{"id":37855,"date":"2025-02-05T19:00:55","date_gmt":"2025-02-05T11:00:55","guid":{"rendered":"https:\/\/17aitech.com\/?p=37855"},"modified":"2025-02-05T19:00:55","modified_gmt":"2025-02-05T11:00:55","slug":"%e6%97%a0%e7%9b%b4%e6%8e%a5%e6%95%b0%e6%8d%ae%e5%8f%af%e7%94%a8%ef%bc%8cai%e6%80%8e%e4%b9%88%e5%ad%a6%e4%bc%9a%e3%80%8c%e5%b9%b2%e6%b4%bb%e3%80%8d%ef%bc%9f%e5%be%ae%e8%bd%af%e5%9b%a2%e9%98%9f%e6%8f%ad","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37855","title":{"rendered":"\u65e0\u76f4\u63a5\u6570\u636e\u53ef\u7528\uff0cAI\u600e\u4e48\u5b66\u4f1a\u300c\u5e72\u6d3b\u300d\uff1f\u5fae\u8f6f\u56e2\u961f\u63ed\u79d8AI\u4ece\u8bed\u8a00\u5230\u884c\u52a8\u7684\u8fdb\u5316\u4e4b\u8def"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-21-6\" target=\"_blank\">\u65e0\u76f4\u63a5\u6570\u636e\u53ef\u7528\uff0cAI\u600e\u4e48\u5b66\u4f1a\u300c\u5e72\u6d3b\u300d\uff1f\u5fae\u8f6f\u56e2\u961f\u63ed\u79d8AI\u4ece\u8bed\u8a00\u5230\u884c\u52a8\u7684\u8fdb\u5316\u4e4b\u8def<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-a80162da15365bc77d249400b881cc2b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-a80162da15365bc77d249400b881cc2b.png\"><\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"167\" 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>\u8be5\u6280\u672f\u62a5\u544a\u7684\u4e3b\u8981\u4f5c\u8005 Lu Wang, Fangkai Yang, Chaoyun \u00a0Zhang, Shilin He, Pu Zhao, Si Qin \u7b49\u5747\u6765\u81ea Data, Knowledge, and Intelligence (DKI) \u56e2\u961f\uff0c\u4e3a\u5fae\u8f6f TaskWeaver, WizardLLM, Windows GUI Agent UFO \u7684\u6838\u5fc3\u5f00\u53d1\u8005\u3002<\/strong><\/p>\n<p>\u8fd1\u5e74\u6765\uff0c\u5927\u8bed\u8a00\u6a21\u578b\uff08Large Language Models, LLMs\uff09\u7684\u8fc5\u731b\u53d1\u5c55\u63a8\u52a8\u4e86\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u9886\u57df\u7684\u6280\u672f\u8fdb\u6b65\u3002\u8fd9\u4e9b\u6a21\u578b\u5728\u5bf9\u8bdd\u751f\u6210\u3001\u6587\u672c\u7ffb\u8bd1\u3001\u77e5\u8bc6\u95ee\u7b54\u548c\u4ee3\u7801\u751f\u6210\u7b49\u4efb\u52a1\u4e2d\u5c55\u73b0\u51fa\u5353\u8d8a\u7684\u6027\u80fd\u3002<\/p>\n<p>\u7136\u800c\uff0c\u5c3d\u7ba1 LLMs \u53ef\u4ee5\u901a\u8fc7\u8bed\u8a00\u751f\u6210\u4e3a\u7528\u6237\u63d0\u4f9b\u4fe1\u606f\u652f\u6301\uff0c\u5176\u529f\u80fd\u4ecd\u5c40\u9650\u4e8e\u6587\u672c\u5c42\u9762\uff0c\u65e0\u6cd5\u4e3b\u52a8\u4e0e\u7269\u7406\u6216\u6570\u5b57\u73af\u5883\u4ea4\u4e92\uff0c\u6216\u56e0\u7f3a\u4e4f\u9886\u57df\u77e5\u8bc6\u548c\u6570\u636e\u800c\u5bfc\u81f4\u751f\u6210\u7684\u300c\u52a8\u4f5c\u300d\u6548\u679c\u4e0d\u4f73\u3002\u8fd9\u79cd\u300c<strong>\u8bed\u8a00 &#8211; \u884c\u52a8\u65ad\u5c42<\/strong>\u300d\u963b\u788d\u4e86\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u5728\u8bb8\u591a\u5b9e\u9645\u573a\u666f\u4e2d\u7684\u5e7f\u6cdb\u5e94\u7528\u3002<\/p>\n<p>\u4e3a\u89e3\u51b3\u8fd9\u4e00\u6838\u5fc3\u95ee\u9898\uff0c\u5fae\u8f6f\u56e2\u961f\u9996\u6b21\u63d0\u51fa\u4e86\u4e00\u79cd\u5b8c\u6574\u7684\u65b9\u6cd5\u4f53\u7cfb\uff0c\u8be6\u5c3d\u63cf\u8ff0\u4e86\u5728\u65e0\u76f4\u63a5\u53ef\u7528\u6570\u636e\u7684\u60c5\u51b5\u4e0b\u5982\u4f55\u4ece\u96f6\u5f00\u59cb\u8bad\u7ec3\u4e00\u4e2a\u5927\u884c\u52a8\u6a21\u578b\uff08Large Action Model, LAM\uff09\uff0c\u5e76\u5c06\u5176\u9010\u6b65\u6784\u5efa\u4e3a\u53ef\u5728\u771f\u5b9e\u73af\u5883\u4e2d\u5b8c\u6210\u4efb\u52a1\u7684\u667a\u80fd\u4f53\u3002<\/p>\n<p>\u8fd9\u4e00\u5de5\u4f5c\u4e3a\u00a0LAM \u6a21\u578b\u8bad\u7ec3\u7684\u5960\u5b9a\u4e86\u57fa\u7840\uff0c\u8fd8\u4e3a AI \u4ece<strong>\u88ab\u52a8\u8bed\u8a00\u751f\u6210<\/strong>\u5411<strong>\u4e3b\u52a8\u884c\u52a8\u751f\u6210<\/strong>\u7684\u8f6c\u53d8\u63d0\u4f9b\u4e86\u65b0\u601d\u8def\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-aef26b67dadcc3805bad0ad60994ca03.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-aef26b67dadcc3805bad0ad60994ca03.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u6280\u672f\u62a5\u544a\u94fe\u63a5\uff1aLarge Action Models: From Inception to Implementation<\/section>\n<\/li>\n<li>\n<section>\u6570\u636e\u5904\u7406\u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/github.com\/microsoft\/UFO\/tree\/main\/dataflow<\/section>\n<\/li>\n<li>\n<section>\u5b8c\u6574\u7684\u6280\u672f\u6587\u6863\u94fe\u63a5\uff1ahttps:\/\/microsoft.github.io\/UFO\/dataflow\/overview\/\u00a0<\/section>\n<\/li>\n<\/ul>\n<p><strong>\u4ece\u8bed\u8a00\u5230\u884c\u52a8\u7684\u5fc5\u8981\u6f14\u5316<\/strong><\/p>\n<p><strong>LLMs \u7684\u5c40\u9650\u6027<\/strong><\/p>\n<p>\u4f20\u7edf LLMs\uff0c\u5982 OpenAI \u7684 GPT \u7cfb\u5217\u548c Mistral-7B\uff0c\u80fd\u591f\u751f\u6210\u5bcc\u6709\u903b\u8f91\u6027\u548c\u521b\u610f\u7684\u6587\u672c\u5185\u5bb9\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u95ee\u7b54\u7cfb\u7edf\u3001\u4ee3\u7801\u8865\u5168\u3001\u6587\u6848\u751f\u6210\u7b49\u4efb\u52a1\u4e2d\u3002\u7136\u800c\uff0c\u5f53\u7528\u6237\u7684\u9700\u6c42\u8d85\u8d8a\u8bed\u8a00\u751f\u6210\u5c42\u9762\uff0c\u4f8b\u5982\u64cd\u4f5c\u8f6f\u4ef6\u3001\u5b8c\u6210\u590d\u6742\u7684\u5de5\u4f5c\u6d41\u7a0b\u6216\u76f4\u63a5\u64cd\u63a7\u7269\u7406\u8bbe\u5907\u65f6\uff0c\u8fd9\u4e9b\u6a21\u578b\u4fbf\u66b4\u9732\u51fa\u660e\u663e\u7684\u4e0d\u8db3\u3002<\/p>\n<p>\u8fd9\u4e00\u5c40\u9650\u6027\u6e90\u4e8e LLMs \u7684\u8bbe\u8ba1\u521d\u8877\uff1a\u5b83\u4eec\u88ab\u4f18\u5316\u7528\u4e8e\u751f\u6210\u8bed\u8a00\u5185\u5bb9\uff0c\u800c\u975e\u6267\u884c\u884c\u52a8\u3002\u867d\u7136 LLMs \u5728\u4efb\u52a1\u89c4\u5212\u548c\u610f\u56fe\u7406\u89e3\u65b9\u9762\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5b83\u4eec\u7f3a\u4e4f\u884c\u52a8\u751f\u6210\u6240\u9700\u7684\u4efb\u52a1\u5206\u89e3\u3001\u73af\u5883\u4ea4\u4e92\u548c\u591a\u6b65\u6267\u884c\u80fd\u529b\u3002\u00a0<\/p>\n<p>LAM\uff08\u5927\u884c\u52a8\u6a21\u578b\uff09\u5177\u5907\u4e09\u5927\u7279\u6027\uff1a<\/p>\n<ul>\n<li>\n<section><strong>\u7528\u6237\u610f\u56fe\u7406\u89e3<\/strong>\uff0c\u80fd\u4ece\u591a\u79cd\u8f93\u5165\uff08\u8bed\u8a00\u3001\u8bed\u97f3\u3001\u56fe\u50cf\u7b49\uff09\u4e2d\u51c6\u786e\u89e3\u6790\u610f\u56fe\u5e76\u8f6c\u5316\u4e3a\u5177\u4f53\u53ef\u6267\u884c\u8ba1\u5212\uff1b<\/section>\n<\/li>\n<li>\n<section><strong>\u884c\u52a8\u751f\u6210\u80fd\u529b<\/strong>\uff0c\u53ef\u6839\u636e\u73af\u5883\u5c06\u7528\u6237\u9700\u6c42\u8f6c\u5316\u4e3a GUI \u64cd\u4f5c\u3001API \u8c03\u7528\u3001\u7269\u7406\u52a8\u4f5c\u7b49\u591a\u79cd\u5f62\u5f0f\u7684\u5177\u4f53\u6b65\u9aa4\uff1b<\/section>\n<\/li>\n<li>\n<section><strong>\u52a8\u6001\u89c4\u5212\u4e0e\u9002\u5e94<\/strong>\uff0c\u80fd\u591f\u5206\u89e3\u590d\u6742\u4efb\u52a1\uff0c\u7075\u6d3b\u5e94\u5bf9\u73af\u5883\u53d8\u5316\uff0c\u5b9e\u65f6\u8c03\u6574\u8ba1\u5212\u4ee5\u5b8c\u6210\u76ee\u6807\u3002\u8fd9\u4e9b\u7279\u6027\u4f7f LAM \u5728\u590d\u6742\u4efb\u52a1\u6267\u884c\u4e2d\u8868\u73b0\u51fa\u8272\u3002<\/section>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-fc90abf0d20f17ec7d9b61767fb622f4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-fc90abf0d20f17ec7d9b61767fb622f4.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 \u00a0\u56fe 1\uff1a\u4ece LLM \u5230 LAM \u7684\u6f14\u5316<\/sup><\/em><\/p>\n<p><strong>\u4ece LLMs \u5230 LAMs \u7684\u6311\u6218<\/strong><\/p>\n<p>\u5982\u56fe 1 \u6240\u793a\uff0c\u6784\u5efa LAMs \u7684\u6838\u5fc3\u6311\u6218\u5728\u4e8e\u5982\u4f55\u5c06\u6a21\u578b\u4ece\u4e00\u4e2a\u88ab\u52a8\u7684\u6587\u672c\u751f\u6210\u5668\u8f6c\u53d8\u4e3a\u80fd\u591f\u5728\u771f\u5b9e\u73af\u5883\u4e2d\u6267\u884c\u590d\u6742\u4efb\u52a1\u7684\u4e3b\u52a8\u884c\u52a8\u751f\u6210\u5668\u3002\u8fd9\u4e00\u8f6c\u53d8\u4e0d\u4ec5\u9700\u8981\u91cd\u65b0\u5b9a\u4e49\u6a21\u578b\u80fd\u529b\uff0c\u8fd8\u6d89\u53ca\u4ece\u6570\u636e\u3001\u8bad\u7ec3\u65b9\u6cd5\u5230\u8bc4\u4f30\u65b9\u5f0f\u7684\u5168\u9762\u9769\u65b0\uff1a<\/p>\n<ul>\n<li>\n<section>\u6570\u636e\u79ef\u7d2f\u7684\u96be\u9898<\/section>\n<\/li>\n<\/ul>\n<p>\u6570\u636e\u83b7\u53d6\u662f\u8bad\u7ec3 LAM \u7684\u6700\u5927\u6311\u6218\u3002LAM \u9700\u8981\u5927\u91cf\u4efb\u52a1 &#8211; \u884c\u52a8\u5bf9\u6570\u636e\u6765\u5b66\u4e60\u5982\u4f55\u5728\u4e0d\u540c\u73af\u5883\u4e2d\u6267\u884c\u64cd\u4f5c\u3002\u7136\u800c\uff0c\u8fd9\u7c7b\u6570\u636e\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u5f80\u5f80\u96be\u4ee5\u83b7\u53d6\u6216\u6279\u91cf\u6536\u96c6\u3002<\/p>\n<ul>\n<li>\n<section>\u6a21\u578b\u8bad\u7ec3\u7684\u91cd\u5927\u8f6c\u5316<\/section>\n<\/li>\n<\/ul>\n<p>LAM \u7684\u5f00\u53d1\u9700\u8981\u4ece\u4ec5\u751f\u6210\u6587\u672c\u7684 LLMs \u8f6c\u5316\u4e3a\u5177\u5907\u4efb\u52a1\u89c4\u5212\u3001\u52a8\u6001\u6267\u884c\u548c\u8c03\u6574\u80fd\u529b\u7684\u6a21\u578b\u3002\u8fd9\u4e0d\u4ec5\u9700\u8981\u5bf9\u6a21\u578b\u67b6\u6784\u8fdb\u884c\u6df1\u5ea6\u6539\u9020\uff0c\u8fd8\u9700\u8981\u91c7\u7528\u5168\u65b0\u7684\u8bad\u7ec3\u65b9\u6cd5\uff0c\u4ee5\u8d4b\u4e88\u6a21\u578b\u884c\u52a8\u751f\u6210\u4e0e\u73af\u5883\u9002\u914d\u7684\u80fd\u529b\u3002<\/p>\n<ul>\n<li>\n<section>\u79bb\u7ebf\u8bc4\u4f30\u7684\u5c40\u9650\u6027<\/section>\n<\/li>\n<\/ul>\n<p>\u5728\u9759\u6001\u3001\u53d7\u63a7\u73af\u5883\u4e2d\u6d4b\u8bd5 LAM \u7684\u6027\u80fd\u662f\u5fc5\u8981\u7684\u4e00\u6b65\uff0c\u7528\u4ee5\u9a8c\u8bc1\u5176\u57fa\u7840\u80fd\u529b\u3002\u7136\u800c\uff0c\u4ec5\u6b62\u6b65\u4e8e\u79bb\u7ebf\u8bc4\u4f30\u65e0\u6cd5\u771f\u5b9e\u53cd\u6620\u6a21\u578b\u5728\u5b9e\u9645\u590d\u6742\u573a\u666f\u4e2d\u7684\u8868\u73b0\u3002<\/p>\n<ul>\n<li>\n<section>\u73af\u5883\u9002\u914d\u4e0e\u7ebf\u4e0a\u8bc4\u4f30\u7684\u590d\u6742\u6027<\/section>\n<\/li>\n<\/ul>\n<p>LAM \u9700\u8981\u5b9e\u65f6\u4e0e\u590d\u6742\u3001\u591a\u6837\u7684\u6570\u5b57\u6216\u7269\u7406\u73af\u5883\u4ea4\u4e92\u3002\u8fd9\u8981\u6c42\u6a21\u578b\u5177\u5907\u52a8\u6001\u9002\u5e94\u6027\uff0c\u80fd\u591f\u6839\u636e\u5b9e\u65f6\u53cd\u9988\u8c03\u6574\u884c\u52a8\u3002\u6b64\u5916\uff0c\u5728\u771f\u5b9e\u73af\u5883\u4e2d\u8fdb\u884c\u7ebf\u4e0a\u8bc4\u4f30\uff0c\u6d4b\u8bd5 LAM \u7684\u51c6\u786e\u6027\u3001\u6548\u7387\u548c\u4efb\u52a1\u5b8c\u6210\u6548\u679c\uff0c\u662f\u9a8c\u8bc1\u5176\u5b9e\u9645\u6027\u80fd\u7684\u5173\u952e\u73af\u8282\u3002<\/p>\n<p>\u9488\u5bf9\u4e0a\u8ff0\u6311\u6218\uff0c\u5fae\u8f6f\u56e2\u961f\u9996\u6b21\u63d0\u51fa\u5e76\u5b9e\u73b0\u4e86\u4e00\u5957\u5b8c\u6574\u7684\u4ece 0 \u5230 1 \u8bad\u7ec3 LAM \u6a21\u578b\u7684\u6d41\u7a0b\uff0c\u6db5\u76d6\u4e86\u4ece\u6570\u636e\u79ef\u7d2f\u3001\u6a21\u578b\u8bad\u7ec3\u5230\u5b9e\u9645\u90e8\u7f72\u7684\u6240\u6709\u6b65\u9aa4\u3002<\/p>\n<p>\u8be5\u56e2\u961f\u7684\u65b9\u6cd5\u4e0d\u4ec5\u89e3\u51b3\u4e86\u300c\u65e0\u6570\u636e\u300d\u7684\u521d\u59cb\u74f6\u9888\uff0c\u8fd8\u901a\u8fc7\u9010\u6b65\u8fed\u4ee3\u7684\u65b9\u5f0f\uff0c\u8ba9\u6a21\u578b\u4ece\u7b80\u5355\u7684\u4efb\u52a1\u89c4\u5212\u80fd\u529b\u6210\u957f\u4e3a\u5177\u5907\u590d\u6742\u884c\u52a8\u751f\u6210\u80fd\u529b\u7684\u667a\u80fd\u4f53\u3002\u8fd9\u4e00\u7814\u7a76\u586b\u8865\u4e86\u73b0\u6709\u9886\u57df\u7684\u7a7a\u767d\uff0c\u4e3a LAMs \u7684\u5f00\u53d1\u63d0\u4f9b\u4e86\u9996\u4e2a\u5b9e\u8df5\u8303\u4f8b\u3002<\/p>\n<p><strong>\u6570\u636e\u79ef\u7d2f<\/strong><\/p>\n<p><strong>\u4ece\u65e0\u5230\u6709\u6784\u5efa LAM \u7684\u7b2c\u4e00\u6b65<\/strong><\/p>\n<p>\u5728\u8bad\u7ec3 LAM\uff08\u5927\u884c\u52a8\u6a21\u578b\uff09\u65f6\uff0c\u6570\u636e\u79ef\u7d2f\u662f\u5173\u952e\u3002\u4e0e LLMs\uff08\u5927\u8bed\u8a00\u6a21\u578b\uff09\u8bad\u7ec3\u9700\u8981\u5927\u91cf\u6587\u672c\u6570\u636e\u7c7b\u4f3c\uff0cLAM \u7684\u5f00\u53d1\u4f9d\u8d56\u9ad8\u8d28\u91cf\u7684\u4efb\u52a1 &#8211; \u884c\u52a8\u6570\u636e\u3002<\/p>\n<p>\u7136\u800c\uff0c\u8fd9\u7c7b\u6570\u636e\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u975e\u5e38\u7a00\u7f3a\uff0c\u7279\u522b\u662f\u9886\u57df\u4e13\u5c5e\u548c\u53ef\u6267\u884c\u7684\u6570\u636e\u3002\u4e3a\u4e86\u514b\u670d\u8fd9\u4e00\u74f6\u9888\uff0c\u8be5\u56e2\u961f\u8bbe\u8ba1\u4e86\u4e00\u5957\u4ece\u65e0\u5230\u6709\u7684\u6570\u636e\u6536\u96c6\u4e0e\u5904\u7406\u6d41\u7a0b\uff0c\u5206\u4e3a\u4e24\u5927\u9636\u6bb5\uff1a<strong>\u4efb\u52a1 &#8211; \u8ba1\u5212\u6570\u636e\u6536\u96c6<\/strong>\u548c<strong>\u4efb\u52a1 &#8211; \u884c\u52a8\u6570\u636e\u6536\u96c6<\/strong>\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-45a38531ad3281409b539f47810028dd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-45a38531ad3281409b539f47810028dd.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\u56fe 2\uff1a\u4efb\u52a1 &#8211; \u8ba1\u5212\u6570\u636e\u7684\u6536\u96c6\u8fc7\u7a0b<\/sup><\/em><\/p>\n<p><strong>\u9636\u6bb5\u4e00\uff1a\u4efb\u52a1 &#8211; \u8ba1\u5212\u6570\u636e\u6536\u96c6<\/strong><\/p>\n<p>\u5982\u56fe 2 \u6240\u793a\uff0c\u4efb\u52a1 &#8211; \u8ba1\u5212\u6570\u636e\u4ee5\u7528\u6237\u8bf7\u6c42\u4e3a\u8d77\u70b9\uff0c\u751f\u6210\u4efb\u52a1\u63cf\u8ff0\u53ca\u5176\u5bf9\u5e94\u7684\u8be6\u7ec6\u64cd\u4f5c\u6b65\u9aa4\u3002\u8be5\u56e2\u961f\u4ece\u591a\u79cd\u5f00\u6e90\u8d44\u6e90\u4e2d\u6536\u96c6\u4efb\u52a1 &#8211; \u8ba1\u5212\u5bf9\uff0c\u5305\u62ec\u5e94\u7528\u5e2e\u52a9\u6587\u6863\uff08\u5982 Microsoft Word \u7684\u5e2e\u52a9\u9875\u9762\uff09\u3001WikiHow \u4efb\u52a1\u6559\u7a0b\uff0c\u4ee5\u53ca\u7528\u6237\u7684\u641c\u7d22\u67e5\u8be2\u8bb0\u5f55\u3002<\/p>\n<p>\u901a\u8fc7\u8fd9\u4e9b\u6765\u6e90\uff0c\u8be5\u56e2\u961f\u6784\u5efa\u4e86\u5305\u542b <strong>76,672\u00a0<\/strong>\u5bf9\u4efb\u52a1\u4e0e\u8ba1\u5212\u7684\u521d\u59cb\u6570\u636e\u96c6\uff0c\u5176\u4e2d <strong>29,182\u00a0<\/strong>\u5bf9\u662f\u76f4\u63a5\u83b7\u53d6\u7684\uff0c<strong>47,490<\/strong> \u5bf9\u901a\u8fc7\u6570\u636e\u6269\u5c55\u6280\u672f\u751f\u6210\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u4ed6\u4eec\u91c7\u7528\u6570\u636e\u589e\u5f3a\u6280\u672f\u751f\u6210\u66f4\u591a\u4efb\u52a1 &#8211; \u8ba1\u5212\u5bf9\u3002\u901a\u8fc7 GPT-4o \u6f14\u5316\u539f\u59cb\u4efb\u52a1\uff0c\u589e\u52a0\u590d\u6742\u6027\u548c\u7ea6\u675f\u6761\u4ef6\uff0c\u540c\u65f6\u751f\u6210\u76f8\u5e94\u7684\u8ba1\u5212\uff0c\u6269\u5c55\u6570\u636e\u96c6\u89c4\u6a21\u81f3\u539f\u6765\u7684 150%\u3002\u4f8b\u5982\uff0c\u300c\u5728 Excel \u4e2d\u521b\u5efa\u4e0b\u62c9\u83dc\u5355\u300d\u88ab\u6f14\u5316\u4e3a\u300c\u521b\u5efa\u4f9d\u8d56\u4e0b\u62c9\u83dc\u5355\uff0c\u5e76\u6839\u636e\u7b2c\u4e00\u5217\u9009\u62e9\u8fc7\u6ee4\u7b2c\u4e8c\u5217\u5185\u5bb9\u300d\uff0c\u4ece\u800c\u63d0\u9ad8\u6a21\u578b\u5bf9\u590d\u6742\u4efb\u52a1\u7684\u9002\u5e94\u80fd\u529b\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-4f944fa4da90bfea5bb48d65d2450248.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-4f944fa4da90bfea5bb48d65d2450248.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\uff1a\u4efb\u52a1 &#8211; \u884c\u52a8\u6570\u636e\u6536\u96c6\u8fc7\u7a0b<\/sup><\/em><\/p>\n<p><strong>\u9636\u6bb5\u4e8c\uff1a\u4efb\u52a1 &#8211; \u884c\u52a8\u6570\u636e\u6536\u96c6<\/strong><\/p>\n<p>\u4efb\u52a1 &#8211; \u8ba1\u5212\u6570\u636e\u867d\u7136\u7528\u4e8e\u9ad8\u5c42\u6b21\u89c4\u5212\uff0c\u4f46\u4e0d\u80fd\u76f4\u63a5\u6267\u884c\u3002\u5982\u56fe 3 \u6240\u793a\uff0c\u4e3a\u586b\u8865\u4ece\u89c4\u5212\u5230\u6267\u884c\u7684\u5dee\u8ddd\uff0c\u8be5\u56e2\u961f\u901a\u8fc7\u4ee5\u4e0b\u6b65\u9aa4\u751f\u6210\u4efb\u52a1 &#8211; \u884c\u52a8\u6570\u636e\uff1a<\/p>\n<p>1. \u5b9e\u4f8b\u5316\u4efb\u52a1\uff1a\u5229\u7528\u9884\u5b9a\u4e49\u6a21\u677f\uff08\u5982 Word \u6587\u6863\u6837\u4f8b\uff09\uff0c\u5c06\u4efb\u52a1\u63cf\u8ff0\u5177\u4f53\u5316\uff0c\u5c06\u62bd\u8c61\u7684\u8ba1\u5212\u6b65\u9aa4\u8f6c\u5316\u4e3a\u5177\u4f53\u7684\u884c\u52a8\u5e8f\u5217\uff08\u5982\u300c\u70b9\u51fb\u83dc\u5355\u680f\u4e2d\u7684\u300c\u8bbe\u8ba1\u300d\u9009\u9879\u300d\uff09\u3002<\/p>\n<p>2. \u6267\u884c\u9a8c\u8bc1\uff1a\u5728\u771f\u5b9e\u73af\u5883\u4e2d\u6267\u884c\u5b9e\u4f8b\u5316\u7684\u4efb\u52a1\uff0c\u6355\u83b7\u6267\u884c\u8f68\u8ff9\u548c\u73af\u5883\u53cd\u9988\uff0c\u786e\u4fdd\u884c\u52a8\u5e8f\u5217\u7684\u53ef\u64cd\u4f5c\u6027\u548c\u6b63\u786e\u6027\u3002<\/p>\n<p>3. \u8bc4\u4f30\u4e0e\u540e\u5904\u7406\uff1a\u4f7f\u7528 GPT-4o \u5bf9\u6267\u884c\u7ed3\u679c\u8fdb\u884c\u9a8c\u8bc1\uff0c\u4ec5\u4fdd\u7559\u4e0e\u4efb\u52a1\u76ee\u6807\u4e00\u81f4\u7684\u6210\u529f\u8f68\u8ff9\uff0c\u5e76\u8bb0\u5f55\u8be6\u7ec6\u5143\u6570\u636e\uff08\u5982\u73af\u5883\u72b6\u6001\u548c\u6267\u884c\u65f6\u95f4\uff09\uff0c\u6700\u7ec8\u751f\u6210\u7ed3\u6784\u5316\u7684\u4efb\u52a1 &#8211; \u884c\u52a8\u5bf9\u3002<\/p>\n<p>\u8fd9\u4e00\u6d41\u7a0b\u6700\u7ec8\u751f\u6210\u4e86\u8986\u76d6\u5e7f\u6cdb\u64cd\u4f5c\u573a\u666f\u7684\u4efb\u52a1 &#8211; \u884c\u52a8\u6570\u636e\u96c6\uff0c\u4e3a LAM \u8bad\u7ec3\u63d0\u4f9b\u4e86\u7cbe\u786e\u7684\u884c\u52a8\u6a21\u677f\uff0c\u663e\u8457\u63d0\u5347\u4e86\u6a21\u578b\u5728\u771f\u5b9e\u73af\u5883\u4e2d\u7684\u4efb\u52a1\u6267\u884c\u80fd\u529b\u3002<\/p>\n<p>\u901a\u8fc7\u4e24\u9636\u6bb5\u7684\u9010\u6b65\u79ef\u7d2f\uff0c\u6210\u529f\u5730\u4ece\u300c\u65e0\u6570\u636e\u300d\u72b6\u6001\u51fa\u53d1\uff0c\u6784\u5efa\u4e86 LAM \u8bad\u7ec3\u6240\u9700\u7684\u9ad8\u8d28\u91cf\u4efb\u52a1 &#8211; \u884c\u52a8\u6570\u636e\u3002\u8fd9\u4e00\u65b9\u6cd5\u4e0d\u4ec5\u89e3\u51b3\u4e86\u6570\u636e\u7a00\u7f3a\u95ee\u9898\uff0c\u8fd8\u901a\u8fc7\u5f15\u5165\u771f\u5b9e\u73af\u5883\u4ea4\u4e92\u548c\u52a8\u6001\u9a8c\u8bc1\uff0c\u786e\u4fdd\u6570\u636e\u7684\u9ad8\u6548\u6027\u548c\u9002\u7528\u6027\uff0c\u4e3a\u4ece LLMs \u5230 LAMs \u7684\u8f6c\u53d8\u63d0\u4f9b\u4e86\u575a\u5b9e\u57fa\u7840\u3002<\/p>\n<p><strong>\u65b9\u6cd5\uff1a\u4ece 0 \u5230 1\uff0c\u9010\u6b65\u6784\u5efa LAM<\/strong><\/p>\n<p>\u5982\u56fe 4 \u6240\u793a\uff0c\u6784\u5efa LAM \u7684\u8fc7\u7a0b\u5206\u4e3a\u56db\u4e2a\u9636\u6bb5\uff0c\u6db5\u76d6\u4e86\u4ece\u6570\u636e\u79ef\u7d2f\u5230\u6a21\u578b\u8bad\u7ec3\u7684\u5b8c\u6574\u5de5\u4f5c\u6d41\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-27d0456aed0fa170ca8a70c36a4cec5d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-27d0456aed0fa170ca8a70c36a4cec5d.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 \u56fe 4\uff1aLAM \u7684\u8bad\u7ec3\u8fc7\u7a0b<\/sup><\/em><\/p>\n<p><strong>\u7b2c\u4e00\u9636\u6bb5\uff1a\u4efb\u52a1\u8ba1\u5212\u9884\u8bad\u7ec3<\/strong><\/p>\n<p>\u4e3a\u4e86\u8ba9\u6a21\u578b\u5177\u5907\u57fa\u672c\u7684\u4efb\u52a1\u89c4\u5212\u80fd\u529b\uff0c\u9996\u5148\u8bad\u7ec3\u6a21\u578b\u751f\u6210\u4efb\u52a1\u5206\u89e3\u8ba1\u5212\u3002\u6570\u636e\u6765\u6e90\u4e3a\u4efb\u52a1 &#8211; \u8ba1\u5212\u6570\u636e\u3002\u6a21\u578b\u7684\u76ee\u6807\u662f\u6839\u636e\u8f93\u5165\u4efb\u52a1\u751f\u6210\u6b63\u786e\u7684\u4efb\u52a1\u5206\u89e3\u8ba1\u5212\u3002\u4f8b\u5982\uff0c\u300c\u5728 Word \u4e2d\u63d2\u5165\u8868\u683c\u300d\u88ab\u5206\u89e3\u4e3a\u300c\u70b9\u51fb\u63d2\u5165\u83dc\u5355\u300d\u3001\u300c\u9009\u62e9\u8868\u683c\u9009\u9879\u300d\u3001\u300c\u8f93\u5165\u8868\u683c\u884c\u5217\u6570\u300d\u7b49\u6b65\u9aa4\u3002\u8fd9\u4e00\u9636\u6bb5\u8ba9\u6a21\u578b\u638c\u63e1\u4e86\u4efb\u52a1\u5206\u89e3\u7684\u57fa\u672c\u80fd\u529b\uff0c\u4e3a\u540e\u7eed\u7684\u884c\u52a8\u751f\u6210\u6253\u4e0b\u4e86\u57fa\u7840\u3002<\/p>\n<p><strong>\u7b2c\u4e8c\u9636\u6bb5\uff1a\u4e13\u5bb6\u77e5\u8bc6\u5b66\u4e60<\/strong><\/p>\n<p>\u5c3d\u7ba1\u7b2c\u4e00\u9636\u6bb5\u7684\u6a21\u578b\u53ef\u4ee5\u751f\u6210\u4efb\u52a1\u8ba1\u5212\uff0c\u4f46\u4ecd\u7f3a\u4e4f\u6267\u884c\u8fd9\u4e9b\u8ba1\u5212\u7684\u80fd\u529b\u3002\u4e3a\u6b64\uff0c\u9700\u8981\u5229\u7528\u6536\u96c6\u5230\u7684\u4efb\u52a1 &#8211; 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\u7684\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0cLAM \u7684\u5404\u9636\u6bb5\u7684\u8bad\u7ec3\u90fd\u5e26\u6765\u4e86\u6a21\u578b\u6027\u80fd\u63d0\u5347\u3002<\/p>\n<p><strong>\u73af\u5883\u9002\u914d<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-c455e7c18c0eb0df9d8960b19edc38f0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-c455e7c18c0eb0df9d8960b19edc38f0.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 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 5\uff1aLAM \u667a\u80fd\u4f53\u67b6\u6784<\/sup><\/em><\/p>\n<p>\u5982\u56fe 5 \u6240\u793a\uff0c\u7ecf\u8fc7\u8bad\u7ec3\u7684 LAM \u6a21\u578b\u88ab\u96c6\u6210\u5230 GUI \u667a\u80fd\u4f53 UFO \u7684 AppAgent 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GPT-4o Mini\uff09\u3002<\/p>\n<p><strong>\u6548\u7387\u5bf9\u6bd4<\/strong><\/p>\n<p>LAM \u5728\u4efb\u52a1\u5b8c\u6210\u65f6\u95f4\u548c\u5e73\u5747\u6b65\u65f6\u5ef6\u4e0a\u5c55\u73b0\u4e86\u663e\u8457\u4f18\u52bf\uff1a<\/p>\n<p>1. \u4efb\u52a1\u5b8c\u6210\u65f6\u95f4\uff1aLAM \u5b8c\u6210\u5355\u4e2a\u4efb\u52a1\u5e73\u5747\u8017\u65f6\u4ec5 <strong>30.42<\/strong> \u79d2\uff0c\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u65e0\u89c6\u89c9\u8f93\u5165\u7684 GPT-4o \u8017\u65f6 86.42 \u79d2\uff0c\u7ea6\u4e3a LAM \u7684 2.84 \u500d\uff0c\u800c\u5e26\u89c6\u89c9\u8f93\u5165\u7684 GPT-4o \u8017\u65f6\u66f4\u957f\uff0c\u4e3a 96.48 \u79d2\u3002<\/p>\n<p>2. \u5e73\u5747\u6b65\u65f6\u5ef6\uff1aLAM \u7684\u6bcf\u6b65\u65f6\u5ef6\u4e3a <strong>5.41\u00a0<\/strong>\u79d2\uff0c\u663e\u8457\u4f18\u4e8e\u65e0\u89c6\u89c9\u8f93\u5165\u7684 GPT-4o\uff0812.84 \u79d2\uff09\u548c\u5e26\u89c6\u89c9\u8f93\u5165\u7684 GPT-4o\uff0819.36 \u79d2\uff09\u3002<\/p>\n<p>\u66f4\u591a\u7ec6\u8282\uff0c\u8bf7\u53c2\u9605\u6280\u672f\u62a5\u544a\u539f\u6587\u3002<\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-21-6\" target=\"_blank\">\u65e0\u76f4\u63a5\u6570\u636e\u53ef\u7528\uff0cAI\u600e\u4e48\u5b66\u4f1a\u300c\u5e72\u6d3b\u300d\uff1f\u5fae\u8f6f\u56e2\u961f\u63ed\u79d8AI\u4ece\u8bed\u8a00\u5230\u884c\u52a8\u7684\u8fdb\u5316\u4e4b\u8def<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u65e0\u76f4\u63a5\u6570\u636e\u53ef\u7528\uff0cAI\u600e [&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 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