup><em>[3] Kojima et al. Large language models are zero-shot reasoners. In Proc. of NeurIPS 2022.<\/em><\/sup><\/section>\n<section><sup><em>[4] Wu et al. The Role of Chain-of-Thought in Complex Vision-Language Reasoning Task. Arxiv 2023.<\/em><\/sup><\/section>\n<section><em><sup>[5] Mitra et al. Compositional chain-of-thought prompting for large multimodal models. CVPR 2024.<\/sup><\/em><\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-08-11-5\" target=\"_blank\">ACL 2024 Oral\uff5c\u6211\u4eec\u79bb\u771f\u6b63\u7684\u591a\u6a21\u6001\u601d\u7ef4\u94fe\u63a8\u7406\u8fd8\u6709\u591a\u8fdc\uff1f<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:ACL 2024 Or [&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":[73,68,67],"class_list":["post-35031","post","type-post","status-publish","format-standard","hentry","category-news","tag-73","tag-68","tag-67"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - 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