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data-id=\"ld70c578-wUD8Pmg1\"><strong>\u63d0\u793a\u9a71\u52a8\u63a8\u7406\u7684\u6280\u5de7\u4e0e\u65b9\u6cd5\u8bba<\/strong>\u00a0\uff1a\u94fe\u5f0f\u601d\u8003\uff08CoT\uff09\u53d8\u4f53\u901a\u8fc7\u9010\u6b65\u5c55\u5f00\u63a8\u7406\u6b65\u9aa4\uff0c\u4f7f\u667a\u80fd\u4f53\u80fd\u591f\u6df1\u5165\u5206\u6790\u95ee\u9898\u5e76\u9010\u6b65\u89e3\u51b3\u95ee\u9898\u3002\u4f8b\u5982\uff0c\u5728\u89e3\u51b3\u6570\u5b66\u5e94\u7528\u9898\u65f6\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u5148\u5206\u89e3\u95ee\u9898\uff0c\u7136\u540e\u9010\u6b65\u63a8\u5bfc\u51fa\u7b54\u6848\u3002\u95ee\u9898\u91cd\u6784\u7b56\u7565\u5219\u901a\u8fc7\u91cd\u65b0\u8868\u8ff0\u95ee\u9898\u6216\u4ece\u4e0d\u540c\u89d2\u5ea6\u770b\u5f85\u95ee\u9898\uff0c\u5e2e\u52a9\u667a\u80fd\u4f53\u6253\u7834\u601d\u7ef4\u5b9a\u5f0f\uff0c\u5bfb\u627e\u65b0\u7684\u89e3\u51b3\u65b9\u6848\u3002\u57fa\u4e8e\u6a21\u578b\u7684\u63a8\u7406\u5229\u7528\u667a\u80fd\u4f53\u7684\u5185\u90e8\u4e16\u754c\u6a21\u578b\uff0c\u6839\u636e\u8f93\u5165\u6570\u636e\u751f\u6210\u76f8\u5e94\u7684\u63a8\u7406\u8def\u5f84\uff0c\u9002\u7528\u4e8e\u5904\u7406\u9700\u8981\u57fa\u4e8e\u80cc\u666f\u77e5\u8bc6\u8fdb\u884c\u63a8\u7406\u7684\u573a\u666f\u3002<\/li>\n<li data-id=\"ld70c578-eUqd8srM\"><strong>\u9690\u5f0f\u63a8\u7406\u7684\u4f18\u52bf\u4e0e\u5c40\u9650\u6027<\/strong>\u00a0\uff1aQuiet &#8211; STaR \u65b9\u6cd5\u901a\u8fc7\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u751f\u6210\u5185\u90e8\u7684\u89e3\u91ca\u548c\u601d\u8003\uff0c\u4f7f\u667a\u80fd\u4f53\u80fd\u591f\u66f4\u597d\u5730\u7406\u89e3\u548c\u89e3\u51b3\u95ee\u9898\u3002Coconut \u65b9\u6cd5\u5219\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u5229\u7528\u6f5c\u5728\u7a7a\u95f4\uff0c\u4f7f\u667a\u80fd\u4f53\u80fd\u591f\u5728\u4e0d\u76f4\u63a5\u66b4\u9732\u63a8\u7406\u8fc7\u7a0b\u7684\u60c5\u51b5\u4e0b\u8fdb\u884c\u601d\u8003\u3002\u9690\u5f0f\u63a8\u7406\u7684\u4f18\u52bf\u5728\u4e8e\u5b83\u80fd\u591f\u51cf\u5c11\u751f\u6210\u7684 token \u6570\u91cf\uff0c\u63d0\u9ad8\u63a8\u7406\u6548\u7387\uff0c\u540c\u65f6\u8fd8\u80fd\u4f7f\u667a\u80fd\u4f53\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u4ea7\u751f\u66f4\u9ad8\u7ea7\u7684\u63a8\u7406\u6a21\u5f0f\u3002\u7136\u800c\uff0c\u5176\u5c40\u9650\u6027\u5728\u4e8e\u5bf9\u8bad\u7ec3\u6570\u636e\u7684\u56fa\u5b9a\u6a21\u5f0f\u4f9d\u8d56\u8f83\u5f3a\uff0c\u6cdb\u5316\u80fd\u529b\u76f8\u5bf9\u8f83\u5f31\u3002<\/li>\n<\/ul>\n<ol class=\"list-paddingleft-1\" start=\"3\" data-id=\"o292e11f-088hBl0f\">\n<li data-id=\"ld70c578-i88TYve0\"><strong>\u89c4\u5212\u4f5c\u4e3a\u7279\u6b8a\u63a8\u7406\u5f62\u5f0f\u7684\u6df1\u5165\u63a2\u7d22<\/strong>\u00a0\uff1a<\/li>\n<\/ol>\n<ul data-id=\"u738a58b-KJRg7RVX\">\n<li data-id=\"ld70c578-T0fkOgEo\"><strong>\u89c4\u5212\u7684\u5b9a\u4e49\u4e0e\u91cd\u8981\u6027<\/strong>\u00a0\uff1a\u89c4\u5212\u662f\u4ece\u521d\u59cb\u72b6\u6001\u5230\u76ee\u6807\u72b6\u6001\u7684\u8def\u5f84\u6784\u5efa\u8fc7\u7a0b\uff0c\u662f\u667a\u80fd\u4f53\u5b9e\u73b0\u590d\u6742\u4efb\u52a1\u7684\u5173\u952e\u80fd\u529b\u3002\u5b83\u80fd\u591f\u5e2e\u52a9\u667a\u80fd\u4f53\u63d0\u524d\u89c4\u5212\u884c\u52a8\u6b65\u9aa4\uff0c\u5408\u7406\u5206\u914d\u8d44\u6e90\uff0c\u63d0\u9ad8\u4efb\u52a1\u5b8c\u6210\u7684\u6548\u7387\u548c\u6210\u529f\u7387\u3002<\/li>\n<li data-id=\"ld70c578-5HWglfNv\"><strong>\u89c4\u5212\u9762\u4e34\u7684\u6311\u6218\u4e0e\u5e94\u5bf9\u7b56\u7565<\/strong>\u00a0\uff1a\u4e16\u754c\u77e5\u8bc6\u7684\u7f3a\u4e4f\u53ef\u80fd\u5bfc\u81f4\u667a\u80fd\u4f53\u65e0\u6cd5\u51c6\u786e\u9884\u6d4b\u73af\u5883\u7684\u53d8\u5316\u548c\u7ed3\u679c\uff0c\u4ece\u800c\u5f71\u54cd\u89c4\u5212\u7684\u51c6\u786e\u6027\u3002\u52a8\u6001\u89c4\u5212\u80fd\u529b\u4e0d\u8db3\u5219\u53ef\u80fd\u4f7f\u667a\u80fd\u4f53\u5728\u9762\u5bf9\u52a8\u6001\u73af\u5883\u65f6\u65e0\u6cd5\u53ca\u65f6\u8c03\u6574\u89c4\u5212\u3002\u4e3a\u5e94\u5bf9\u8fd9\u4e9b\u6311\u6218\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u901a\u8fc7\u4e0e\u73af\u5883\u7684\u6301\u7eed\u4ea4\u4e92\uff0c\u4e0d\u65ad\u79ef\u7d2f\u7ecf\u9a8c\uff0c\u4e30\u5bcc\u4e16\u754c\u77e5\u8bc6\u5e93\uff1b\u540c\u65f6\uff0c\u7ed3\u5408\u5148\u8fdb\u7684\u641c\u7d22\u7b97\u6cd5\u548c\u5728\u7ebf\u89c4\u5212\u6280\u672f\uff0c\u63d0\u5347\u52a8\u6001\u89c4\u5212\u80fd\u529b\u3002<\/li>\n<li data-id=\"ld70c578-pRxidxlv\"><strong>\u89c4\u5212\u65b9\u6cd5\u7684\u8be6\u7ec6\u9610\u8ff0<\/strong>\u00a0\uff1a\u4efb\u52a1\u5206\u89e3\u65b9\u6cd5\u5c06\u590d\u6742\u4efb\u52a1\u5206\u89e3\u4e3a\u591a\u4e2a\u5b50\u4efb\u52a1\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u9010\u4e00\u89e3\u51b3\u8fd9\u4e9b\u5b50\u4efb\u52a1\uff0c\u6700\u7ec8\u5b9e\u73b0\u6574\u4f53\u76ee\u6807\u3002\u641c\u7d22\u4f18\u5316\u65b9\u6cd5\u901a\u8fc7\u5728\u89e3\u7a7a\u95f4\u4e2d\u8fdb\u884c\u9ad8\u6548\u641c\u7d22\uff0c\u5bfb\u627e\u6700\u4f18\u7684\u884c\u52a8\u8def\u5f84\u3002\u5916\u90e8\u77e5\u8bc6\u6574\u5408\u65b9\u6cd5\u5219\u5229\u7528\u5916\u90e8\u77e5\u8bc6\u5e93\u6216\u4e13\u5bb6\u7cfb\u7edf\u4e2d\u7684\u4fe1\u606f\uff0c\u4e3a\u667a\u80fd\u4f53\u63d0\u4f9b\u66f4\u591a\u7684\u89c4\u5212\u53c2\u8003\u548c\u6307\u5bfc\u3002<\/li>\n<\/ul>\n<h3>\u4e8c\u3001\u667a\u80fd\u4f53\u7684\u8bb0\u5fc6\u7ba1\u7406<\/h3>\n<h4>\uff08\u4e00\uff09\u4eba\u7c7b\u8bb0\u5fc6\u7684\u6982\u8ff0<\/h4>\n<p>\u5982\u4e0b\u56fe\u5c55\u793a\u4eba\u7c7b\u8bb0\u5fc6\u7cfb\u7edf\u7684\u5206\u5c42\u5206\u7c7b\u4f53\u7cfb\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202505\/26\/97cf6dd86df5f75bb7d6118a10cd1b7ba9be70.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u4eba\u7c7b\u8bb0\u5fc6\u7cfb\u7edf\u7684\u5c42\u7ea7\u5206\u7c7b<\/p>\n<p><strong>1.\u4eba\u7c7b\u8bb0\u5fc6\u7684\u7c7b\u578b<\/strong>\u00a0\uff1a\u4eba\u7c7b\u8bb0\u5fc6\u662f\u4e00\u4e2a\u590d\u6742\u800c\u7cbe\u5999\u7684\u7cfb\u7edf\uff0c\u4e3b\u8981\u5305\u62ec\u611f\u89c9\u8bb0\u5fc6\u3001\u77ed\u65f6\u8bb0\u5fc6\uff08\u5de5\u4f5c\u8bb0\u5fc6\uff09\u548c\u957f\u65f6\u8bb0\u5fc6\u3002\u4e3a\u4e86\u66f4\u76f4\u89c2\u5730\u7406\u89e3\u8fd9\u4e9b\u8bb0\u5fc6\u7c7b\u578b\u53ca\u5176\u76f8\u4e92\u5173\u7cfb\uff0c\u6211\u4eec\u53ef\u4ee5\u53c2\u8003\u7ecf\u5178\u7684 Atkinson &#8211; Shiffrin \u4e09\u9636\u6bb5\u6a21\u578b\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202505\/26\/82ff8f137f1b5145414256c6a42abde8567984.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>Atkinson-Shiffrin 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\/><\/p>\n<p>4.\u4eba\u7c7b\u8bb0\u5fc6\u7684\u4e32\u884c-\u5e76\u884c\u72ec\u7acb\uff08SPI\uff09\u6a21\u578b\u800c ACT-R\uff08Adaptive Control of Thought &#8211; Rational\uff09\u6a21\u578b\u662f\u4e00\u4e2a\u7efc\u5408\u6027\u7684\u8ba4\u77e5\u67b6\u6784\uff0c\u5c06\u8bb0\u5fc6\u3001\u611f\u77e5\u548c\u8fd0\u52a8\u8fc7\u7a0b\u6574\u5408\u5230\u4e00\u4e2a\u7edf\u4e00\u7684\u7406\u8bba\u6846\u67b6\u4e2d\u3002\u8be5\u6a21\u578b\u901a\u8fc7\u591a\u4e2a\u6a21\u5757\uff08\u5982\u89c6\u89c9\u6a21\u5757\u3001\u624b\u52a8\u6a21\u5757\u3001\u58f0\u660e\u6027\u8bb0\u5fc6\u6a21\u5757\u3001\u7a0b\u5e8f\u6027\u8bb0\u5fc6\u6a21\u5757\u7b49\uff09\u6765\u6a21\u62df\u4eba\u7c7b\u7684\u8ba4\u77e5\u8fc7\u7a0b\u3002\u4e0b\u56fe\u5c55\u793a\u4e86 ACT-R \u6a21\u578b\u4e2d\u6700\u91cd\u8981\u7684\u8fc7\u7a0b\uff0c\u5305\u62ec\u5404\u4e2a\u6a21\u5757\u4e4b\u95f4\u7684\u4ea4\u4e92\u4ee5\u53ca\u5982\u4f55\u901a\u8fc7\u6a21\u5f0f\u5339\u914d\u5668\u9009\u62e9\u5408\u9002\u7684\u751f\u4ea7\u89c4\u5219\u6765\u9a71\u52a8\u884c\u4e3a\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202505\/26\/c980e9540f7e0860c1415809c1c92682019c25.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><br \/>\nACT-R \u6a21\u578b\u4e2d\u6700\u91cd\u8981\u7684\u8fc7\u7a0b\u7684\u62bd\u8c61<\/p>\n<h4>\uff08\u4e8c\uff09\u4ece\u4eba\u7c7b\u8bb0\u5fc6\u5230\u667a\u80fd\u4f53\u8bb0\u5fc6\u7684\u8f6c\u53d8<\/h4>\n<ol class=\"list-paddingleft-1\" data-id=\"odd3d8fc-bOc4ASj0\">\n<li 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data-id=\"ld70c578-PnUVYSmX\"><strong>\u5355\u6a21\u6001\u6a21\u578b\u7684\u53d1\u5c55\u4e0e\u5e94\u7528<\/strong>\u00a0\uff1a<\/li>\n<\/ol>\n<p>\u2022\u00a0<strong>\u6587\u672c\u611f\u77e5<\/strong>\u00a0\uff1a\u6587\u672c\u611f\u77e5\u6280\u672f\u4ece\u65e9\u671f\u7684\u8bcd\u888b\u6a21\u578b\u53d1\u5c55\u5230\u5982\u4eca\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u7ecf\u5386\u4e86\u5de8\u5927\u7684\u53d8\u9769\u3002\u8bcd\u888b\u6a21\u578b\u901a\u8fc7\u7edf\u8ba1\u6587\u672c\u4e2d\u8bcd\u6c47\u7684\u51fa\u73b0\u9891\u7387\u6765\u8868\u793a\u6587\u672c\u7684\u8bed\u4e49\uff0c\u867d\u7136\u7b80\u5355\u4f46\u80fd\u591f\u6355\u6349\u5230\u6587\u672c\u7684\u57fa\u672c\u4e3b\u9898\u4fe1\u606f\u3002\u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u7684\u53d1\u5c55\uff0c\u57fa\u4e8e\u795e\u7ecf\u7f51\u7edc\u7684\u8bed\u8a00\u6a21\u578b\uff08\u5982 RNN\u3001LSTM\u3001Transformer \u7b49\uff09\u9010\u6e10\u6210\u4e3a\u4e3b\u6d41\uff0c\u5b83\u4eec\u80fd\u591f\u5b66\u4e60\u5230\u6587\u672c\u7684\u8bed\u4e49\u7ed3\u6784\u548c\u4e0a\u4e0b\u6587\u4f9d\u8d56\u5173\u7cfb\uff0c\u751f\u6210\u66f4\u52a0\u51c6\u786e\u548c\u81ea\u7136\u7684\u6587\u672c\u8868\u793a\u3002\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08\u5982 GPT \u7cfb\u5217\u3001BERT \u7b49\uff09\u901a\u8fc7\u5728\u6d77\u91cf\u6587\u672c\u6570\u636e\u4e0a\u7684\u9884\u8bad\u7ec3\uff0c\u638c\u63e1\u4e86\u4e30\u5bcc\u7684\u8bed\u8a00\u77e5\u8bc6\u548c\u6a21\u5f0f\uff0c\u4e3a\u667a\u80fd\u4f53\u7684\u6587\u672c\u7406\u89e3\u548c\u751f\u6210\u80fd\u529b\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u652f\u6301\u3002<br \/>\n\u2022\u00a0<strong>\u56fe\u50cf\u611f\u77e5<\/strong>\u00a0\uff1a\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u7684\u56fe\u50cf\u611f\u77e5\u6280\u672f\u53d6\u5f97\u4e86\u98de\u901f\u53d1\u5c55\uff0c\u4ece\u65e9\u671f\u7684\u57fa\u4e8e\u624b\u5de5\u7279\u5f81\u63d0\u53d6\u7684\u65b9\u6cd5\u5230\u73b0\u5728\u7684\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u6a21\u578b\u3002ResNet \u7b49\u6df1\u5ea6\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u901a\u8fc7\u6784\u5efa\u6df1\u5c42\u7684\u7f51\u7edc\u7ed3\u6784\uff0c\u80fd\u591f\u6709\u6548\u63d0\u53d6\u56fe\u50cf\u7684\u5c40\u90e8\u548c\u5168\u5c40\u7279\u5f81\uff0c\u5b9e\u73b0\u5bf9\u56fe\u50cf\u7684\u5206\u7c7b\u3001\u68c0\u6d4b\u548c\u5206\u5272\u7b49\u4efb\u52a1\u3002DETR \u7b49\u57fa\u4e8e Transformer \u7684\u6a21\u578b\u5219\u901a\u8fc7\u5f15\u5165\u81ea\u6ce8\u610f\u529b\u673a\u5236\uff0c\u63d0\u9ad8\u4e86\u5bf9\u56fe\u50cf\u4e2d\u7269\u4f53\u5173\u7cfb\u548c\u573a\u666f\u5e03\u5c40\u7684\u7406\u89e3\u80fd\u529b\uff0c\u4e3a\u667a\u80fd\u4f53\u7684\u56fe\u50cf\u611f\u77e5\u63d0\u4f9b\u4e86\u66f4\u52a0\u7cbe\u786e\u548c\u8bed\u4e49\u4e30\u5bcc\u7684\u8868\u793a\u3002<br \/>\n\u2022\u00a0<strong>\u89c6\u9891\u611f\u77e5<\/strong>\u00a0\uff1a\u89c6\u9891\u611f\u77e5\u6280\u672f\u5728\u5904\u7406\u52a8\u6001\u89c6\u89c9\u4fe1\u606f\u65b9\u9762\u53d1\u6325\u7740\u91cd\u8981\u4f5c\u7528\u3002ViViT \u7b49\u6a21\u578b\u901a\u8fc7\u5c06\u89c6\u9891\u5e8f\u5217\u5206\u89e3\u4e3a\u7a7a\u95f4\u548c\u65f6\u95f4\u7ef4\u5ea6\u7684\u7279\u5f81\uff0c\u5229\u7528 Transformer \u7b49\u67b6\u6784\u5bf9\u89c6\u9891\u8fdb\u884c\u5efa\u6a21\uff0c\u80fd\u591f\u6355\u6349\u89c6\u9891\u4e2d\u7684\u52a8\u6001\u53d8\u5316\u548c\u65f6\u95f4\u4f9d\u8d56\u5173\u7cfb\u3002VideoMAE \u7b49\u57fa\u4e8e\u81ea\u76d1\u7763\u5b66\u4e60\u7684\u6a21\u578b\u901a\u8fc7\u5728\u5927\u89c4\u6a21\u65e0\u6807\u6ce8\u89c6\u9891\u6570\u636e\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u5b66\u4e60\u5230\u89c6\u9891\u7684\u901a\u7528\u7279\u5f81\u8868\u793a\uff0c\u63d0\u9ad8\u4e86\u667a\u80fd\u4f53\u5728\u89c6\u9891\u7406\u89e3\u548c\u751f\u6210\u4efb\u52a1\u4e2d\u7684\u6027\u80fd\u3002<br \/>\n\u2022\u00a0<strong>\u97f3\u9891\u611f\u77e5<\/strong>\u00a0\uff1a\u97f3\u9891\u611f\u77e5\u6280\u672f\u6db5\u76d6\u4e86\u8bed\u97f3\u8bc6\u522b\u3001\u8bed\u97f3\u5408\u6210\u3001\u97f3\u9891\u5206\u7c7b\u7b49\u591a\u4e2a\u9886\u57df\u3002FastSpeech 2 \u7b49\u8bed\u97f3\u5408\u6210\u6a21\u578b\u901a\u8fc7\u5f15\u5165\u8bed\u97f3\u7279\u5f81\uff08\u5982\u97f3\u9ad8\u3001\u80fd\u91cf\u3001\u65f6\u957f\u7b49\uff09\u548c\u5148\u8fdb\u7684\u751f\u6210\u7b97\u6cd5\uff0c\u80fd\u591f\u751f\u6210\u81ea\u7136\u6d41\u7545\u7684\u8bed\u97f3\u3002wav2vec 2.0 \u7b49\u8bed\u97f3\u8bc6\u522b\u6a21\u578b\u5229\u7528\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u5bf9\u8bed\u97f3\u4fe1\u53f7\u8fdb\u884c\u5efa\u6a21\uff0c\u901a\u8fc7\u81ea\u76d1\u7763\u5b66\u4e60\u548c\u5bf9\u6bd4\u5b66\u4e60\u7b49\u65b9\u6cd5\uff0c\u63d0\u9ad8\u4e86\u8bed\u97f3\u8bc6\u522b\u7684\u51c6\u786e\u7387\u548c\u9c81\u68d2\u6027\u3002<\/p>\n<ol class=\"list-paddingleft-1\" start=\"2\" data-id=\"odd3d8fc-LhE5Z3Uj\">\n<li data-id=\"ld70c578-iTJdhxra\"><strong>\u8de8\u6a21\u6001\u6a21\u578b\u7684\u521b\u65b0\u4e0e\u7a81\u7834<\/strong>\u00a0\uff1a\u8de8\u6a21\u6001\u6a21\u578b\u81f4\u529b\u4e8e\u89e3\u51b3\u4e0d\u540c\u6a21\u6001\u4e4b\u95f4\u7684\u8bed\u4e49\u5bf9\u9f50\u548c\u4fe1\u606f\u8f6c\u6362\u95ee\u9898\uff0c\u5b9e\u73b0\u8de8\u6a21\u6001\u7684\u7406\u89e3\u548c\u751f\u6210\u3002\u6587\u672c &#8211; \u56fe\u50cf\u6a21\u578b\uff08\u5982 CLIP\uff09\u901a\u8fc7\u5bf9\u6bd4\u5b66\u4e60\u65b9\u6cd5\uff0c\u5c06\u6587\u672c\u548c\u56fe\u50cf\u6620\u5c04\u5230\u540c\u4e00\u4e2a\u8bed\u4e49\u7a7a\u95f4\uff0c\u4f7f\u667a\u80fd\u4f53\u80fd\u591f\u6839\u636e\u6587\u672c\u63cf\u8ff0\u751f\u6210\u76f8\u5e94\u7684\u56fe\u50cf\uff0c\u6216\u8005\u6839\u636e\u56fe\u50cf\u5185\u5bb9\u751f\u6210\u76f8\u5173\u7684\u6587\u672c\u63cf\u8ff0\u3002\u6587\u672c &#8211; \u89c6\u9891\u6a21\u578b\uff08\u5982 VideoCLIP\uff09\u5219\u8fdb\u4e00\u6b65\u62d3\u5c55\u4e86\u8de8\u6a21\u6001\u6280\u672f\u7684\u5e94\u7528\u8303\u56f4\uff0c\u4f7f\u667a\u80fd\u4f53\u80fd\u591f\u5904\u7406\u89c6\u9891\u4e0e\u6587\u672c\u4e4b\u95f4\u7684\u5173\u8054\u548c\u8f6c\u6362\u3002\u8fd9\u4e9b\u8de8\u6a21\u6001\u6a21\u578b\u4e3a\u667a\u80fd\u4f53\u7684\u591a\u6a21\u6001\u611f\u77e5\u548c\u4ea4\u4e92\u63d0\u4f9b\u4e86\u65b0\u7684\u601d\u8def\u548c\u65b9\u6cd5\u3002<\/li>\n<li data-id=\"ld70c578-MX7O2u2t\"><strong>\u591a\u6a21\u6001\u6a21\u578b\u7684\u67b6\u6784\u4e0e\u5b9e\u73b0<\/strong>\u00a0\uff1a\u591a\u6a21\u6001\u6a21\u578b\u76ee\u7684\u662f\u6574\u5408\u591a\u79cd\u6a21\u6001\u7684\u4fe1\u606f\uff0c\u5b9e\u73b0\u66f4\u5168\u9762\u3001\u66f4\u6df1\u5165\u7684\u73af\u5883\u7406\u89e3\u3002MiniGPT &#8211; v2 \u7b49\u6a21\u578b\u901a\u8fc7\u8bbe\u8ba1\u7edf\u4e00\u7684\u591a\u6a21\u6001\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\u67b6\u6784\uff0c\u5c06\u6587\u672c\u3001\u56fe\u50cf\u7b49\u591a\u79cd\u6a21\u6001\u6570\u636e\u8fdb\u884c\u8054\u5408\u7f16\u7801\u548c\u89e3\u7801\uff0c\u4f7f\u667a\u80fd\u4f53\u80fd\u591f\u5728\u591a\u6a21\u6001\u8f93\u5165\u7684\u60c5\u51b5\u4e0b\u8fdb\u884c\u7edf\u4e00\u7684\u7406\u89e3\u548c\u751f\u6210\u3002CogVLM2 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data-id=\"ld70c578-bGmrzoob\"><strong>\u6e38\u620f\u73af\u5883\u4e2d\u7684\u611f\u77e5\u4f18\u5316<\/strong>\u00a0\uff1a\u5728\u6e38\u620f\u73af\u5883\u4e2d\uff0c\u667a\u80fd\u4f53\u7684\u611f\u77e5\u80fd\u529b\u5bf9\u4e8e\u6e38\u620f\u4f53\u9a8c\u81f3\u5173\u91cd\u8981\u3002\u5728\u7a0b\u5e8f\u751f\u6210\u73af\u5883\uff08Procedurally Generated Environments\uff09\u4e2d\uff0c\u5982 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data-id=\"ld70c578-XxjwlCpR\"><strong>\u6570\u5b57\u884c\u52a8\u7a7a\u95f4\u7684\u521b\u65b0\u4e0e\u5b9e\u8df5<\/strong>\u00a0\uff1a\u5728\u6e38\u620f\u73af\u5883\u4e2d\uff0c\u667a\u80fd\u4f53\u7684\u6570\u5b57\u884c\u52a8\u7a7a\u95f4\u5305\u62ec\u89d2\u8272\u63a7\u5236\u3001\u4efb\u52a1\u6267\u884c\u3001\u8d44\u6e90\u83b7\u53d6\u7b49\u591a\u79cd\u884c\u52a8\u7c7b\u578b\u3002\u4f8b\u5982\uff0c\u5728\u5b9e\u65f6\u6218\u7565\u6e38\u620f\u4e2d\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u901a\u8fc7\u5b66\u4e60\u548c\u89c4\u5212\uff0c\u63a7\u5236\u865a\u62df\u89d2\u8272\u8fdb\u884c\u6218\u6597\u3001\u5efa\u9020\u57fa\u5730\u3001\u91c7\u96c6\u8d44\u6e90\u7b49\u64cd\u4f5c\u3002\u5728\u591a\u6a21\u6001\u4efb\u52a1\u4e2d\uff0c\u667a\u80fd\u4f53\u7ed3\u5408\u89c6\u89c9\u3001\u8bed\u8a00\u548c\u97f3\u9891\u7b49\u591a\u79cd\u6a21\u6001\u4fe1\u606f\uff0c\u6267\u884c\u590d\u6742\u7684\u4efb\u52a1\uff0c\u5982\u667a\u80fd\u4f53\u53ef\u4ee5\u5206\u6790\u89c6\u9891\u5185\u5bb9\u5e76\u6839\u636e\u8bed\u97f3\u6307\u4ee4\u8fdb\u884c\u526a\u8f91\u548c\u7f16\u8f91\u3002\u5728\u7f51\u7edc\u4ea4\u4e92\u65b9\u9762\uff0c\u667a\u80fd\u4f53\u901a\u8fc7\u4e0e\u7f51\u7edc\u670d\u52a1\u548c\u5e94\u7528\u7a0b\u5e8f\u7684\u4ea4\u4e92\uff0c\u5b8c\u6210\u7f51\u9875\u6d4f\u89c8\u3001\u5728\u7ebf\u8d2d\u7269\u3001\u4fe1\u606f\u68c0\u7d22\u7b49\u4efb\u52a1\u3002\u4f8b\u5982\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u6839\u636e\u7528\u6237\u7684\u641c\u7d22\u610f\u56fe\uff0c\u81ea\u52a8\u6d4f\u89c8\u7f51\u9875\u5e76\u63d0\u53d6\u76f8\u5173\u4fe1\u606f\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u66f4\u7cbe\u51c6\u7684\u641c\u7d22\u7ed3\u679c\u3002\u5728 GUI \u64cd\u4f5c\u4e2d\uff0c\u667a\u80fd\u4f53\u901a\u8fc7\u6a21\u62df\u4eba\u7c7b\u7684\u9f20\u6807\u548c\u952e\u76d8\u64cd\u4f5c\uff0c\u5b9e\u73b0\u5bf9\u56fe\u5f62\u7528\u6237\u754c\u9762\u7684\u5e94\u7528\u548c\u63a7\u5236\u3002\u4f8b\u5982\uff0c\u5728\u667a\u80fd\u529e\u516c\u573a\u666f\u4e2d\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u81ea\u52a8\u5b8c\u6210\u6587\u6863\u7f16\u8f91\u3001\u8868\u683c\u5904\u7406\u548c\u5e7b\u706f\u7247\u5236\u4f5c\u7b49\u4efb\u52a1\u3002<\/li>\n<li data-id=\"ld70c578-sOKOklTb\"><strong>\u7269\u7406\u884c\u52a8\u7a7a\u95f4\u7684\u89c4\u5212\u4e0e\u6311\u6218<\/strong>\u00a0\uff1a\u7269\u7406\u884c\u52a8\u7a7a\u95f4\u4e3b\u8981\u6d89\u53ca\u673a\u5668\u4eba\u63a7\u5236\u3001\u7269\u7406\u6a21\u62df\u548c\u624b\u672f\u673a\u5668\u4eba\u7b49\u5b9e\u9645\u7269\u7406\u4e16\u754c\u7684\u884c\u52a8\u573a\u666f\u3002\u673a\u5668\u4eba\u63a7\u5236\u8981\u6c42\u667a\u80fd\u4f53\u80fd\u591f\u6839\u636e\u73af\u5883\u611f\u77e5\u548c\u4efb\u52a1\u8981\u6c42\uff0c\u751f\u6210\u7cbe\u786e\u7684\u8fd0\u52a8\u6307\u4ee4\uff0c\u63a7\u5236\u673a\u5668\u4eba\u7684\u5173\u8282\u548c\u672b\u7aef\u6267\u884c\u5668\u5b8c\u6210\u5404\u79cd\u52a8\u4f5c\u3002\u4f8b\u5982\uff0c\u5728\u5de5\u4e1a\u673a\u5668\u4eba\u64cd\u4f5c\u4e2d\uff0c\u667a\u80fd\u4f53\u9700\u8981\u7cbe\u786e\u89c4\u5212\u673a\u5668\u4eba\u7684\u8fd0\u52a8\u8f68\u8ff9\uff0c\u5b9e\u73b0\u5bf9\u7269\u4f53\u7684\u6293\u53d6\u3001\u642c\u8fd0\u548c\u88c5\u914d\u7b49\u64cd\u4f5c\u3002\u7269\u7406\u6a21\u62df\u5219\u901a\u8fc7\u6784\u5efa\u865a\u62df\u7684\u7269\u7406\u73af\u5883\uff0c\u4f7f\u667a\u80fd\u4f53\u80fd\u591f\u5728\u6a21\u62df\u73af\u5883\u4e2d\u8fdb\u884c\u884c\u52a8\u8bad\u7ec3\u548c\u6d4b\u8bd5\uff0c\u964d\u4f4e\u5728\u771f\u5b9e\u7269\u7406\u4e16\u754c\u4e2d\u7684\u8bd5\u9a8c\u6210\u672c\u548c\u98ce\u9669\u3002\u4f8b\u5982\uff0c\u5728\u673a\u5668\u4eba\u8fd0\u52a8\u5b66\u548c\u52a8\u529b\u5b66\u6a21\u62df\u4e2d\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u5b66\u4e60\u5982\u4f55\u5728\u590d\u6742\u7684\u7269\u7406\u73af\u5883\u4e2d\u4fdd\u6301\u5e73\u8861\u3001\u907f\u514d\u78b0\u649e\u5e76\u5b8c\u6210\u4efb\u52a1\u3002\u624b\u672f\u673a\u5668\u4eba\u662f\u7269\u7406\u884c\u52a8\u7a7a\u95f4\u4e2d\u4e00\u4e2a\u5177\u6709\u6311\u6218\u6027\u7684\u5e94\u7528\u9886\u57df\uff0c\u5b83\u8981\u6c42\u667a\u80fd\u4f53\u5177\u5907\u9ad8\u7cbe\u5ea6\u7684\u611f\u77e5\u3001\u5b9e\u65f6\u7684\u51b3\u7b56\u548c\u7cbe\u786e\u7684\u8fd0\u52a8\u63a7\u5236\u80fd\u529b\uff0c\u4ee5\u786e\u4fdd\u624b\u672f\u7684\u5b89\u5168\u6027\u548c\u6709\u6548\u6027\u3002\u4f8b\u5982\uff0c\u667a\u80fd\u4f53\u9700\u8981\u6839\u636e\u533b\u5b66\u5f71\u50cf\u6570\u636e\u548c\u624b\u672f\u8ba1\u5212\uff0c\u7cbe\u786e\u63a7\u5236\u624b\u672f\u5668\u68b0\u7684\u64cd\u4f5c\uff0c\u5b8c\u6210\u5fae\u521b\u624b\u672f\u4efb\u52a1\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202505\/26\/c9ae51869fffcc0508d96986d1c454703b3f61.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u884c\u52a8\u7cfb\u7edf\u7684\u5206\u7c7b\u4e0a\u56fe\u5c55\u793a\u4e86\u884c\u52a8\u7cfb\u7edf\u7684\u5206\u7c7b\uff0c\u5e2e\u52a9\u6211\u4eec\u66f4\u597d\u5730\u7406\u89e3\u4e0d\u540c\u884c\u52a8\u7a7a\u95f4\u7684\u7279\u70b9\u548c\u5e94\u7528\u573a\u666f\u3002<\/p>\n<ol class=\"list-paddingleft-1\" data-id=\"odd3d8fc-RCLs5BWg\">\n<li data-id=\"ld70c578-j47lE7S5\"><strong>\u884c\u52a8\u5b66\u4e60\u8303\u5f0f\u7684\u63a2\u7d22\u4e0e\u5b9e\u8df5<\/strong>\u00a0\uff1a<\/li>\n<\/ol>\n<ul data-id=\"u738a58b-9kar85g9\">\n<li data-id=\"ld70c578-CfEaWsGL\"><strong>\u5728\u4e0a\u4e0b\u6587\u4e2d\u5b66\u4e60\u7684\u6280\u5de7\u4e0e\u65b9\u6cd5<\/strong>\u00a0\uff1a\u63d0\u793a\u5de5\u7a0b\u662f\u5728\u4e0a\u4e0b\u6587\u4e2d\u5b66\u4e60\u7684\u91cd\u8981\u6280\u5de7\u4e4b\u4e00\uff0c\u901a\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u63d0\u793a\u4fe1\u606f\uff0c\u5f15\u5bfc\u667a\u80fd\u4f53\u5728\u7279\u5b9a\u60c5\u5883\u4e0b\u4ea7\u751f\u6b63\u786e\u7684\u884c\u52a8\u3002\u4f8b\u5982\uff0c\u5728\u4ee3\u7801\u751f\u6210\u4efb\u52a1\u4e2d\uff0c\u901a\u8fc7\u63d0\u4f9b\u5305\u542b\u4ee3\u7801\u7ed3\u6784\u548c\u529f\u80fd\u63cf\u8ff0\u7684\u63d0\u793a\uff0c\u5e2e\u52a9\u667a\u80fd\u4f53\u751f\u6210\u7b26\u5408\u8981\u6c42\u7684\u4ee3\u7801\u7247\u6bb5\u3002\u94fe\u5f0f\u601d\u8003\uff08CoT\uff09\u65b9\u6cd5\u901a\u8fc7\u9010\u6b65\u5c55\u5f00\u884c\u52a8\u63a8\u7406\u8fc7\u7a0b\uff0c\u4f7f\u667a\u80fd\u4f53\u80fd\u591f\u6df1\u5165\u5206\u6790\u95ee\u9898\u5e76\u751f\u6210\u8be6\u7ec6\u7684\u884c\u52a8\u6b65\u9aa4\u3002\u4f8b\u5982\uff0c\u5728\u89e3\u51b3\u6570\u5b66\u5e94\u7528\u9898\u65f6\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u5148\u5206\u89e3\u95ee\u9898\uff0c\u7136\u540e\u9010\u6b65\u63a8\u5bfc\u51fa\u89e3\u51b3\u65b9\u6848\u5e76\u6267\u884c\u76f8\u5e94\u7684\u884c\u52a8\u3002\u57fa\u4e8e\u6811\u6216\u56fe\u7684\u641c\u7d22\u65b9\u6cd5\u901a\u8fc7\u6784\u5efa\u6811\u72b6\u6216\u56fe\u72b6\u7684\u884c\u52a8\u7a7a\u95f4\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u5728\u5176\u4e2d\u8fdb\u884c\u641c\u7d22\u548c\u89c4\u5212\uff0c\u5bfb\u627e\u6700\u4f18\u7684\u884c\u52a8\u8def\u5f84\u3002\u4f8b\u5982\uff0c\u5728\u673a\u5668\u4eba\u8def\u5f84\u89c4\u5212\u4efb\u52a1\u4e2d\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u5229\u7528 A * \u7b97\u6cd5\u5728\u7f51\u683c\u5730\u56fe\u4e0a\u641c\u7d22\u6700\u77ed\u8def\u5f84\u3002<\/li>\n<li data-id=\"ld70c578-Vbsle1VW\"><strong>\u76d1\u7763\u8bad\u7ec3\u7684\u5e94\u7528\u4e0e\u6848\u4f8b<\/strong>\u00a0\uff1a\u9884\u8bad\u7ec3\u5728\u667a\u80fd\u4f53\u884c\u52a8\u80fd\u529b\u7684\u63d0\u5347\u4e2d\u8d77\u5230\u4e86\u57fa\u7840\u6027\u7684\u4f5c\u7528\uff0c\u901a\u8fc7\u5728\u5927\u89c4\u6a21\u6570\u636e\u4e0a\u8fdb\u884c\u65e0\u76d1\u7763\u6216\u81ea\u76d1\u7763\u5b66\u4e60\uff0c\u667a\u80fd\u4f53\u80fd\u591f\u5b66\u4e60\u5230\u901a\u7528\u7684\u884c\u52a8\u6a21\u5f0f\u548c\u7b56\u7565\u3002\u4f8b\u5982\uff0c\u673a\u5668\u4eba\u57fa\u7840\u6a21\u578b\u53ef\u4ee5\u901a\u8fc7\u5728\u5927\u91cf\u7684\u673a\u5668\u4eba\u64cd\u4f5c\u89c6\u9891\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u5b66\u4e60\u5230\u57fa\u672c\u7684\u8fd0\u52a8\u6280\u80fd\u548c\u64cd\u4f5c\u6a21\u5f0f\u3002\u76d1\u7763\u5fae\u8c03\u5219\u662f\u5728\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u57fa\u7840\u4e0a\uff0c\u5229\u7528\u5e26\u6709\u6807\u6ce8\u7684\u8bad\u7ec3\u6570\u636e\u5bf9\u6a21\u578b\u8fdb\u884c\u8fdb\u4e00\u6b65\u4f18\u5316\uff0c\u4f7f\u667a\u80fd\u4f53\u80fd\u591f\u66f4\u597d\u5730\u9002\u5e94\u7279\u5b9a\u7684\u884c\u52a8\u4efb\u52a1\u3002\u4f8b\u5982\uff0c\u5728\u673a\u5668\u4eba\u6293\u53d6\u4efb\u52a1\u4e2d\uff0c\u901a\u8fc7\u76d1\u7763\u5fae\u8c03\u6a21\u578b\u53ef\u4ee5\u63d0\u9ad8\u667a\u80fd\u4f53\u5bf9\u4e0d\u540c\u7269\u4f53\u7684\u6293\u53d6\u6210\u529f\u7387\u3002<\/li>\n<li data-id=\"ld70c578-IJQmXUXP\"><strong>\u5f3a\u5316\u5b66\u4e60\u7684\u878d\u5408\u4e0e\u6311\u6218<\/strong>\u00a0\uff1a\u5f3a\u5316\u5b66\u4e60\u4e3a\u667a\u80fd\u4f53\u884c\u52a8\u7cfb\u7edf\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u4f18\u5316\u5de5\u5177\uff0c\u901a\u8fc7\u4e0e\u73af\u5883\u7684\u4ea4\u4e92\u548c\u5956\u52b1\u4fe1\u53f7\u7684\u5f15\u5bfc\uff0c\u667a\u80fd\u4f53\u80fd\u591f\u4e0d\u65ad\u8c03\u6574\u884c\u52a8\u7b56\u7565\uff0c\u4ee5\u6700\u5927\u5316\u7d2f\u79ef\u5956\u52b1\u3002\u4f8b\u5982\uff0c\u5728\u6e38\u620f AI \u4e2d\uff0c\u667a\u80fd\u4f53\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\u5b66\u4e60\u6e38\u620f\u7b56\u7565\uff0c\u4e0d\u65ad\u63d0\u9ad8\u6e38\u620f\u6c34\u5e73\u3002\u5c06\u5f3a\u5316\u5b66\u4e60\u4e0e\u57fa\u7840\u6a21\u578b\u7ed3\u5408\uff0c\u53ef\u4ee5\u5b9e\u73b0\u884c\u52a8\u7b56\u7565\u7684\u4f18\u5316\uff0c\u4f46\u540c\u65f6\u4e5f\u9762\u4e34\u7740\u4e00\u4e9b\u6311\u6218\uff0c\u5982\u5982\u4f55\u8bbe\u8ba1\u6709\u6548\u7684\u5956\u52b1\u51fd\u6570\u3001\u5982\u4f55\u5e73\u8861\u63a2\u7d22\u4e0e\u5229\u7528\u3001\u5982\u4f55\u63d0\u9ad8\u5f3a\u5316\u5b66\u4e60\u7684\u6837\u672c\u6548\u7387\u7b49\u3002<\/li>\n<\/ul>\n<ol class=\"list-paddingleft-1\" start=\"2\" data-id=\"oe0300a2-P1Mn0IMd\">\n<li data-id=\"ld70c578-r70SHmQ9\"><strong>\u57fa\u4e8e\u5de5\u5177\u7684\u884c\u52a8\u8303\u5f0f\u7684\u5e94\u7528\u4e0e\u62d3\u5c55<\/strong>\u00a0\uff1a<\/li>\n<\/ol>\n<p>\u4e0b\u56fe\u6e05\u6670\u5730\u5c55\u793a\u4e86\u5de5\u5177\u7cfb\u7edf\u7684\u5206\u7c7b\uff0c\u5305\u62ec\u5de5\u5177\u7c7b\u522b\u548c\u5b66\u4e60\u8303\u5f0f\uff0c\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u66f4\u597d\u5730\u7406\u89e3\u5de5\u5177\u7cfb\u7edf\u5728\u667a\u80fd\u4f53\u884c\u52a8\u4e2d\u7684\u4f5c\u7528\u4ee5\u53ca\u4e0d\u540c\u5de5\u5177\u7cfb\u7edf\u7684\u7279\u6027\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202505\/26\/824e2d33800cc56047e18087de2b61302a92ca.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>AI Agent \u5de5\u5177\u7cfb\u7edf\u7684\u5206\u7c7b\uff0c\u5305\u62ec\u5de5\u5177\u7c7b\u522b\u548c\u5b66\u4e60\u8303\u5f0f<\/p>\n<ul data-id=\"u738a58b-lXriHDCS\">\n<li data-id=\"ld70c578-kHuJGSVX\"><strong>\u5de5\u5177\u7c7b\u522b\u7684\u4e30\u5bcc\u4e0e\u591a\u6837\u6027<\/strong>\u00a0\uff1a\u5de5\u5177\u7c7b\u522b\u4e30\u5bcc\u591a\u6837\uff0c\u6db5\u76d6\u4e86\u8bed\u8a00\u5de5\u5177\u3001\u6570\u5b57\u5de5\u5177\u3001\u7269\u7406\u5de5\u5177\u548c\u79d1\u5b66\u5de5\u5177\u7b49\u591a\u4e2a\u9886\u57df\u3002\u8bed\u8a00\u5de5\u5177\u5982\u51fd\u6570\u8c03\u7528\u3001API \u63a5\u53e3\u7b49\uff0c\u4f7f\u667a\u80fd\u4f53\u80fd\u591f\u5229\u7528\u5916\u90e8\u7684\u8bed\u8a00\u670d\u52a1\u548c\u529f\u80fd\u6269\u5c55\u5176\u8bed\u8a00\u884c\u52a8\u80fd\u529b\u3002\u4f8b\u5982\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u901a\u8fc7\u8c03\u7528\u7ffb\u8bd1 API \u5b9e\u73b0\u591a\u8bed\u8a00\u4e4b\u95f4\u7684\u6587\u672c\u8f6c\u6362\u3002\u6570\u5b57\u5de5\u5177\u5305\u62ec\u7f51\u9875\u6d4f\u89c8\u5668\u3001\u6570\u636e\u5e93\u67e5\u8be2\u5de5\u5177\u3001\u56fe\u5f62\u7528\u6237\u754c\u9762\u64cd\u4f5c\u5de5\u5177\u7b49\uff0c\u4f7f\u667a\u80fd\u4f53\u80fd\u591f\u5728\u6570\u5b57\u73af\u5883\u4e2d\u5b8c\u6210\u5404\u79cd\u4efb\u52a1\u3002\u4f8b\u5982\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u5229\u7528\u6570\u636e\u5e93\u67e5\u8be2\u5de5\u5177\u68c0\u7d22\u7279\u5b9a\u7684\u4fe1\u606f\uff0c\u5e76\u6839\u636e\u67e5\u8be2\u7ed3\u679c\u6267\u884c\u76f8\u5e94\u7684\u884c\u52a8\u3002\u7269\u7406\u5de5\u5177\u5982\u673a\u5668\u4eba\u624b\u81c2\u3001\u4f20\u611f\u5668\u3001\u624b\u672f\u5668\u68b0\u7b49\uff0c\u4f7f\u667a\u80fd\u4f53\u80fd\u591f\u5728\u7269\u7406\u4e16\u754c\u4e2d\u8fdb\u884c\u5b9e\u9645\u64cd\u4f5c\u548c\u5e72\u9884\u3002\u4f8b\u5982\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u901a\u8fc7\u63a7\u5236\u673a\u5668\u4eba\u624b\u81c2\u5b8c\u6210\u7269\u4f53\u7684\u6293\u53d6\u548c\u64cd\u4f5c\u4efb\u52a1\u3002\u79d1\u5b66\u5de5\u5177\u5219\u4e13\u95e8\u7528\u4e8e\u79d1\u5b66\u7814\u7a76\u548c\u5b9e\u9a8c\u9886\u57df\uff0c\u5982\u5316\u5b66\u53cd\u5e94\u6a21\u62df\u5de5\u5177\u3001\u7269\u7406\u5b9e\u9a8c\u8bbe\u5907\u63a7\u5236\u5de5\u5177\u7b49\uff0c\u4e3a\u667a\u80fd\u4f53\u5728\u79d1\u5b66\u63a2\u7d22\u548c\u7814\u7a76\u4e2d\u7684\u5e94\u7528\u63d0\u4f9b\u4e86\u652f\u6301\u3002<\/li>\n<li data-id=\"ld70c578-Pg83keB9\"><strong>\u5de5\u5177\u5b66\u4e60\u7684\u6d41\u7a0b\u4e0e\u65b9\u6cd5<\/strong>\u00a0\uff1a\u5de5\u5177\u53d1\u73b0\u662f\u5de5\u5177\u5b66\u4e60\u7684\u7b2c\u4e00\u6b65\uff0c\u667a\u80fd\u4f53\u9700\u8981\u4ece\u5927\u91cf\u7684\u5de5\u5177\u4e2d\u627e\u5230\u9002\u5408\u5f53\u524d\u4efb\u52a1\u7684\u5de5\u5177\u3002\u8fd9\u53ef\u4ee5\u901a\u8fc7\u68c0\u7d22\u5de5\u5177\u5e93\u4e2d\u7684\u76f8\u5173\u5de5\u5177\u8bf4\u660e\u6587\u6863\uff0c\u6216\u8005\u5229\u7528\u667a\u80fd\u4f53\u7684\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u80fd\u529b\u5206\u6790\u7528\u6237\u6307\u4ee4\u4e2d\u7684\u5de5\u5177\u9700\u6c42\u6765\u5b9e\u73b0\u3002\u5de5\u5177\u521b\u5efa\u5219\u662f\u5728\u73b0\u6709\u5de5\u5177\u65e0\u6cd5\u6ee1\u8db3\u4efb\u52a1\u9700\u6c42\u65f6\uff0c\u667a\u80fd\u4f53\u901a\u8fc7\u7f16\u7a0b\u548c\u8bbe\u8ba1\u751f\u6210\u65b0\u7684\u5de5\u5177\u3002\u4f8b\u5982\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u6839\u636e\u7528\u6237\u7684\u9700\u6c42\u751f\u6210\u7279\u5b9a\u529f\u80fd\u7684 Python \u811a\u672c\u6216\u5f00\u53d1\u65b0\u7684 API \u63a5\u53e3\u3002\u5de5\u5177\u4f7f\u7528\u662f\u5de5\u5177\u5b66\u4e60\u7684\u6838\u5fc3\u73af\u8282\uff0c\u667a\u80fd\u4f53\u9700\u8981\u5b66\u4e60\u5982\u4f55\u6b63\u786e\u5730\u8c03\u7528\u548c\u64cd\u4f5c\u5de5\u5177\uff0c\u4ee5\u5b8c\u6210\u7279\u5b9a\u7684\u4efb\u52a1\u3002\u4f8b\u5982\uff0c\u667a\u80fd\u4f53\u9700\u8981\u5b66\u4e60\u5982\u4f55\u8bbe\u7f6e\u5de5\u5177\u7684\u53c2\u6570\u3001\u5982\u4f55\u5904\u7406\u5de5\u5177\u7684\u8f93\u51fa\u7ed3\u679c\u7b49\u3002\u5728\u5de5\u5177\u5b66\u4e60\u7684\u6574\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u667a\u80fd\u4f53\u9700\u8981\u4e0d\u65ad\u5730\u901a\u8fc7\u4e0e\u5de5\u5177\u7684\u4ea4\u4e92\u548c\u73af\u5883\u7684\u53cd\u9988\u6765\u4f18\u5316\u5de5\u5177\u4f7f\u7528\u7b56\u7565\uff0c\u63d0\u9ad8\u5de5\u5177\u4f7f\u7528\u7684\u6548\u7387\u548c\u51c6\u786e\u6027\u3002<\/li>\n<\/ul>\n<h4>\uff08\u56db\uff09\u884c\u52a8\u4e0e\u611f\u77e5\uff1a\u201c\u5916\u90e8 &#8211; 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\u89c2\u70b9\u8ba4\u4e3a\u56e0\u679c\u5173\u7cfb\u59cb\u4e8e\u5916\u90e8\u523a\u6fc0\uff0c\u73af\u5883\u4e2d\u7684\u4e8b\u4ef6\u901a\u8fc7\u611f\u5b98\u7cfb\u7edf\u4f20\u9012\u5230\u5927\u8111\uff0c\u5f15\u53d1\u795e\u7ecf\u6d3b\u52a8\uff0c\u6700\u7ec8\u5bfc\u81f4\u884c\u4e3a\u53cd\u5e94\u3002\u8fd9\u79cd\u89c2\u70b9\u5f3a\u8c03\u667a\u80fd\u4f53\u5bf9\u5916\u90e8\u73af\u5883\u7684\u88ab\u52a8\u54cd\u5e94\uff0c\u8ba4\u4e3a\u611f\u77e5\u662f\u884c\u52a8\u7684\u524d\u63d0\u548c\u57fa\u7840\u3002\u201c\u5185\u90e8 &#8211; \u5916\u90e8\u201d \u89c2\u70b9\u5219\u8ba4\u4e3a\u667a\u80fd\u4f53\u7684\u5185\u90e8\u72b6\u6001\u548c\u4e3b\u52a8\u884c\u4e3a\u5728\u56e0\u679c\u5173\u7cfb\u4e2d\u8d77\u4e3b\u5bfc\u4f5c\u7528\u3002\u667a\u80fd\u4f53\u6839\u636e\u5185\u90e8\u7684\u76ee\u6807\u3001\u52a8\u673a\u548c\u9884\u6d4b\u751f\u6210\u884c\u52a8\u6307\u4ee4\uff0c\u8fd9\u4e9b\u884c\u52a8\u6307\u4ee4\u4e0d\u4ec5\u5f15\u53d1\u5916\u90e8\u884c\u4e3a\uff0c\u8fd8\u901a\u8fc7 \u201ccorollary 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pass@1\u3001\u51c6\u786e\u7387\u3001F1 \u5206\u503c\u548c ROUGE-L 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API 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\u7b49\u4eba\u63d0\u51fa\u7684\u65b9\u6cd5\u5c55\u793a\u4e86\u5982\u4f55\u901a\u8fc7\u79bb\u7ebf\u9884\u8bad\u7ec3\u7cfb\u7edf\u5730\u589e\u5f3a\u667a\u80fd\u4f53\u7684\u521d\u59cb\u80fd\u529b\uff0c\u4e3a\u540e\u7eed\u7684\u5728\u7ebf\u6539\u8fdb\u5960\u5b9a\u575a\u5b9e\u57fa\u7840\u3002\u5728\u8fd9\u4e2a\u9636\u6bb5\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u4ece\u5927\u91cf\u7684\u5386\u53f2\u6570\u636e\u4e2d\u5b66\u4e60\u5230\u901a\u7528\u7684\u77e5\u8bc6\u548c\u6280\u80fd\uff0c\u4e3a\u540e\u7eed\u7684\u5728\u7ebf\u4f18\u5316\u63d0\u4f9b\u575a\u5b9e\u7684\u57fa\u7840\u3002<\/p>\n<p>\u5728\u7ebf\u5fae\u8c03\u9636\u6bb5\uff0c\u667a\u80fd\u4f53\u6839\u636e\u5b9e\u65f6\u53cd\u9988\u52a8\u6001\u8c03\u6574\u5176\u884c\u4e3a\u548c\u7b56\u7565\u3002\u4f8b\u5982\uff0cDecision Mamba-Hybrid\uff08DM-H\uff09\u5c55\u793a\u4e86\u667a\u80fd\u4f53\u5982\u4f55\u5728\u590d\u6742\u591a\u53d8\u7684\u73af\u5883\u4e2d\u9ad8\u6548\u9002\u5e94\uff0c\u901a\u8fc7\u5b9e\u65f6\u8bc4\u4f30\u548c\u8c03\u6574\u7b56\u7565\u6765\u4f18\u5316\u5176\u6027\u80fd\u3002\u5728\u8fd9\u4e2a\u9636\u6bb5\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u5229\u7528\u5b9e\u65f6\u6570\u636e\u5bf9\u9884\u8bad\u7ec3\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u4f7f\u5176\u66f4\u597d\u5730\u9002\u5e94\u5f53\u524d\u73af\u5883\u548c\u4efb\u52a1\u9700\u6c42\u3002\u4f8b\u5982\uff0c\u5728\u4e00\u4e2a\u9700\u8981\u667a\u80fd\u4f53\u5904\u7406\u5b9e\u65f6\u4ea4\u901a\u6570\u636e\u7684\u573a\u666f\u4e2d\uff0c\u901a\u8fc7\u5728\u7ebf\u5fae\u8c03\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u6839\u636e\u5f53\u524d\u7684\u4ea4\u901a\u72b6\u51b5\u5b9e\u65f6\u8c03\u6574\u4ea4\u901a\u6d41\u91cf\u9884\u6d4b\u6a21\u578b\uff0c\u63d0\u9ad8\u9884\u6d4b\u51c6\u786e\u6027\u3002<\/p>\n<p>\u5b9a\u671f\u79bb\u7ebf\u6574\u5408\u9636\u6bb5\uff0c\u667a\u80fd\u4f53\u5c06\u5728\u7ebf\u4ea4\u4e92\u4e2d\u83b7\u5f97\u7684\u589e\u91cf\u6539\u8fdb\u7cfb\u7edf\u5730\u6574\u5408\u5230\u5176\u6838\u5fc3\u6a21\u578b\u4e2d\u3002\u4f8b\u5982\uff0cUni-O4 \u6846\u67b6\u5c55\u793a\u4e86\u5982\u4f55\u5728\u79bb\u7ebf\u77e5\u8bc6\u6574\u5408\u548c\u5728\u7ebf\u9002\u5e94\u6539\u8fdb\u4e4b\u95f4\u5b9e\u73b0\u65e0\u7f1d\u8fc7\u6e21\uff0c\u786e\u4fdd\u667a\u80fd\u4f53\u5728\u957f\u671f\u8fd0\u884c\u4e2d\u4fdd\u6301\u7a33\u5b9a\u6027\u548c\u6709\u6548\u6027\u3002\u5728\u8fd9\u4e2a\u9636\u6bb5\uff0c\u667a\u80fd\u4f53\u4f1a\u5c06\u5728\u7ebf\u4f18\u5316\u8fc7\u7a0b\u4e2d\u79ef\u7d2f\u7684\u7ecf\u9a8c\u548c\u6570\u636e\u8fdb\u884c\u7cfb\u7edf\u6574\u7406\u548c\u5206\u6790\uff0c\u8fdb\u4e00\u6b65\u4f18\u5316\u6a21\u578b\u7ed3\u6784\u548c\u53c2\u6570\uff0c\u4e3a\u4e0b\u4e00\u8f6e\u7684\u5728\u7ebf\u4f18\u5316\u63d0\u4f9b\u66f4\u5f3a\u5927\u7684\u57fa\u7840\u3002\u4f8b\u5982\uff0c\u5728\u4e00\u4e2a\u9700\u8981\u667a\u80fd\u4f53\u4e0d\u65ad\u5b66\u4e60\u65b0\u77e5\u8bc6\u7684\u6559\u80b2\u5e94\u7528\u573a\u666f\u4e2d\uff0c\u5b9a\u671f\u79bb\u7ebf\u6574\u5408\u53ef\u4ee5\u5e2e\u52a9\u667a\u80fd\u4f53\u5c06\u5728\u7ebf\u6559\u5b66\u8fc7\u7a0b\u4e2d\u6536\u96c6\u5230\u7684\u5b66\u751f\u53cd\u9988\u548c\u5b66\u4e60\u6570\u636e\u8fdb\u884c\u6df1\u5ea6\u5206\u6790\uff0c\u4f18\u5316\u6559\u5b66\u5185\u5bb9\u548c\u7b56\u7565\uff0c\u63d0\u9ad8\u6559\u5b66\u6548\u679c\u3002<\/p>\n<p>\u901a\u8fc7\u8fd9\u79cd\u6df7\u5408\u4f18\u5316\u7b56\u7565\uff0c\u667a\u80fd\u4f53\u80fd\u591f\u5728\u52a8\u6001\u73af\u5883\u4e2d\u5b9e\u73b0\u6301\u7eed\u7684\u81ea\u6211\u8fdb\u5316\uff0c\u540c\u65f6\u4fdd\u6301\u957f\u671f\u7684\u7a33\u5b9a\u6027\u548c\u53ef\u9760\u6027\u3002\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u667a\u80fd\u4f53\u7684\u9002\u5e94\u80fd\u529b\uff0c\u8fd8\u4e3a\u5176\u5728\u590d\u6742\u73b0\u5b9e\u573a\u666f\u4e2d\u7684\u5e94\u7528\u63d0\u4f9b\u4e86\u6709\u529b\u652f\u6301\u3002\u4f8b\u5982\uff0c\u5728\u4e00\u4e2a\u9700\u8981\u667a\u80fd\u4f53\u540c\u65f6\u5904\u7406\u591a\u79cd\u4e0d\u540c\u7c7b\u578b\u4efb\u52a1\u7684\u5de5\u4e1a\u81ea\u52a8\u5316\u573a\u666f\u4e2d\uff0c\u6df7\u5408\u4f18\u5316\u7b56\u7565\u53ef\u4ee5\u4f7f\u667a\u80fd\u4f53\u5728\u4fdd\u6301\u7a33\u5b9a\u8fd0\u884c\u7684\u540c\u65f6\uff0c\u4e0d\u65ad\u9002\u5e94\u65b0\u7684\u751f\u4ea7\u6d41\u7a0b\u548c\u4efb\u52a1\u8981\u6c42\uff0c\u63d0\u9ad8\u751f\u4ea7\u6548\u7387\u548c\u8d28\u91cf\u3002<\/p>\n<p>\u4e0b\u56fe\u901a\u8fc7\u4e09\u79cd\u4e0d\u540c\u7684\u4f7f\u7528\u573a\u666f\uff08\u5728\u7ebf\u3001\u79bb\u7ebf\u548c\u6df7\u5408\u81ea\u6211\u6539\u8fdb\uff09\u6765\u8bf4\u660e\u667a\u80fd\u4f53\u7684\u81ea\u6211\u6539\u8fdb\u8fc7\u7a0b\uff0c\u5c55\u793a\u4e86\u667a\u80fd\u4f53\u5982\u4f55\u5728\u4e0d\u540c\u7684\u4f18\u5316\u7b56\u7565\u4e0b\u5b9e\u73b0\u81ea\u6211\u8fdb\u5316\u3002\u8fd9\u79cd\u5bf9\u6bd4\u4e0d\u4ec5\u5e2e\u52a9\u6211\u4eec\u66f4\u76f4\u89c2\u5730\u7406\u89e3\u667a\u80fd\u4f53\u7684\u81ea\u6211\u6539\u8fdb\u673a\u5236\uff0c\u8fd8\u4e3a\u6211\u4eec\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u9009\u62e9\u5408\u9002\u7684\u4f18\u5316\u7b56\u7565\u63d0\u4f9b\u4e86\u53c2\u8003\u3002\u901a\u8fc7\u89c2\u5bdf\u56fe\u4e2d\u4e0d\u540c\u573a\u666f\u4e0b\u7684\u6539\u8fdb\u8def\u5f84\uff0c\u6211\u4eec\u53ef\u4ee5\u53d1\u73b0\uff0c\u5728\u7ebf\u81ea\u6211\u6539\u8fdb\u5728\u52a8\u6001\u73af\u5883\u4e2d\u5177\u6709\u5feb\u901f\u54cd\u5e94\u7684\u80fd\u529b\uff0c\u800c\u79bb\u7ebf\u81ea\u6211\u6539\u8fdb\u5219\u5728\u7a33\u5b9a\u6027\u548c\u6cdb\u5316\u80fd\u529b\u4e0a\u66f4\u5177\u4f18\u52bf\u3002\u6df7\u5408\u65b9\u6cd5\u5219\u7ed3\u5408\u4e86\u4e24\u8005\u7684\u4f18\u52bf\uff0c\u4f7f\u667a\u80fd\u4f53\u80fd\u591f\u5728\u4e0d\u540c\u7684\u73af\u5883\u6761\u4ef6\u4e0b\u5b9e\u73b0\u6700\u4f73\u7684\u6027\u80fd\u8868\u73b0\u3002\u8fd9\u79cd\u5bf9\u667a\u80fd\u4f53\u81ea\u6211\u6539\u8fdb\u673a\u5236\u7684\u6df1\u5165\u7406\u89e3\uff0c\u6709\u52a9\u4e8e\u6211\u4eec\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u66f4\u597d\u5730\u8bbe\u8ba1\u548c\u4f18\u5316\u667a\u80fd\u4f53\u7cfb\u7edf\uff0c\u4ee5\u6ee1\u8db3\u591a\u6837\u5316\u7684\u4efb\u52a1\u9700\u6c42\u3002<\/p>\n<p><img data-dominant-color=\"e2e9e8\" data-has-transparency=\"false\" style=\"--dominant-color: #e2e9e8;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-26052\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/d4f587904f9391c4cb2525b1fe432e8fa3111a.png\" width=\"1046\" height=\"648\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/d4f587904f9391c4cb2525b1fe432e8fa3111a.png 1046w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/d4f587904f9391c4cb2525b1fe432e8fa3111a-300x186.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/d4f587904f9391c4cb2525b1fe432e8fa3111a-1024x634.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/d4f587904f9391c4cb2525b1fe432e8fa3111a-150x93.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/d4f587904f9391c4cb2525b1fe432e8fa3111a-768x476.png 768w\" sizes=\"auto, (max-width: 1046px) 100vw, 1046px\" 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Lab \u7cfb\u7edf\u4e2d\u7684 AI \u4ee3\u7406\u901a\u8fc7\u56e2\u961f\u5408\u4f5c\u548c\u4efb\u52a1\u5206\u914d\uff0c\u5f00\u53d1\u4e86\u591a\u79cd\u5de5\u5177\u6765\u8bbe\u8ba1\u548c\u9a8c\u8bc1\u65b0\u578b SARS-CoV-2 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LLM 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data-id=\"u738a58b-Bp2treOI\">\n<li data-id=\"ld70c578-aU3acZeQ\">ADVANCES AND CHALLENGES IN FOUNDATION AGENTS -\uff08FROM BRAIN-INSPIRED INTELLIGENCE TO EVOLUTIONARY, COLLABORATIVE, AND SAFE SYSTEMS\uff09<\/li>\n<\/ul>\n<p>https:\/\/arxiv.org\/pdf\/2504.01990<\/p>\n<ul data-id=\"u738a58b-7Epaa4Ls\">\n<li data-id=\"ld70c578-TOTxXBc8\">\u672c\u9879\u76ee\u7684 Github \u4ed3\u5e93<\/li>\n<\/ul>\n<p>https:\/\/github.com\/FoundationAgents\/awesome-foundation-agents<\/p>\n<ul data-id=\"u738a58b-ifn4HOz3\">\n<li data-id=\"ld70c578-zXdUkzk8\">Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents<\/li>\n<\/ul>\n<p>https:\/\/arxiv.org\/pdf\/2405.02957<\/p>\n<ul data-id=\"u738a58b-TzWXmS3M\">\n<li data-id=\"ld70c578-jWR2XXda\">MetaGPT Repo &#8211; geekan\/MetaGPT<\/li>\n<\/ul>\n<p>https:\/\/github.com\/geekan\/MetaGPT<\/p>\n<ul data-id=\"u738a58b-mJDLturR\">\n<li data-id=\"ld70c578-INEHRpgt\">CAMELAI Repo &#8211; camel-ai\/camel<\/li>\n<\/ul>\n<p>https:\/\/github.com\/camel-ai\/camel<\/p>\n<ul data-id=\"u738a58b-QoNNFCzc\">\n<li data-id=\"ld70c578-kw4o9Iba\">ChatDev Repo &#8211; OpenBMB\/ChatDev<\/li>\n<\/ul>\n<p>https:\/\/github.com\/OpenBMB\/ChatDev<\/p>\n<p>\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_26037\" class=\"pvc_stats total_only  \" data-element-id=\"26037\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 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