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class=\"f_center\"><img decoding=\"async\" src=\"https:\/\/nimg.ws.126.net\/?url=http%3A%2F%2Fdingyue.ws.126.net%2F2023%2F1128%2F15a253f3j00s4tzyv002td200u000eng00g2007u.jpg&amp;thumbnail=660x2147483647&amp;quality=80&amp;type=jpg\" \/><\/p>\n<p class=\"f_center\"><img decoding=\"async\" src=\"https:\/\/nimg.ws.126.net\/?url=http%3A%2F%2Fdingyue.ws.126.net%2F2023%2F1128%2F3f7539f6j00s4tzyw001id200u000ang00g2005o.jpg&amp;thumbnail=660x2147483647&amp;quality=80&amp;type=jpg\" \/><\/p>\n<p id=\"29KO0TEQ\"><strong>\u591a\u6a21\u6001\u5927\u578b\u8bed\u8a00\u6a21\u578b<\/strong><\/p>\n<p id=\"29KO0TER\">\u6700\u8fd1\uff0c\u591a\u6a21\u6001\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08MLLMs\uff09\u5df2\u6210\u4e3a\u4e00\u4e2a\u91cd\u8981\u7684\u7814\u7a76\u9886\u57df\u3002\u8fd9\u4e9b\u6a21\u578b\u5229\u7528\u4e86\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u529b\u91cf\uff0c\u5982ChatGPT\u3001InstructGPT\u3001FLAN\u548cOPT-IML\uff0c\u6765\u6267\u884c\u8de8\u8d8a\u591a\u79cd\u6a21\u6001\uff08\u5982\u6587\u672c\u548c\u56fe\u50cf\uff09\u7684\u4efb\u52a1\u3002\u5b83\u4eec\u5c55\u73b0\u51fa\u4e86\u4ee4\u4eba\u60ca\u8bb6\u7684\u65b0\u5174\u80fd\u529b\uff0c\u4f8b\u5982\u57fa\u4e8e\u56fe\u50cf\u7f16\u5199\u6545\u4e8b\u548c\u6267\u884c\u65e0\u9700\u5149\u5b66\u5b57\u7b26\u8bc6\u522b\u7684\u6570\u5b66\u63a8\u7406\uff0c\u8fd9\u5728\u4f20\u7edf\u65b9\u6cd5\u4e2d\u5f88\u7f55\u89c1\u3002\u8fd9\u8868\u660e\u4e86\u901a\u5f80\u4eba\u5de5\u901a\u7528\u667a\u80fd\u7684\u6f5c\u5728\u8def\u5f84\u3002MLLMs\u4e2d\u7684\u5173\u952e\u6280\u672f\u548c\u5e94\u7528\u5305\u62ec\u591a\u6a21\u6001\u6307\u4ee4\u8c03\u6574\uff08Multimodal Instruction Tuning\uff09\uff0c\u5b83\u8c03\u6574\u6a21\u578b\u4ee5\u8ddf\u968f\u4e0d\u540c\u6a21\u6001\u7684\u6307\u4ee4\uff1b\u591a\u6a21\u6001\u4e0a\u4e0b\u6587\u5b66\u4e60\uff08Multimodal In-Context Learning\uff09\uff0c\u5141\u8bb8\u6a21\u578b\u4ece\u591a\u6a21\u6001\u6570\u636e\u7684\u4e0a\u4e0b\u6587\u4e2d\u5b66\u4e60\uff1b\u591a\u6a21\u6001\u601d\u7ef4\u94fe\uff08Multimodal Chain of Thought\uff09\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u8de8\u4e0d\u540c\u6a21\u6001\u4fdd\u6301\u601d\u7ef4\u94fe\uff1b\u4ee5\u53caLLM\u8f85\u52a9\u89c6\u89c9\u63a8\u7406\uff08LLM-Aided Visual Reasoning, LAVR\uff09\uff0c\u5229\u7528LLMs\u6765\u5e2e\u52a9\u89c6\u89c9\u63a8\u7406\u4efb\u52a1\u3002MLLMs\u66f4\u7b26\u5408\u4eba\u7c7b\u611f\u77e5\u4e16\u754c\u7684\u65b9\u5f0f\uff0c\u63d0\u4f9b\u4e86\u6bd4LLMs\u66f4\u53cb\u597d\u7684\u7528\u6237\u754c\u9762\uff0c\u5e76\u652f\u6301\u66f4\u5e7f\u6cdb\u7684\u4efb\u52a1\u8303\u56f4\u3002MLLMs\u7684\u6700\u65b0\u8fdb\u5c55\u5f97\u76ca\u4e8eGPT-4V\u7684\u53d1\u5c55\uff0c\u5c3d\u7ba1\u5b83\u6ca1\u6709\u5f00\u653e\u7684\u591a\u6a21\u6001\u754c\u9762\uff0c\u4f46\u5df2\u5c55\u793a\u51fa\u60ca\u4eba\u7684\u80fd\u529b\u3002\u7814\u7a76\u793e\u533a\u5df2\u7ecf\u505a\u51fa\u4e86\u91cd\u5927\u52aa\u529b\uff0c\u5f00\u53d1\u4e86\u529f\u80fd\u5f3a\u5927\u7684\u5f00\u6e90MLLMs\uff0c\u5e76\u5c55\u793a\u4e86\u60ca\u4eba\u7684\u5b9e\u9645\u80fd\u529b\u3002<\/p>\n<p id=\"29KO0TES\"><strong>\u591a\u6a21\u6001\u8bed\u8a00\u6a21\u578b\u5728\u81ea\u52a8\u9a7e\u9a76\u9886\u57df<\/strong><\/p>\n<p id=\"29KO0TET\">\u5728\u81ea\u52a8\u9a7e\u9a76\u884c\u4e1a\u4e2d\uff0c\u591a\u6a21\u6001\u8bed\u8a00\u6a21\u578b\uff08MLLMs\uff09\u6709\u6f5c\u529b\u7406\u89e3\u4ea4\u901a\u573a\u666f\uff0c\u6539\u5584\u9a7e\u9a76\u51b3\u7b56\u8fc7\u7a0b\uff0c\u5e76\u5f7b\u5e95\u6539\u53d8\u4eba\u4e0e\u8f66\u8f86\u7684\u4e92\u52a8\u65b9\u5f0f\u3002\u8fd9\u4e9b\u6a21\u578b\u63a5\u53d7\u4e86\u5927\u91cf\u4ea4\u901a\u573a\u666f\u6570\u636e\u7684\u8bad\u7ec3\uff0c\u4f7f\u5b83\u4eec\u80fd\u591f\u4ece\u5730\u56fe\u3001\u89c6\u9891\u548c\u4ea4\u901a\u89c4\u5219\u7b49\u4e0d\u540c\u6765\u6e90\u63d0\u53d6\u6709\u4ef7\u503c\u7684\u4fe1\u606f\u3002\u56e0\u6b64\uff0c\u5b83\u4eec\u53ef\u4ee5\u589e\u5f3a\u8f66\u8f86\u7684\u5bfc\u822a\u548c\u89c4\u5212\u80fd\u529b\uff0c\u786e\u4fdd\u5b89\u5168\u6027\u548c\u6548\u7387\u3002\u6b64\u5916\uff0c\u5b83\u4eec\u80fd\u591f\u9002\u5e94\u4e0d\u65ad\u53d8\u5316\u7684\u9053\u8def\u6761\u4ef6\uff0c\u5e76\u5177\u6709\u4e0e\u4eba\u7c7b\u76f4\u89c9\u975e\u5e38\u76f8\u4f3c\u7684\u7406\u89e3\u6c34\u5e73\u3002<\/p>\n<p class=\"f_center\"><img decoding=\"async\" src=\"https:\/\/nimg.ws.126.net\/?url=http%3A%2F%2Fdingyue.ws.126.net%2F2023%2F1128%2Ff4367b81j00s4tzyx002wd200u000jqg00g200aj.jpg&amp;thumbnail=660x2147483647&amp;quality=80&amp;type=jpg\" \/><\/p>\n<p id=\"29KO0TEV\">\u591a\u6a21\u6001\u8bed\u8a00\u6a21\u578b\u5728\u611f\u77e5\u65b9\u9762\u7684\u5e94\u7528 \u4f20\u7edf\u7684\u611f\u77e5\u7cfb\u7edf\u901a\u5e38\u4ec5\u9650\u4e8e\u8bc6\u522b\u4e00\u7ec4\u9884\u5b9a\u4e49\u7684\u7279\u5b9a\u5bf9\u8c61\u7c7b\u522b\uff0c\u8fd9\u9650\u5236\u4e86\u5b83\u4eec\u7684\u9002\u5e94\u6027\uff0c\u5e76\u9700\u8981\u6536\u96c6\u548c\u6ce8\u91ca\u65b0\u6570\u636e\u7684\u7e41\u7410\u8fc7\u7a0b\u4ee5\u8bc6\u522b\u4e0d\u540c\u7684\u89c6\u89c9\u6982\u5ff5\u3002\u56e0\u6b64\uff0c\u5b83\u4eec\u7684\u901a\u7528\u6027\u548c\u5b9e\u7528\u6027\u53d7\u5230\u4e86\u524a\u5f31\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u4e00\u79cd\u65b0\u7684\u8303\u5f0f\u6b63\u5728\u5174\u8d77\uff0c\u5b83\u6d89\u53ca\u4ece\u539f\u59cb\u6587\u672c\u63cf\u8ff0\u548c\u5404\u79cd\u6a21\u6001\u4e2d\u5b66\u4e60\uff0c\u63d0\u4f9b\u66f4\u4e30\u5bcc\u7684\u76d1\u7763\u6765\u6e90\u3002<\/p>\n<p id=\"29KO0TF0\">\u591a\u6a21\u6001\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08MLLMs\uff09\u7531\u4e8e\u80fd\u591f\u901a\u8fc7\u6587\u672c\u5206\u6790\u6765\u5206\u6790\u975e\u6587\u672c\u6570\u636e\uff08\u5982\u56fe\u50cf\u548c\u70b9\u4e91\uff09\u800c\u53d7\u5230\u4e86\u663e\u8457\u5173\u6ce8\u3002\u8fd9\u4e9b\u8fdb\u5c55\u6781\u5927\u5730\u63d0\u9ad8\u4e86\u96f6\u6837\u672c\u548c\u5c11\u6837\u672c\u56fe\u50cf\u5206\u7c7b\u3001\u5206\u5272\u548c\u5bf9\u8c61\u68c0\u6d4b\u3002<\/p>\n<p id=\"29KO0TF1\">\u5f00\u521b\u6027\u7684\u6a21\u578b\u5982CLIP\u5df2\u7ecf\u8868\u660e\uff0c\u901a\u8fc7\u8bad\u7ec3\u5c06\u56fe\u50cf\u4e0e\u6807\u9898\u5339\u914d\uff0c\u53ef\u4ee5\u6709\u6548\u5730\u4ece\u5934\u5f00\u59cb\u521b\u5efa\u56fe\u50cf\u8868\u793a\u3002\u5728\u6b64\u57fa\u7840\u4e0a\uff0cLiu\u7b49\u4eba\u5f15\u5165\u4e86LLaMa\uff0c\u5b83\u7ed3\u5408\u4e86\u89c6\u89c9\u7f16\u7801\u5668\u548cLLM\uff0c\u589e\u5f3a\u4e86\u5bf9\u89c6\u89c9\u548c\u8bed\u8a00\u6982\u5ff5\u7684\u7406\u89e3\u3002Zhang\u7b49\u4eba\u8fdb\u4e00\u6b65\u6269\u5c55\u4e86\u8fd9\u9879\u5de5\u4f5c\uff0c\u5f00\u53d1\u4e86Video-LLaMa\uff0c\u4f7fMLLMs\u80fd\u591f\u5904\u7406\u89c6\u9891\u4e2d\u7684\u89c6\u89c9\u548c\u542c\u89c9\u4fe1\u606f\u3002\u8fd9\u4ee3\u8868\u4e86\u673a\u5668\u611f\u77e5\u5728\u6574\u5408\u8bed\u8a00\u548c\u89c6\u89c9\u6a21\u6001\u65b9\u9762\u7684\u91cd\u5927\u8fdb\u5c55\u3002<\/p>\n<p id=\"29KO0TF2\">\u591a\u6a21\u6001\u8bed\u8a00\u6a21\u578b\u7528\u4e8e\u89c4\u5212\u548c\u63a7\u5236 \u5728\u673a\u5668\u4eba\u5b66\u9886\u57df\uff0c\u8bed\u8a00\u5728\u89c4\u5212\u548c\u63a7\u5236\u4efb\u52a1\u4e2d\u7684\u4f7f\u7528\u5df2\u6709\u60a0\u4e45\u7684\u5386\u53f2\uff0c\u53ef\u4ee5\u8ffd\u6eaf\u5230\u65e9\u671f\u5c55\u793a\u4eba\u673a\u4e92\u52a8\u7684\u81ea\u7136\u8bed\u8a00\u8bcd\u6c47\u89e3\u6790\u7684\u4f7f\u7528[187]\uff0c\u5e76\u4e14\u5b83\u5df2\u7ecf\u88ab\u5e7f\u6cdb\u7814\u7a76\u7528\u4e8e\u673a\u5668\u4eba\u9886\u57df\u3002\u5173\u4e8e\u8fd9\u4e2a\u4e3b\u9898\u5b58\u5728\u5e7f\u6cdb\u7684\u7efc\u8ff0\u6027\u7814\u7a76[104, 164]\u3002\u5df2\u7ecf\u88ab\u5145\u5206\u8bc1\u660e\uff0c\u8bed\u8a00\u4f5c\u4e3a\u975e\u4e13\u4e1a\u4eba\u5458\u4e0e\u673a\u5668\u4eba\u4ea4\u6d41\u7684\u6709\u4ef7\u503c\u63a5\u53e3[82]\u3002\u6b64\u5916\uff0c\u901a\u8fc7\u57fa\u4e8e\u8bed\u8a00\u7684\u63a7\u5236\u5b9e\u73b0\u673a\u5668\u4eba\u7cfb\u7edf\u5bf9\u65b0\u4efb\u52a1\u7684\u6cdb\u5316\u80fd\u529b\u5df2\u7ecf\u5728\u5404\u79cd\u7814\u7a76\u4e2d\u5f97\u5230\u8bc1\u660e[2, 66]\u3002\u5df2\u7ecf\u5e7f\u6cdb\u7814\u7a76\u4e86\u5b9e\u73b0\u7279\u5b9a\u89c4\u5212\u6216\u63a7\u5236\u4efb\u52a1\u6216\u7b56\u7565\uff0c\u5305\u62ec\u57fa\u4e8e\u6a21\u578b\u7684[5, 121, 153]\u3001\u6a21\u4eff\u5b66\u4e60[105, 155]\u548c\u5f3a\u5316\u5b66\u4e60[47, 67, 116]\u3002<\/p>\n<p id=\"29KO0TF3\">\u7531\u4e8e\u591a\u6a21\u6001\u8bed\u8a00\u6a21\u578b\u5728\u96f6\u6837\u672c\u5b66\u4e60[167]\u3001\u4e0a\u4e0b\u6587\u5b66\u4e60[114]\u548c\u63a8\u7406[184]\u65b9\u9762\u5177\u6709\u663e\u8457\u7684\u80fd\u529b\uff0c\u8bb8\u591a\u7814\u7a76\u8868\u660eLLM\uff08\u591a\u6a21\u6001\u8bed\u8a00\u6a21\u578b\uff09\u53ef\u4ee5\u542f\u7528\u89c4\u5212[152, 176]\u548c\u901a\u8fc7\u6587\u672c\u63cf\u8ff0\u6765\u611f\u77e5\u73af\u5883[157]\uff0c\u4ee5\u5f00\u53d1\u7528\u6237\u5728\u673a\u5668\u4eba\u63a7\u5236\u4e2d\u7684\u53c2\u4e0e[174]\u3002[81]\u901a\u8fc7\u6587\u672c\u5b8c\u6210\u548c\u8bed\u4e49\u7ffb\u8bd1\u7684\u7ec4\u5408\u5c06\u81ea\u7136\u8bed\u8a00\u547d\u4ee4\u5206\u89e3\u4e3a\u53ef\u6267\u884c\u64cd\u4f5c\u5e8f\u5217\uff0c\u4ee5\u63a7\u5236\u673a\u5668\u4eba\u3002SayCan [2]\u5229\u7528\u52a0\u6743LLMs\u6765\u751f\u6210\u5408\u7406\u7684\u52a8\u4f5c\u5e76\u63a7\u5236\u673a\u5668\u4eba\uff0c\u800c[62]\u4f7f\u7528\u73af\u5883\u53cd\u9988\uff0cLLMs\u53ef\u4ee5\u53d1\u5c55\u5185\u5fc3\u7684\u81ea\u8a00\u81ea\u8bed\uff0c\u589e\u5f3a\u4e86\u5b83\u4eec\u5728\u673a\u5668\u4eba\u63a7\u5236\u573a\u666f\u4e2d\u8fdb\u884c\u66f4\u5168\u9762\u5904\u7406\u7684\u80fd\u529b\u3002Socratic Models 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