{"id":21129,"date":"2025-02-15T10:41:00","date_gmt":"2025-02-15T02:41:00","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=21129"},"modified":"2025-02-15T10:41:00","modified_gmt":"2025-02-15T02:41:00","slug":"hugging-face-tuichu","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/hugging-face-tuichu\/","title":{"rendered":"Hugging Face \u63a8\u51fa Agent \u667a\u80fd\u4f53\u6392\u884c\u699c\uff1a \u8c01\u662f\u5de5\u5177\u8c03\u7528\u9886\u57df\u7684\u9886\u5bfc\u8005\uff1f"},"content":{"rendered":"<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-21132\" title=\"Hugging Face \u63a8\u51fa Agent \u667a\u80fd\u4f53\u6392\u884c\u699c\uff1a \u8c01\u662f\u5de5\u5177\u8c03\u7528\u9886\u57df\u7684\u9886\u5bfc\u8005\uff1f-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/10287a58f8c1c3b.png\" alt=\"Hugging Face \u63a8\u51fa Agent \u667a\u80fd\u4f53\u6392\u884c\u699c\uff1a \u8c01\u662f\u5de5\u5177\u8c03\u7528\u9886\u57df\u7684\u9886\u5bfc\u8005\uff1f-1\" width=\"1279\" height=\"663\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/10287a58f8c1c3b.png 1279w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/10287a58f8c1c3b-768x398.png 768w\" sizes=\"auto, (max-width: 1279px) 100vw, 1279px\" \/><\/p>\n<p>\u82f1\u4f1f\u8fbe CEO \u9ec4\u4ec1\u52cb\u5c06 AI \u667a\u80fd\u4f53\u8a89\u4e3a \u201c\u6570\u5b57\u52b3\u52a8\u529b\u201d\uff0c\u800c\u4ed6\u5e76\u975e\u552f\u4e00\u6301\u6709\u6b64\u89c2\u70b9\u7684\u79d1\u6280\u9886\u8896\u3002 \u5fae\u8f6f CEO \u8428\u63d0\u4e9a \u00b7 \u7eb3\u5fb7\u62c9\u4e5f\u8ba4\u4e3a\uff0c\u667a\u80fd\u4f53\u6280\u672f\u5c06\u4ece\u6839\u672c\u4e0a\u53d8\u9769\u4f01\u4e1a\u7684\u8fd0\u4f5c\u6a21\u5f0f\u3002<\/p>\n<p>\u8fd9\u4e9b\u667a\u80fd\u4f53\u80fd\u591f\u4e0e\u5916\u90e8\u5de5\u5177\u548c API \u8fdb\u884c\u4ea4\u4e92\uff0c\u4ece\u800c\u6781\u5927\u5730\u62d3\u5c55\u4e86\u5176\u5e94\u7528\u573a\u666f\u3002 \u7136\u800c\uff0cAI \u667a\u80fd\u4f53\u6280\u672f\u8fdc\u975e\u5b8c\u7f8e\uff0c\u7531\u4e8e\u6f5c\u5728\u4ea4\u4e92\u7684\u590d\u6742\u6027\uff0c\u8bc4\u4f30\u5176\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u6027\u80fd\u4e00\u76f4\u662f\u4e00\u9879\u6311\u6218\u3002<\/p>\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u96be\u9898\uff0cHugging Face \u63a8\u51fa\u4e86 Agent \u667a\u80fd\u4f53\u6392\u884c\u699c\u3002 \u8be5\u6392\u884c\u699c\u5229\u7528 Galileo \u7684\u5de5\u5177\u9009\u62e9\u8d28\u91cf\uff08Tool Selection Quality, TSQ\uff09\u6307\u6807\uff0c\u5bf9\u4e0d\u540c\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5728\u5904\u7406\u57fa\u4e8e\u5de5\u5177\u7684\u4ea4\u4e92\u65f6\u7684\u6027\u80fd\u8fdb\u884c\u8bc4\u4f30\uff0c\u4ece\u800c\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u6e05\u6670\u7684\u53c2\u8003\u3002<\/p>\n<dl>\n<dt><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-21131\" title=\"Hugging Face \u63a8\u51fa Agent \u667a\u80fd\u4f53\u6392\u884c\u699c\uff1a \u8c01\u662f\u5de5\u5177\u8c03\u7528\u9886\u57df\u7684\u9886\u5bfc\u8005\uff1f-2\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/c1573363a8065ee.png\" alt=\"Hugging Face \u63a8\u51fa Agent \u667a\u80fd\u4f53\u6392\u884c\u699c\uff1a \u8c01\u662f\u5de5\u5177\u8c03\u7528\u9886\u57df\u7684\u9886\u5bfc\u8005\uff1f-2\" width=\"1237\" height=\"894\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/c1573363a8065ee.png 1237w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/c1573363a8065ee-768x555.png 768w\" sizes=\"auto, (max-width: 1237px) 100vw, 1237px\" \/><\/dt>\n<dd>Hugging Face Agent \u667a\u80fd\u4f53\u6392\u884c\u699c<\/dd>\n<\/dl>\n<p>&nbsp;<\/p>\n<p>Hugging Face \u6784\u5efa\u6b64\u6392\u884c\u699c\u65e8\u5728\u89e3\u7b54\u4e00\u4e2a\u6838\u5fc3\u95ee\u9898\uff1a\u201cAI \u667a\u80fd\u4f53\u5728\u771f\u5b9e\u7684\u5546\u4e1a\u73af\u5883\u4e2d\u8868\u73b0\u7a76\u7adf\u5982\u4f55\uff1f\u201d \u5b66\u672f\u57fa\u51c6\u6d4b\u8bd5\u56fa\u7136\u91cd\u8981\uff0c\u4f46\u5b83\u4eec\u4fa7\u91cd\u4e8e\u6280\u672f\u80fd\u529b\uff0c\u800c Hugging Face \u66f4\u5173\u6ce8\u54ea\u4e9b\u6a21\u578b\u80fd\u591f\u771f\u6b63\u9002\u7528\u4e8e\u5404\u79cd\u5b9e\u9645\u7528\u4f8b\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>Hugging Face Agent \u667a\u80fd\u4f53\u8bc4\u4f30\u6392\u884c\u699c\u7684\u72ec\u7279\u4e4b\u5904<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-21130\" title=\"Hugging Face \u63a8\u51fa Agent \u667a\u80fd\u4f53\u6392\u884c\u699c\uff1a \u8c01\u662f\u5de5\u5177\u8c03\u7528\u9886\u57df\u7684\u9886\u5bfc\u8005\uff1f-3\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/de5887c278db05f.png\" alt=\"Hugging Face \u63a8\u51fa Agent \u667a\u80fd\u4f53\u6392\u884c\u699c\uff1a \u8c01\u662f\u5de5\u5177\u8c03\u7528\u9886\u57df\u7684\u9886\u5bfc\u8005\uff1f-3\" width=\"1615\" height=\"373\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/de5887c278db05f.png 1615w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/de5887c278db05f-768x177.png 768w\" sizes=\"auto, (max-width: 1615px) 100vw, 1615px\" \/><\/p>\n<p>\u76ee\u524d\u7684\u4e3b\u6d41\u8bc4\u4f30\u6846\u67b6\u901a\u5e38\u4fa7\u91cd\u4e8e\u7279\u5b9a\u9886\u57df\u3002 \u4f8b\u5982\uff0cBFCL\u00a0\u5728\u6570\u5b66\u3001\u5a31\u4e50\u548c\u6559\u80b2\u7b49\u5b66\u672f\u9886\u57df\u8868\u73b0\u7a81\u51fa\uff1b\u00a0\u03c4-bench\u00a0\u5219\u4e13\u6ce8\u4e8e\u96f6\u552e\u548c\u822a\u7a7a\u7b49\u7279\u5b9a\u884c\u4e1a\u573a\u666f\uff1b\u00a0xLAM\u00a0\u8986\u76d6\u4e86 21 \u4e2a\u6570\u636e\u751f\u6210\u9886\u57df\uff1b \u800c\u00a0ToolACE\u00a0\u5219\u4e13\u6ce8\u4e8e 390 \u4e2a\u9886\u57df\u4e2d\u7684 API \u4ea4\u4e92\u3002 Hugging Face \u7684\u6392\u884c\u699c\u5219\u72ec\u8f9f\u8e4a\u5f84\uff0c\u5b83\u5c06\u8fd9\u4e9b\u6570\u636e\u96c6\u6574\u5408\u4e3a\u4e00\u4e2a\u5168\u9762\u7684\u8bc4\u4f30\u6846\u67b6\uff0c\u65e8\u5728\u8986\u76d6\u66f4\u5e7f\u6cdb\u7684\u9886\u57df\u548c\u771f\u5b9e\u4e16\u754c\u7684\u7528\u4f8b\u3002<\/p>\n<p>\u901a\u8fc7\u6574\u5408 \u0935\u093f\u0935\u093f\u0927 \u57fa\u51c6\u548c\u6d4b\u8bd5\u573a\u666f\uff0cHugging Face \u7684\u6392\u884c\u699c\u4e0d\u4ec5\u63d0\u4f9b\u6a21\u578b\u6280\u672f\u80fd\u529b\u7684\u8bc4\u4f30\uff0c\u66f4\u4fa7\u91cd\u4e8e\u63d0\u4f9b\u5173\u4e8e\u6a21\u578b\u5982\u4f55\u5904\u7406\u8fb9\u7f18\u60c5\u51b5\u548c\u5b89\u5168\u8003\u91cf\u7684\u53ef\u64cd\u4f5c\u6027\u6d1e\u89c1\u3002 Hugging Face \u8fd8\u6df1\u5165\u5206\u6790\u4e86\u6210\u672c\u6548\u76ca\u3001\u5b9e\u65bd\u6307\u5357\u548c\u4e1a\u52a1\u5f71\u54cd\u7b49\u591a\u91cd\u56e0\u7d20\u2014\u2014\u8fd9\u4e9b\u56e0\u7d20\u5bf9\u4e8e\u5e0c\u671b\u90e8\u7f72 AI \u667a\u80fd\u4f53\u7684\u4f01\u4e1a\u800c\u8a00\u81f3\u5173\u91cd\u8981\u3002 Hugging Face \u5e0c\u671b\u901a\u8fc7\u6b64\u6392\u884c\u699c\uff0c\u5e2e\u52a9\u4f01\u4e1a\u56e2\u961f\u66f4\u7cbe\u51c6\u5730\u5b9a\u4f4d\u6700\u7b26\u5408\u5176\u7279\u5b9a\u9700\u6c42\u7684 AI \u667a\u80fd\u4f53\u6a21\u578b\uff0c\u5e76\u5145\u5206\u8003\u8651\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u5404\u79cd\u7ea6\u675f\u3002<\/p>\n<p>\u8003\u8651\u5230\u65b0\u578b\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u53d1\u5e03\u9891\u7387\uff0cHugging Face \u8ba1\u5212\u6bcf\u6708\u66f4\u65b0\u6392\u884c\u699c\u57fa\u51c6\uff0c\u4ee5\u786e\u4fdd\u5176\u4e0e\u5feb\u901f\u53d1\u5c55\u7684\u6a21\u578b\u6280\u672f\u4fdd\u6301\u540c\u6b65\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u4e3b\u8981\u53d1\u73b0<\/h2>\n<p>Hugging Face \u5bf9 17 \u4e2a\u9886\u5148\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u8fdb\u884c\u4e86\u6df1\u5165\u5206\u6790\uff0c\u63ed\u793a\u4e86 AI \u667a\u80fd\u4f53\u5728\u5904\u7406\u771f\u5b9e\u4e16\u754c\u4efb\u52a1\u65f6\u6240\u5c55\u73b0\u51fa\u7684\u6709\u8da3\u6a21\u5f0f\u3002 Hugging Face \u5bf9\u79c1\u6709\u6a21\u578b\u548c\u5f00\u6e90\u6a21\u578b\u8fdb\u884c\u4e86\u5168\u9762\u7684\u538b\u529b\u6d4b\u8bd5\uff0c\u6d4b\u8bd5\u8fc7\u7a0b\u6db5\u76d6 14 \u4e2a\u4e0d\u540c\u7684\u57fa\u51c6\uff0c\u8bc4\u4f30\u7ef4\u5ea6\u4ece\u7b80\u5355\u7684 API \u8c03\u7528\u5230\u590d\u6742\u7684\u591a\u5de5\u5177\u4ea4\u4e92\u3002<\/p>\n<div style=\"width: 1970px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-21134\" title=\"Hugging Face \u63a8\u51fa Agent \u667a\u80fd\u4f53\u6392\u884c\u699c\uff1a \u8c01\u662f\u5de5\u5177\u8c03\u7528\u9886\u57df\u7684\u9886\u5bfc\u8005\uff1f-4\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/e4448232026dcd8.png\" alt=\"Hugging Face \u63a8\u51fa Agent \u667a\u80fd\u4f53\u6392\u884c\u699c\uff1a \u8c01\u662f\u5de5\u5177\u8c03\u7528\u9886\u57df\u7684\u9886\u5bfc\u8005\uff1f-4\" width=\"1960\" height=\"1640\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/e4448232026dcd8.png 1960w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/e4448232026dcd8-768x643.png 768w\" sizes=\"auto, (max-width: 1960px) 100vw, 1960px\" \/><p class=\"wp-caption-text\">\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u6392\u540d<\/p><\/div>\n<p>&nbsp;<\/p>\n<p>Hugging Face \u7684\u8bc4\u4f30\u7ed3\u679c\uff0c\u6311\u6218\u4e86\u4eba\u4eec\u5bf9\u4e8e\u6a21\u578b\u6027\u80fd\u7684\u4f20\u7edf\u8ba4\u77e5\uff0c\u5e76\u4e3a\u6b63\u5728\u6784\u5efa AI \u667a\u80fd\u4f53\u7684\u56e2\u961f\u63d0\u4f9b\u4e86\u6781\u5177\u4ef7\u503c\u7684\u5b9e\u8df5\u53c2\u8003\u3002<\/p>\n<div style=\"width: 1930px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-21133\" title=\"Hugging Face \u63a8\u51fa Agent \u667a\u80fd\u4f53\u6392\u884c\u699c\uff1a \u8c01\u662f\u5de5\u5177\u8c03\u7528\u9886\u57df\u7684\u9886\u5bfc\u8005\uff1f-5\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/f43d6b1e377ead4.png\" alt=\"Hugging Face \u63a8\u51fa Agent \u667a\u80fd\u4f53\u6392\u884c\u699c\uff1a \u8c01\u662f\u5de5\u5177\u8c03\u7528\u9886\u57df\u7684\u9886\u5bfc\u8005\uff1f-5\" width=\"1920\" height=\"1112\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/f43d6b1e377ead4.png 1920w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/f43d6b1e377ead4-768x445.png 768w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><p class=\"wp-caption-text\">Agent \u667a\u80fd\u4f53\u6392\u884c\u699c\u7684\u4e3b\u8981\u53d1\u73b0<\/p><\/div>\n<p>&nbsp;<\/p>\n<h2>\u5de5\u5177\u8c03\u7528\u7684\u590d\u6742\u6027<\/h2>\n<p>\u5de5\u5177\u8c03\u7528\u7684\u590d\u6742\u6027\u8fdc\u4e0d\u6b62\u7b80\u5355\u7684 API \u8c03\u7528\u3002 \u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0cAI \u667a\u80fd\u4f53\u5728\u5de5\u5177\u4f7f\u7528\u65b9\u9762\u9762\u4e34\u7740\u8bf8\u591a\u590d\u6742\u573a\u666f\u548c\u6311\u6218\uff0c\u9700\u8981\u505a\u51fa\u7cbe\u51c6\u7684\u51b3\u7b56\uff1a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-21135\" title=\"Hugging Face \u63a8\u51fa Agent \u667a\u80fd\u4f53\u6392\u884c\u699c\uff1a \u8c01\u662f\u5de5\u5177\u8c03\u7528\u9886\u57df\u7684\u9886\u5bfc\u8005\uff1f-6\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/cbdecf33d443e87.png\" alt=\"Hugging Face \u63a8\u51fa Agent \u667a\u80fd\u4f53\u6392\u884c\u699c\uff1a \u8c01\u662f\u5de5\u5177\u8c03\u7528\u9886\u57df\u7684\u9886\u5bfc\u8005\uff1f-6\" width=\"1920\" height=\"863\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/cbdecf33d443e87.png 1920w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/cbdecf33d443e87-768x345.png 768w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><\/p>\n<p><strong>\u573a\u666f\u8bc6\u522b<\/strong><\/p>\n<p>\u5f53\u667a\u80fd\u4f53\u63a5\u6536\u5230\u7528\u6237\u67e5\u8be2\u65f6\uff0c\u9996\u8981\u4efb\u52a1\u662f\u5224\u65ad\u662f\u5426\u9700\u8981\u8c03\u7528\u5de5\u5177\u3002 \u6709\u65f6\uff0c\u6240\u9700\u4fe1\u606f\u53ef\u80fd\u5df2\u5b58\u5728\u4e8e\u5bf9\u8bdd\u5386\u53f2\u8bb0\u5f55\u4e2d\uff0c\u6b64\u65f6\u5de5\u5177\u8c03\u7528\u4fbf\u663e\u5f97\u591a\u4f59\u3002 \u6b64\u5916\uff0c\u53ef\u7528\u7684\u5de5\u5177\u53ef\u80fd\u4e0d\u8db3\u4ee5\u89e3\u51b3\u7528\u6237\u95ee\u9898\uff0c\u6216\u8005\u4e0e\u4efb\u52a1\u672c\u8eab\u6beb\u4e0d\u76f8\u5173\u3002 \u5728\u8fd9\u4e9b\u60c5\u51b5\u4e0b\uff0c\u667a\u80fd\u4f53\u9700\u8981\u80fd\u591f\u8bc6\u522b\u81ea\u8eab\u7684\u5c40\u9650\u6027\uff0c\u5e76\u5766\u8bda\u544a\u77e5\u7528\u6237\uff0c\u800c\u4e0d\u662f\u5f3a\u884c\u4f7f\u7528\u4e0d\u5408\u9002\u7684\u5de5\u5177\u3002<\/p>\n<p><strong>\u5de5\u5177\u9009\u62e9\u52a8\u6001<\/strong><\/p>\n<p>\u5de5\u5177\u9009\u62e9\u5e76\u975e\u7b80\u5355\u7684 \u201c\u662f\u201d \u6216 \u201c\u5426\u201d \u7684\u4e8c\u5143\u95ee\u9898\uff0c\u5b83\u6d89\u53ca\u5230\u7cbe\u786e\u7387\u548c\u53ec\u56de\u7387\u3002 \u7406\u60f3\u60c5\u51b5\u4e0b\uff0c\u667a\u80fd\u4f53\u5e94\u80fd\u51c6\u786e\u8bc6\u522b\u6240\u6709\u5fc5\u8981\u7684\u5de5\u5177\uff0c\u540c\u65f6\u907f\u514d\u9009\u62e9\u4e0d\u76f8\u5173\u7684\u5de5\u5177\u3002 \u7136\u800c\uff0c\u73b0\u5b9e\u60c5\u51b5\u5f80\u5f80\u66f4\u4e3a\u590d\u6742\u3002 \u667a\u80fd\u4f53\u53ef\u80fd\u4f1a\u6b63\u786e\u8bc6\u522b\u51fa\u4e00\u4e2a\u5fc5\u8981\u7684\u5de5\u5177\uff0c\u4f46\u9057\u6f0f\u4e86\u5176\u4ed6\u5de5\u5177\uff08\u53ec\u56de\u7387\u4e0d\u8db3\uff09\uff0c\u6216\u8005\u5728\u9009\u62e9\u5408\u9002\u5de5\u5177\u7684\u540c\u65f6\uff0c\u4e5f\u9519\u8bef\u5730\u9009\u62e9\u4e86\u4e00\u4e9b\u4e0d\u5fc5\u8981\u7684\u5de5\u5177\uff08\u7cbe\u786e\u7387\u4e0d\u8db3\uff09\u3002 \u867d\u7136\u8fd9\u4e24\u79cd\u60c5\u51b5\u90fd\u975e\u6700\u4f18\uff0c\u4f46\u5b83\u4eec\u4ee3\u8868\u4e86\u4e0d\u540c\u7a0b\u5ea6\u7684\u9009\u62e9\u504f\u5dee\u3002<\/p>\n<p><strong>\u53c2\u6570\u5904\u7406<\/strong><\/p>\n<p>\u5373\u4f7f\u667a\u80fd\u4f53\u6210\u529f\u9009\u62e9\u4e86\u6b63\u786e\u7684\u5de5\u5177\uff0c\u53c2\u6570\u5904\u7406\u4ecd\u7136\u53ef\u80fd\u5f15\u5165\u65b0\u7684\u6311\u6218\u3002 \u667a\u80fd\u4f53\u5fc5\u987b\uff1a<\/p>\n<ul>\n<li><strong>\u63d0\u4f9b\u6240\u6709\u5fc5\u9700\u7684\u53c2\u6570\uff0c\u5e76\u786e\u4fdd\u53c2\u6570\u547d\u540d\u6b63\u786e\u3002<\/strong><\/li>\n<li><strong>\u59a5\u5584\u5904\u7406\u53ef\u9009\u53c2\u6570\u3002<\/strong><\/li>\n<li><strong>\u4fdd\u8bc1\u53c2\u6570\u503c\u7684\u51c6\u786e\u6027\u3002<\/strong><\/li>\n<li><strong>\u6839\u636e\u5de5\u5177\u7684\u5177\u4f53\u89c4\u8303\u683c\u5f0f\u5316\u53c2\u6570\u3002<\/strong><\/li>\n<\/ul>\n<p><strong>\u987a\u5e8f\u51b3\u7b56<\/strong><\/p>\n<p>\u5bf9\u4e8e\u591a\u6b65\u9aa4\u4efb\u52a1\uff0c\u667a\u80fd\u4f53\u9700\u8981\u5c55\u73b0\u51fa\u66f4\u9ad8\u7ea7\u7684\u51b3\u7b56\u80fd\u529b\uff1a<\/p>\n<ul>\n<li><strong>\u786e\u5b9a\u6700\u4f73\u7684\u5de5\u5177\u8c03\u7528\u987a\u5e8f\u3002<\/strong><\/li>\n<li><strong>\u5904\u7406\u5de5\u5177\u8c03\u7528\u4e4b\u95f4\u7684\u76f8\u4e92\u4f9d\u8d56\u5173\u7cfb\u3002<\/strong><\/li>\n<li><strong>\u5728\u591a\u4e2a\u64cd\u4f5c\u4e4b\u95f4\u4fdd\u6301\u4e0a\u4e0b\u6587\u8fde\u8d2f\u6027\u3002<\/strong><\/li>\n<li><strong>\u7075\u6d3b\u5e94\u5bf9\u5c40\u90e8\u6210\u529f\u6216\u5931\u8d25\u7684\u60c5\u51b5\u3002<\/strong><\/li>\n<\/ul>\n<p>\u4e0a\u8ff0\u590d\u6742\u6027\u5145\u5206\u8bf4\u660e\uff0c\u5de5\u5177\u9009\u62e9\u8d28\u91cf\u4e0d\u5e94\u88ab\u89c6\u4e3a\u4e00\u4e2a\u7b80\u5355\u7684\u6307\u6807\u3002 \u76f8\u53cd\uff0c\u5b83\u5e94\u88ab\u89c6\u4e3a\u5bf9\u667a\u80fd\u4f53\u5728\u771f\u5b9e\u573a\u666f\u4e2d\u8fdb\u884c\u590d\u6742\u51b3\u7b56\u80fd\u529b\u7684\u7efc\u5408\u8bc4\u4f30\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u65b9\u6cd5\u8bba<\/h2>\n<p>Hugging Face \u7684\u8bc4\u4f30\u8fc7\u7a0b\u9075\u5faa\u4e00\u5957\u7cfb\u7edf\u5316\u7684\u65b9\u6cd5\uff0c\u529b\u6c42\u5bf9 AI \u667a\u80fd\u4f53\u8fdb\u884c\u5168\u9762\u4e14\u516c\u6b63\u7684\u8bc4\u4f30\uff1a<\/p>\n<ol>\n<li><strong>\u6a21\u578b\u9009\u62e9\uff1a<\/strong>\u00a0Hugging Face \u7cbe\u5fc3\u6311\u9009\u4e86\u4e00\u7ec4\u591a\u6837\u5316\u7684\u9886\u5148\u8bed\u8a00\u6a21\u578b\uff0c\u65e2\u5305\u62ec\u4e13\u6709\u6a21\u578b\uff0c\u4e5f\u5305\u62ec\u5f00\u6e90\u5b9e\u73b0\u3002 \u8fd9\u79cd\u9009\u62e9\u7b56\u7565\u65e8\u5728\u5168\u9762\u53cd\u6620\u5f53\u524d\u6280\u672f landscape \u7684\u5168\u8c8c\u3002<\/li>\n<li><strong>\u667a\u80fd\u4f53\u914d\u7f6e\uff1a<\/strong>\u00a0Hugging Face \u5c06\u6bcf\u4e2a\u6a21\u578b\u90fd\u914d\u7f6e\u4e3a\u4e00\u4e2a\u667a\u80fd\u4f53\uff0c\u5e76\u91c7\u7528\u6807\u51c6\u5316\u7684\u7cfb\u7edf\u63d0\u793a\uff0c\u540c\u65f6\u6388\u4e88\u5b83\u4eec\u8bbf\u95ee\u4e00\u7ec4\u4e00\u81f4\u7684\u5de5\u5177\u7684\u6743\u9650\u3002 \u8fd9\u79cd\u6807\u51c6\u5316\u7684\u914d\u7f6e\u786e\u4fdd\u4e86\u6027\u80fd\u5dee\u5f02\u80fd\u591f\u771f\u5b9e\u53cd\u6620\u6a21\u578b\u81ea\u8eab\u56fa\u6709\u7684\u80fd\u529b\uff0c\u800c\u975e\u53d7\u5230\u63d0\u793a\u5de5\u7a0b\u7b49\u5916\u90e8\u56e0\u7d20\u7684\u5f71\u54cd\u3002<\/li>\n<li><strong>\u6307\u6807\u5b9a\u4e49\uff1a<\/strong>\u00a0Hugging Face \u5c06\u5de5\u5177\u9009\u62e9\u8d28\u91cf\uff08Tool Selection Quality\uff0cTSQ\uff09\u786e\u7acb\u4e3a\u6838\u5fc3\u8bc4\u4f30\u6307\u6807\uff0c\u91cd\u70b9\u8003\u5bdf\u5de5\u5177\u9009\u62e9\u7684\u6b63\u786e\u6027\u4ee5\u53ca\u53c2\u6570\u4f7f\u7528\u7684\u6709\u6548\u6027\u3002 TSQ \u6307\u6807\u7684\u8bbe\u8ba1\u5145\u5206\u8003\u8651\u4e86\u771f\u5b9e\u4e16\u754c\u5e94\u7528\u573a\u666f\u4e2d\u7684\u6027\u80fd\u9700\u6c42\u3002<\/li>\n<li><strong>\u6570\u636e\u96c6\u7b56\u5212\uff1a<\/strong>\u00a0Hugging Face \u4ece\u5df2\u6709\u7684\u6210\u719f\u57fa\u51c6\u6570\u636e\u96c6\u4e2d\uff0c\u6709\u7b56\u7565\u5730\u62bd\u6837\u6784\u5efa\u4e86\u4e00\u4e2a\u5e73\u8861\u4e14\u591a\u9886\u57df\u7684\u6570\u636e\u96c6\u3002 \u8be5\u6570\u636e\u96c6\u5168\u9762\u6d4b\u8bd5\u4e86\u667a\u80fd\u4f53\u7684\u5404\u9879\u80fd\u529b\uff0c\u4ece\u57fa\u7840\u7684\u51fd\u6570\u8c03\u7528\u5230\u590d\u6742\u7684\u591a\u8f6e\u4ea4\u4e92\u5747\u6709\u8986\u76d6\uff0c\u786e\u4fdd\u8bc4\u4f30\u7684\u5168\u9762\u6027\u3002<\/li>\n<li><strong>\u8bc4\u5206\u7cfb\u7edf\uff1a<\/strong>\u00a0\u6700\u7ec8\u7684\u6027\u80fd\u5f97\u5206\u901a\u8fc7\u8ba1\u7b97\u6240\u6709\u6570\u636e\u96c6\u4e0a\u7684\u7b49\u6743\u91cd\u5e73\u5747\u503c\u5f97\u51fa\u3002 \u8fd9\u79cd\u65b9\u6cd5\u4fdd\u8bc1\u4e86\u8bc4\u4f30\u7684\u5747\u8861\u6027\uff0c\u907f\u514d\u4efb\u4f55\u5355\u4e00\u80fd\u529b\u4e3b\u5bfc\u6574\u4f53\u8bc4\u4f30\u7ed3\u679c\uff0c\u4ece\u800c\u66f4\u5ba2\u89c2\u5730\u53cd\u6620\u667a\u80fd\u4f53\u7684\u7efc\u5408\u6027\u80fd\u3002<\/li>\n<\/ol>\n<p>\u901a\u8fc7\u8fd9\u79cd\u7ed3\u6784\u5316\u7684\u8bc4\u4f30\u65b9\u6cd5\uff0cHugging Face \u65e8\u5728\u63d0\u4f9b\u80fd\u591f\u76f4\u63a5\u6307\u5bfc\u771f\u5b9e\u4e16\u754c\u90e8\u7f72\u51b3\u7b56\u7684\u6df1\u523b\u89c1\u89e3\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>Hugging Face \u5982\u4f55\u8861\u91cf Agent \u667a\u80fd\u4f53\u7684\u6027\u80fd\uff1f<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-21137\" title=\"Hugging Face \u63a8\u51fa Agent \u667a\u80fd\u4f53\u6392\u884c\u699c\uff1a \u8c01\u662f\u5de5\u5177\u8c03\u7528\u9886\u57df\u7684\u9886\u5bfc\u8005\uff1f-7\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/7e473c6a87cae89.png\" alt=\"Hugging Face \u63a8\u51fa Agent \u667a\u80fd\u4f53\u6392\u884c\u699c\uff1a \u8c01\u662f\u5de5\u5177\u8c03\u7528\u9886\u57df\u7684\u9886\u5bfc\u8005\uff1f-7\" width=\"2834\" height=\"1168\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/7e473c6a87cae89.png 2834w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/7e473c6a87cae89-768x317.png 768w\" sizes=\"auto, (max-width: 2834px) 100vw, 2834px\" \/><\/p>\n<p><strong>\u8bc4\u4f30\u6846\u67b6\u7684\u5de5\u4f5c\u539f\u7406<\/strong><\/p>\n<p>\u6b63\u5982\u4e0a\u6587\u6240\u8ff0\uff0c\u5de5\u5177\u8c03\u7528\u8bc4\u4f30\u9700\u8981\u5728\u5404\u79cd\u4e0d\u540c\u7684\u573a\u666f\u4e2d\u8fdb\u884c\u53ef\u9760\u7684\u6d4b\u91cf\u3002 Hugging Face \u4e13\u95e8\u5f00\u53d1\u4e86\u00a0\u5de5\u5177\u9009\u62e9\u8d28\u91cf (Tool Selection Quality)\u00a0\u6307\u6807\uff0c\u7528\u4e8e\u8bc4\u4f30\u667a\u80fd\u4f53\u7684\u5de5\u5177\u8c03\u7528\u6027\u80fd\uff0c\u5168\u9762\u8003\u5bdf\u5de5\u5177\u9009\u62e9\u7684\u51c6\u786e\u6027\u548c\u53c2\u6570\u4f7f\u7528\u7684\u6709\u6548\u6027\u3002 \u8be5\u8bc4\u4f30\u6846\u67b6\u65e8\u5728\u5224\u65ad\u667a\u80fd\u4f53\u662f\u5426\u5408\u7406\u5229\u7528\u5de5\u5177\u5b8c\u6210\u4efb\u52a1\uff0c\u5e76\u8bc6\u522b\u5de5\u5177\u4f7f\u7528\u4e0d\u5fc5\u8981\u7684\u60c5\u51b5\u3002<\/p>\n<p>\u5728\u8bc4\u4f30\u8fc7\u7a0b\u4e2d\uff0cHugging Face \u91c7\u7528\u4e86 GPT-4o \u548c\u00a0ChainPoll\u00a0\u6a21\u578b\u6765\u8bc4\u4f30\u5de5\u5177\u9009\u62e9\u51b3\u7b56\u3002 \u9488\u5bf9\u6bcf\u6b21\u4ea4\u4e92\uff0cHugging Face \u6536\u96c6\u4e86\u591a\u4e2a\u72ec\u7acb\u7684\u5224\u65ad\u7ed3\u679c\uff0c\u6700\u7ec8\u5f97\u5206\u4ee3\u8868\u6b63\u9762\u8bc4\u4f30\u7684\u6bd4\u4f8b\u3002 \u6bcf\u4e2a\u5224\u65ad\u7ed3\u679c\u90fd\u5305\u542b\u8be6\u7ec6\u7684\u89e3\u91ca\uff0c\u4ece\u800c\u786e\u4fdd\u8bc4\u4f30\u8fc7\u7a0b\u7684\u900f\u660e\u5ea6\u3002<\/p>\n<p>\u4ee5\u4e0b\u4ee3\u7801\u793a\u4f8b\u5c55\u793a\u4e86\u5982\u4f55\u4f7f\u7528 TSQ \u6307\u6807\u8bc4\u4f30\u6570\u636e\u96c6\u4e0a\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u5de5\u5177\u8c03\u7528\u6027\u80fd\uff1a<\/p>\n<pre><code>import promptquality as pq\r\nimport pandas as pd\r\nfile_path = \"path\/to\/your\/dataset.parquet\" # \u66ff\u6362\u4e3a\u4f60\u7684\u6570\u636e\u96c6\u6587\u4ef6\u8def\u5f84\r\nproject_name = \"agent-leaderboard-evaluation\" # \u66ff\u6362\u4e3a\u4f60\u7684\u9879\u76ee\u540d\u79f0\r\nrun_name = \"tool-selection-quality-run\" # \u66ff\u6362\u4e3a\u4f60\u7684\u8fd0\u884c\u540d\u79f0\r\nmodel = \"gpt-4o\" # \u4f60\u60f3\u8981\u8bc4\u4f30\u7684\u6a21\u578b\u540d\u79f0\r\ntools = [...] # \u4f60\u7684\u5de5\u5177\u5217\u8868\r\nllm_handler = pq.LLMHandler() # \u521d\u59cb\u5316 LLMHandler\r\ndf = pd.read_parquet(file_path, engine=\"fastparquet\")\r\nchainpoll_tool_selection_scorer = pq.CustomizedChainPollScorer(\r\nscorer_name=pq.CustomizedScorerName.tool_selection_quality,\r\nmodel_alias=pq.Models.gpt_4o,\r\n)\r\nevaluate_handler = pq.GalileoPromptCallback(\r\nproject_name=project_name,\r\nrun_name=run_name,\r\nscorers=[chainpoll_tool_selection_scorer],\r\n)\r\nllm = llm_handler.get_llm(model, temperature=0.0, max_tokens=4000)\r\nsystem_msg ={\r\n\"role\":\"system\",\r\n\"content\":'Your job is to use the given tools to answer the query of human. If there is no relevant tool then reply with \"I cannot answer the question with given tools\". If tool is available but sufficient information is not available, then ask human to get the same. You can call as many tools as you want. Use multiple tools if needed. If the tools need to be called in a sequence then just call the first tool.',\r\n}\r\noutputs = []\r\nfor row in df.itertuples():\r\nchain = llm.bind_tools(tools)\r\noutputs.append(\r\nchain.invoke(\r\n[system_msg,*row.conversation],\r\nconfig=dict(callbacks=[evaluate_handler])\r\n)\r\n)\r\nevaluate_handler.finish()\r\n<\/code><\/pre>\n<p><strong>\u4e3a\u4f55 Hugging Face \u9009\u62e9\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u8fdb\u884c\u5de5\u5177\u8c03\u7528\u8bc4\u4f30\uff1f<\/strong><\/p>\n<p>\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u8bc4\u4f30\u65b9\u6cd5\u80fd\u591f\u5bf9\u5404\u79cd\u590d\u6742\u573a\u666f\u8fdb\u884c\u5168\u9762\u8bc4\u4f30\u3002 \u8fd9\u79cd\u65b9\u6cd5\u53ef\u4ee5\u6709\u6548\u9a8c\u8bc1\u667a\u80fd\u4f53\u662f\u5426\u59a5\u5584\u5904\u7406\u4e86\u4e0a\u4e0b\u6587\u4fe1\u606f\u4e0d\u8db3\u7684\u60c5\u51b5\uff0c\u4ece\u800c\u5224\u65ad\u5728\u5de5\u5177\u4f7f\u7528\u524d\u662f\u5426\u9700\u8981\u7528\u6237\u63d0\u4f9b\u66f4\u591a\u4fe1\u606f\u3002 \u5728\u591a\u5de5\u5177\u5e94\u7528\u573a\u666f\u4e2d\uff0c\u8be5\u65b9\u6cd5\u80fd\u591f\u68c0\u67e5\u667a\u80fd\u4f53\u662f\u5426\u8bc6\u522b\u51fa\u6240\u6709\u5fc5\u8981\u7684\u5de5\u5177\uff0c\u5e76\u4ee5\u6b63\u786e\u7684\u987a\u5e8f\u8c03\u7528\u5b83\u4eec\u3002 \u5728\u957f\u4e0a\u4e0b\u6587\u5bf9\u8bdd\u4e2d\uff0c\u8be5\u65b9\u6cd5\u53ef\u4ee5\u786e\u4fdd\u667a\u80fd\u4f53\u5145\u5206\u8003\u8651\u5bf9\u8bdd\u5386\u53f2\u4e2d\u65e9\u671f\u7684\u76f8\u5173\u4fe1\u606f\u3002 \u5373\u4f7f\u5728\u5de5\u5177\u7f3a\u5931\u6216\u4e0d\u9002\u7528\u7684\u60c5\u51b5\u4e0b\uff0c\u8be5\u8bc4\u4f30\u65b9\u6cd5\u4e5f\u80fd\u5224\u65ad\u667a\u80fd\u4f53\u662f\u5426\u6b63\u786e\u5730\u907f\u514d\u4e86\u5de5\u5177\u8c03\u7528\uff0c\u4ece\u800c\u907f\u514d\u4e86\u4e0d\u6070\u5f53\u7684\u64cd\u4f5c\u3002<\/p>\n<p>\u8981\u5728 TSQ \u6307\u6807\u4e0a\u53d6\u5f97\u4f18\u5f02\u6210\u7ee9\uff0cAI \u667a\u80fd\u4f53\u9700\u8981\u5c55\u73b0\u51fa\u590d\u6742\u7684\u80fd\u529b\uff0c\u5305\u62ec\uff1a\u5728\u5fc5\u8981\u65f6\u9009\u62e9\u6b63\u786e\u7684\u5de5\u5177\u3001\u63d0\u4f9b\u51c6\u786e\u7684\u53c2\u6570\u3001\u9ad8\u6548\u5730\u534f\u8c03\u591a\u4e2a\u5de5\u5177\uff0c\u4ee5\u53ca\u8bc6\u522b\u5de5\u5177\u4f7f\u7528\u4e0d\u5fc5\u8981\u7684\u573a\u666f\u3002 \u4f8b\u5982\uff0c\u5f53\u6240\u6709\u5fc5\u8981\u4fe1\u606f\u90fd\u5df2\u5b58\u5728\u4e8e\u5bf9\u8bdd\u5386\u53f2\u4e2d\uff0c\u6216\u8005\u6ca1\u6709\u5408\u9002\u7684\u5de5\u5177\u53ef\u7528\u65f6\uff0c\u907f\u514d\u4f7f\u7528\u5de5\u5177\u53cd\u800c\u662f\u66f4\u4f18\u9009\u62e9\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u8bc4\u4f30\u6570\u636e\u96c6\u7684\u5185\u5bb9\u6784\u6210<\/h2>\n<p>Hugging Face \u7684\u8bc4\u4f30\u6846\u67b6\u91c7\u7528\u4e86\u4e00\u7ec4\u7cbe\u5fc3\u7b56\u5212\u7684\u57fa\u51c6\u6570\u636e\u96c6\uff0c\u8fd9\u4e9b\u6570\u636e\u96c6\u6765\u6e90\u4e8e\u00a0BFCL\u00a0(Berkeley <a href=\"https:\/\/www.kdjingpai.com\/en\/hanshudiaoyongfunct\/\">Function Calling<\/a> Leaderboard\uff0c\u4f2f\u514b\u5229\u51fd\u6570\u8c03\u7528\u6392\u884c\u699c)\u3001\u00a0\u03c4-bench\u00a0(Tau benchmark\uff0c\u03c4 \u57fa\u51c6)\u3001\u00a0Xlam\u00a0\u548c\u00a0ToolACE\u3002 \u6bcf\u4e2a\u6570\u636e\u96c6\u90fd\u65e8\u5728\u9488\u5bf9\u6027\u5730\u6d4b\u8bd5\u667a\u80fd\u4f53\u5728\u7279\u5b9a\u65b9\u9762\u7684\u80fd\u529b\u3002 \u7406\u89e3\u8fd9\u4e9b\u8bc4\u4f30\u7ef4\u5ea6\uff0c\u5bf9\u4e8e\u6a21\u578b\u8bc4\u4f30\u548c\u5b9e\u9645\u5e94\u7528\u5f00\u53d1\u90fd\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-21136\" title=\"Hugging Face \u63a8\u51fa Agent \u667a\u80fd\u4f53\u6392\u884c\u699c\uff1a \u8c01\u662f\u5de5\u5177\u8c03\u7528\u9886\u57df\u7684\u9886\u5bfc\u8005\uff1f-8\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/ee90bdf848991ae.png\" alt=\"Hugging Face \u63a8\u51fa Agent \u667a\u80fd\u4f53\u6392\u884c\u699c\uff1a \u8c01\u662f\u5de5\u5177\u8c03\u7528\u9886\u57df\u7684\u9886\u5bfc\u8005\uff1f-8\" width=\"1899\" height=\"1948\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/ee90bdf848991ae.png 1899w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/ee90bdf848991ae-768x788.png 768w\" sizes=\"auto, (max-width: 1899px) 100vw, 1899px\" \/><\/p>\n<p><strong>\u5355\u8f6e\u80fd\u529b<\/strong><\/p>\n<ul>\n<li><strong>\u57fa\u672c\u5de5\u5177\u4f7f\u7528<\/strong>\u00a0\u573a\u666f\uff1a \u4e3b\u8981\u8bc4\u4f30\u667a\u80fd\u4f53\u7406\u89e3\u5de5\u5177\u6587\u6863\u3001\u5904\u7406\u53c2\u6570\u548c\u6267\u884c\u57fa\u672c\u51fd\u6570\u8c03\u7528\u7684\u80fd\u529b\u3002 \u6b64\u7ef4\u5ea6\u4fa7\u91cd\u4e8e\u8003\u5bdf\u76f4\u63a5\u4ea4\u4e92\u4e2d\u667a\u80fd\u4f53\u7684\u54cd\u5e94\u683c\u5f0f\u5316\u548c\u9519\u8bef\u5904\u7406\u80fd\u529b\u3002 \u8fd9\u79cd\u80fd\u529b\u5bf9\u4e8e\u5b9e\u9645\u5e94\u7528\u4e2d\u7b80\u5355\u7684\u81ea\u52a8\u5316\u4efb\u52a1\u81f3\u5173\u91cd\u8981\uff0c\u4f8b\u5982\u8bbe\u7f6e\u63d0\u9192\u6216\u83b7\u53d6\u57fa\u672c\u4fe1\u606f [xlam_single_tool_single_call]\u3002<\/li>\n<li><strong>\u5de5\u5177\u9009\u62e9<\/strong>\u00a0\u573a\u666f\uff1a \u8bc4\u4f30\u6a21\u578b\u4ece\u591a\u4e2a\u5de5\u5177\u9009\u9879\u4e2d\u9009\u62e9\u6b63\u786e\u5de5\u5177\u7684\u80fd\u529b\u3002 \u6b64\u7ef4\u5ea6\u8003\u5bdf\u6a21\u578b\u5728\u591a\u5927\u7a0b\u5ea6\u4e0a\u80fd\u591f\u7406\u89e3\u5de5\u5177\u6587\u6863\uff0c\u5e76\u5c31\u5de5\u5177\u7684\u9002\u7528\u6027\u505a\u51fa\u5408\u7406\u51b3\u7b56\u3002 \u5bf9\u4e8e\u6784\u5efa\u591a\u7528\u9014\u667a\u80fd\u4f53\u7684\u5b9e\u9645\u5e94\u7528\u573a\u666f\uff0c\u8fd9\u79cd\u80fd\u529b\u81f3\u5173\u91cd\u8981 [xlam_multiple_tool_single_call]\u3002<\/li>\n<li><strong>\u5e76\u884c\u6267\u884c<\/strong>\u00a0\u573a\u666f\uff1a \u8003\u5bdf\u6a21\u578b\u540c\u65f6\u7f16\u6392\u591a\u4e2a\u5de5\u5177\u534f\u540c\u5de5\u4f5c\u7684\u80fd\u529b\u3002 \u6b64\u7ef4\u5ea6\u5bf9\u4e8e\u63d0\u5347\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u6548\u7387\u81f3\u5173\u91cd\u8981 [xlam_multiple_tool_multiple_call]\u3002<\/li>\n<li><strong>\u5de5\u5177\u91cd\u7528<\/strong>\u00a0\u573a\u666f\uff1a \u8bc4\u4f30\u667a\u80fd\u4f53\u6709\u6548\u5904\u7406\u6279\u91cf\u64cd\u4f5c\u548c\u53c2\u6570\u53d8\u5316\u7684\u80fd\u529b\u3002 \u8fd9\u65b9\u9762\u5bf9\u4e8e\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u6279\u91cf\u5904\u7406\u573a\u666f\u5c24\u4e3a\u91cd\u8981 [xlam_single_tool_multiple_call]\u3002<\/li>\n<\/ul>\n<p><strong>\u9519\u8bef\u5904\u7406\u548c\u8fb9\u7f18\u60c5\u51b5<\/strong><\/p>\n<ul>\n<li><strong>\u4e0d\u76f8\u5173\u6027\u68c0\u6d4b<\/strong>\u00a0\u573a\u666f\uff1a \u6d4b\u8bd5\u6a21\u578b\u8bc6\u522b\u5de5\u5177\u5c40\u9650\u6027\uff0c\u5e76\u5728\u53ef\u7528\u5de5\u5177\u4e0e\u7528\u6237\u9700\u6c42\u4e0d\u5339\u914d\u65f6\u8fdb\u884c\u5408\u7406\u6c9f\u901a\u7684\u80fd\u529b\u3002 \u8fd9\u79cd\u80fd\u529b\u662f\u4fdd\u969c\u7528\u6237\u4f53\u9a8c\u548c\u7cfb\u7edf\u53ef\u9760\u6027\u7684\u57fa\u77f3 [BFCL_v3_irrelevance]\u3002<\/li>\n<li><strong>\u7f3a\u5931\u5de5\u5177\u5904\u7406<\/strong>\u00a0\u573a\u666f\uff1a \u8003\u5bdf\u6a21\u578b\u5982\u4f55\u4f18\u96c5\u5730\u5904\u7406\u6240\u9700\u5de5\u5177\u4e0d\u53ef\u7528\u7684\u60c5\u51b5\uff0c\u5305\u62ec\u544a\u77e5\u7528\u6237\u5176\u5c40\u9650\u6027\u4ee5\u53ca\u63d0\u4f9b\u66ff\u4ee3\u65b9\u6848\u7684\u80fd\u529b [xlam_tool_miss, BFCL_v3_multi_turn_miss_func]\u3002<\/li>\n<\/ul>\n<p><strong>\u4e0a\u4e0b\u6587\u7ba1\u7406<\/strong><\/p>\n<ul>\n<li><strong>\u957f\u4e0a\u4e0b\u6587<\/strong>\u00a0\u573a\u666f\uff1a \u8bc4\u4f30\u6a21\u578b\u5728\u957f\u7a0b\u5bf9\u8bdd\u4e2d\u4fdd\u6301\u4e0a\u4e0b\u6587\u8fde\u8d2f\u6027\u5e76\u7406\u89e3\u590d\u6742\u6307\u4ee4\u7684\u80fd\u529b\u3002 \u8fd9\u79cd\u80fd\u529b\u5bf9\u4e8e\u5904\u7406\u590d\u6742\u5de5\u4f5c\u6d41\u7a0b\u548c\u957f\u65f6\u95f4\u7684\u4ea4\u4e92\u81f3\u5173\u91cd\u8981 [tau_long_context, BFCL_v3_multi_turn_long_context]\u3002<\/li>\n<\/ul>\n<p><strong>\u591a\u8f6e\u4ea4\u4e92<\/strong><\/p>\n<ul>\n<li><strong>\u57fa\u672c\u5bf9\u8bdd<\/strong>\u00a0\u573a\u666f\uff1a \u6d4b\u8bd5\u667a\u80fd\u4f53\u5728\u591a\u8f6e\u5bf9\u8bdd\u4e2d\u8fdb\u884c\u4f1a\u8bdd\u5f0f\u51fd\u6570\u8c03\u7528\u548c\u4fdd\u6301\u4e0a\u4e0b\u6587\u7684\u80fd\u529b\u3002 \u8fd9\u79cd\u57fa\u672c\u80fd\u529b\u5bf9\u4e8e\u5f00\u53d1\u4ea4\u4e92\u5f0f\u5e94\u7528\u81f3\u5173\u91cd\u8981 [BFCL_v3_multi_turn_base_single_func_call, toolace_single_func_call]\u3002<\/li>\n<li><strong>\u590d\u6742\u4ea4\u4e92<\/strong>\u00a0\u573a\u666f\uff1a \u7ed3\u5408\u591a\u91cd\u6311\u6218\uff0c\u5168\u9762\u6d4b\u8bd5\u667a\u80fd\u4f53\u5728\u590d\u6742\u573a\u666f\u4e0b\u7684\u6574\u4f53\u7a33\u5065\u6027\u548c\u95ee\u9898\u89e3\u51b3\u80fd\u529b [BFCL_v3_multi_turn_base_multi_func_call, BFCL_v3_multi_turn_composite]\u3002<\/li>\n<\/ul>\n<p><strong>\u53c2\u6570\u7ba1\u7406<\/strong><\/p>\n<ul>\n<li><strong>\u7f3a\u5931\u53c2\u6570<\/strong>\u00a0\u573a\u666f\uff1a \u8003\u5bdf\u6a21\u578b\u5982\u4f55\u5904\u7406\u4fe1\u606f\u4e0d\u5b8c\u6574\u7684\u60c5\u51b5\uff0c\u4ee5\u53ca\u5982\u4f55\u6709\u6548\u5730\u4e0e\u7528\u6237\u4ea4\u4e92\u4ee5\u6536\u96c6\u5fc5\u8981\u7684\u53c2\u6570 [BFCL_v3_multi_turn_miss_param]\u3002<\/li>\n<\/ul>\n<p>Hugging Face \u5df2\u5c06\u8be5\u6570\u636e\u96c6\u5f00\u6e90\uff0c\u4ee5\u4fc3\u8fdb\u793e\u533a\u7814\u7a76\u548c\u5e94\u7528\u53d1\u5c55 &#8211;\u00a0Hugging Face <a href=\"https:\/\/www.kdjingpai.com\/en\/agent-leaderboard\/\">Agent Leaderboard<\/a> Dataset<\/p>\n<p>&nbsp;<\/p>\n<h2>\u5bf9 AI \u5de5\u7a0b\u5e08\u7684\u5b9e\u9645\u610f\u4e49<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-21138\" title=\"Hugging Face \u63a8\u51fa Agent \u667a\u80fd\u4f53\u6392\u884c\u699c\uff1a \u8c01\u662f\u5de5\u5177\u8c03\u7528\u9886\u57df\u7684\u9886\u5bfc\u8005\uff1f-9\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/7c31eb0e1c4083a.png\" alt=\"Hugging Face \u63a8\u51fa Agent \u667a\u80fd\u4f53\u6392\u884c\u699c\uff1a \u8c01\u662f\u5de5\u5177\u8c03\u7528\u9886\u57df\u7684\u9886\u5bfc\u8005\uff1f-9\" width=\"1920\" height=\"1112\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/7c31eb0e1c4083a.png 1920w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/7c31eb0e1c4083a-768x445.png 768w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><\/p>\n<p>Hugging Face \u7684\u8bc4\u4f30\u7ed3\u679c\u4e3a AI \u5de5\u7a0b\u5e08\u5728\u5f00\u53d1 AI \u667a\u80fd\u4f53\u65f6\uff0c\u63d0\u4f9b\u4e86\u8bf8\u591a\u6709\u4ef7\u503c\u7684\u542f\u793a\u3002 \u6784\u5efa\u7a33\u5065\u4e14\u9ad8\u6548\u7684\u667a\u80fd\u4f53\u7cfb\u7edf\uff0c\u9700\u8981\u7efc\u5408\u8003\u8651\u4ee5\u4e0b\u5173\u952e\u56e0\u7d20\uff1a<\/p>\n<p><strong>\u6a21\u578b\u9009\u62e9\u4e0e\u6027\u80fd<\/strong><\/p>\n<p>\u5bf9\u4e8e\u9700\u8981\u5904\u7406\u590d\u6742\u5de5\u4f5c\u6d41\u7a0b\u7684\u5e94\u7528\uff0c\u9009\u62e9\u5728\u7efc\u5408\u4efb\u52a1\u4e2d\u5f97\u5206\u9ad8\u4e8e 0.85 \u7684\u9ad8\u6027\u80fd\u6a21\u578b\u81f3\u5173\u91cd\u8981\u3002 \u867d\u7136\u5927\u591a\u6570\u6a21\u578b\u90fd\u80fd\u591f\u80dc\u4efb\u57fa\u672c\u5de5\u5177\u8c03\u7528\u4efb\u52a1\uff0c\u4f46\u5728\u5904\u7406\u5e76\u884c\u64cd\u4f5c\u65f6\uff0c\u66f4\u5e94\u5173\u6ce8\u6a21\u578b\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u7684\u6267\u884c\u5206\u6570\uff0c\u800c\u975e\u4ec5\u4ec5\u4f9d\u8d56\u603b\u4f53\u6027\u80fd\u6307\u6807\u3002<\/p>\n<p><strong>\u4e0a\u4e0b\u6587\u548c\u9519\u8bef\u7ba1\u7406<\/strong><\/p>\n<p>\u5bf9\u4e8e\u5728\u957f\u4e0a\u4e0b\u6587\u573a\u666f\u4e2d\u8868\u73b0\u6b20\u4f73\u7684\u6a21\u578b\uff0c\u5b9e\u65bd\u6709\u6548\u7684\u4e0a\u4e0b\u6587\u603b\u7ed3\u7b56\u7565\u81f3\u5173\u91cd\u8981\u3002 \u5f53\u9009\u7528\u5728\u4e0d\u76f8\u5173\u6027\u68c0\u6d4b\u6216\u53c2\u6570\u5904\u7406\u65b9\u9762\u5b58\u5728\u77ed\u677f\u7684\u6a21\u578b\u65f6\uff0c\u5219\u5fc5\u987b\u6784\u5efa\u5f3a\u5927\u7684\u9519\u8bef\u5904\u7406\u673a\u5236\u3002 \u5bf9\u4e8e\u5728\u53c2\u6570\u6536\u96c6\u65b9\u9762\u9700\u8981\u989d\u5916\u652f\u6301\u7684\u6a21\u578b\uff0c\u53ef\u4ee5\u8003\u8651\u91c7\u7528\u7ed3\u6784\u5316\u7684\u5de5\u4f5c\u6d41\u7a0b\uff0c\u5f15\u5bfc\u7528\u6237\u63d0\u4f9b\u5fc5\u8981\u7684\u53c2\u6570\u4fe1\u606f\u3002<\/p>\n<p><strong>\u5b89\u5168\u6027\u548c\u53ef\u9760\u6027<\/strong><\/p>\n<p>\u4e3a\u4e86\u786e\u4fdd\u7cfb\u7edf\u5b89\u5168\u53ef\u9760\uff0c\u52a1\u5fc5\u5b9e\u65bd\u4e25\u683c\u7684\u5de5\u5177\u8bbf\u95ee\u63a7\u5236\uff0c\u7279\u522b\u662f\u5bf9\u4e8e\u90a3\u4e9b\u5728\u68c0\u6d4b\u4e0d\u76f8\u5173\u64cd\u4f5c\u65b9\u9762\u8868\u73b0\u4e0d\u4f73\u7684\u6a21\u578b\u3002 \u5bf9\u4e8e\u6027\u80fd\u7a33\u5b9a\u6027\u4e0d\u8db3\u7684\u6a21\u578b\uff0c\u53ef\u4ee5\u8003\u8651\u589e\u52a0\u989d\u5916\u7684\u9a8c\u8bc1\u5c42\uff0c\u4ee5\u63d0\u5347\u7cfb\u7edf\u7684\u6574\u4f53\u53ef\u9760\u6027\u3002 \u6b64\u5916\uff0c\u6784\u5efa\u5b8c\u5584\u7684\u9519\u8bef\u6062\u590d\u7cfb\u7edf\u4e5f\u81f3\u5173\u91cd\u8981\uff0c\u5c24\u5176\u5bf9\u4e8e\u90a3\u4e9b\u96be\u4ee5\u5904\u7406\u7f3a\u5931\u53c2\u6570\u7684\u6a21\u578b\u3002<\/p>\n<p><strong>\u4f18\u5316\u7cfb\u7edf\u6027\u80fd<\/strong><\/p>\n<p>\u5728\u8bbe\u8ba1\u7cfb\u7edf\u5de5\u4f5c\u6d41\u7a0b\u67b6\u6784\u65f6\uff0c\u5e94\u5145\u5206\u8003\u8651\u4e0d\u540c\u6a21\u578b\u5728\u5904\u7406\u5e76\u884c\u6267\u884c\u548c\u957f\u4e0a\u4e0b\u6587\u573a\u666f\u65f6\u7684\u80fd\u529b\u5dee\u5f02\u3002 \u5728\u5b9e\u65bd\u6279\u5904\u7406\u7b56\u7565\u65f6\uff0c\u52a1\u5fc5\u8bc4\u4f30\u6a21\u578b\u7684\u5de5\u5177\u91cd\u7528\u80fd\u529b\uff0c\u56e0\u4e3a\u8fd9\u5c06\u76f4\u63a5\u5f71\u54cd\u7cfb\u7edf\u7684\u6574\u4f53\u6548\u7387\u3002<\/p>\n<p><strong>AI \u6a21\u578b\u53d1\u5c55\u73b0\u72b6<\/strong><\/p>\n<p>\u5c3d\u7ba1\u76ee\u524d\u4e13\u6709\u6a21\u578b\u5728\u6574\u4f53\u80fd\u529b\u4e0a\u4ecd\u5360\u636e\u9886\u5148\u5730\u4f4d\uff0c\u4f46\u5f00\u6e90\u6a21\u578b\u7684\u6027\u80fd\u6b63\u5728\u8fc5\u901f\u63d0\u5347\u3002 \u5728\u7b80\u5355\u7684\u5de5\u5177\u4ea4\u4e92\u4efb\u52a1\u4e2d\uff0c\u5404\u7c7b\u6a21\u578b\u7684\u8868\u73b0\u90fd\u65e5\u8d8b\u6210\u719f\u3002 \u7136\u800c\uff0c\u5728\u590d\u6742\u7684\u591a\u8f6e\u4ea4\u4e92\u548c\u957f\u4e0a\u4e0b\u6587\u573a\u666f\u4e2d\uff0c\u5404\u7c7b\u6a21\u578b\u4f9d\u7136\u9762\u4e34\u8bf8\u591a\u6311\u6218\u3002<\/p>\n<p>\u6a21\u578b\u5728\u4e0d\u540c\u7ef4\u5ea6\u6027\u80fd\u4e0a\u7684\u5dee\u5f02\u6027\uff0c\u51f8\u663e\u4e86\u6839\u636e\u7279\u5b9a\u7528\u4f8b\u9700\u6c42\u9009\u62e9\u6a21\u578b\u7684\u91cd\u8981\u6027\u3002 \u5f00\u53d1\u8005\u4e0d\u5e94\u4ec5\u4ec5\u5173\u6ce8\u6a21\u578b\u7684\u901a\u7528\u6027\u80fd\u6307\u6807\uff0c\u800c\u5e94\u6df1\u5165\u8bc4\u4f30\u6a21\u578b\u5728\u76ee\u6807\u5e94\u7528\u573a\u666f\u4e0b\u7684\u5b9e\u9645\u8868\u73b0\u3002<\/p>\n<p>Hugging Face \u5e0c\u671b\u8fd9\u4efd Agent \u667a\u80fd\u4f53\u6392\u884c\u699c\u80fd\u591f\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u6709\u4ef7\u503c\u7684\u53c2\u8003\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u6a21\u578b\u6027\u80fd\u6982\u8ff0<\/h2>\n<p><strong>\u63a8\u7406\u6a21\u578b<\/strong><\/p>\n<p>\u5728 Hugging Face \u7684\u5206\u6790\u4e2d\uff0c\u4e00\u4e2a\u503c\u5f97\u5173\u6ce8\u7684\u73b0\u8c61\u662f\u63a8\u7406\u6a21\u578b\u7684\u8868\u73b0\u3002 \u5c3d\u7ba1\u00a0<strong>o1<\/strong>\u00a0\u548c\u00a0<strong>o3-mini<\/strong>\u00a0\u5728\u51fd\u6570\u8c03\u7528\u80fd\u529b\u96c6\u6210\u65b9\u9762\u8868\u73b0\u51fa\u8272\uff0c\u5206\u522b\u53d6\u5f97\u4e86 0.876 \u548c 0.847 \u7684\u9ad8\u5206\uff0c\u4f46\u5728\u5176\u4ed6\u63a8\u7406\u6a21\u578b\u65b9\u9762\uff0cHugging Face \u9047\u5230\u4e86\u4e00\u4e9b\u6311\u6218\u3002 \u5177\u4f53\u800c\u8a00\uff0c<strong>DeepSeek V3<\/strong>\u00a0\u548c\u00a0<strong>Deepseek R1<\/strong>\u00a0\u6a21\u578b\uff0c\u867d\u7136\u5728\u901a\u7528\u80fd\u529b\u65b9\u9762\u8868\u73b0\u4ee4\u4eba \u0432\u043f\u0435\u0447\u0430\u0442\u043b\u044f\u044e\u0449\u0438\u0439 \uff0c\u4f46\u7531\u4e8e\u5176\u5f53\u524d\u7248\u672c\u5bf9\u51fd\u6570\u8c03\u7528\u7684\u652f\u6301\u6709\u9650\uff0c\u56e0\u6b64\u88ab\u6392\u9664\u5728 Hugging Face \u7684\u6392\u884c\u699c\u4e4b\u5916\u3002<\/p>\n<p>\u9700\u8981\u5f3a\u8c03\u7684\u662f\uff0c\u5c06\u00a0<strong>DeepSeek V3<\/strong>\u00a0\u548c\u00a0<strong>Deepseek R1<\/strong>\u00a0\u6392\u9664\u5728\u6392\u884c\u699c\u4e4b\u5916\uff0c\u5e76\u975e\u5426\u5b9a\u8fd9\u4e9b\u6a21\u578b\u7684\u5353\u8d8a\u6027\u80fd\uff0c\u800c\u662f\u5728\u5145\u5206\u4e86\u89e3\u6a21\u578b\u5df2\u516c\u5f00\u7684\u5c40\u9650\u6027\u540e\u505a\u51fa\u7684\u5ba1\u614e\u51b3\u5b9a\u3002 \u5728\u00a0<a href=\"https:\/\/www.kdjingpai.com\/en\/deepseek-chatshena\/\">Deepseek<\/a> V3\u00a0\u548c\u00a0<a href=\"https:\/\/www.kdjingpai.com\/en\/deepseek-r1nenglixiang\/\">Deepseek R1<\/a>\u00a0\u7684\u5b98\u65b9\u8ba8\u8bba\u4e2d\uff0c\u5f00\u53d1\u8005\u660e\u786e\u6307\u51fa\uff0c\u8fd9\u4e9b\u6a21\u578b\u7684\u5f53\u524d\u7248\u672c\u5c1a\u4e0d\u652f\u6301\u51fd\u6570\u8c03\u7528\u529f\u80fd\u3002 Hugging Face \u9009\u62e9\u7b49\u5f85\u672a\u6765\u53d1\u5e03\u5177\u5907\u539f\u751f\u51fd\u6570\u8c03\u7528\u652f\u6301\u7684\u7248\u672c\uff0c\u800c\u4e0d\u662f\u5c1d\u8bd5\u8bbe\u8ba1\u53d8\u901a\u65b9\u6848\u6216\u5c55\u793a\u53ef\u80fd\u4ea7\u751f\u8bef\u5bfc\u7684\u6027\u80fd\u6307\u6807\u3002<\/p>\n<p>\u8fd9\u4e00\u6848\u4f8b \u043f\u043e\u0434\u0447\u0435\u0440\u043a\u0438\u0432\u0430\u0435\u0442 \u51fd\u6570\u8c03\u7528\u662f\u4e00\u9879\u4e13\u4e1a\u5316\u7684\u529f\u80fd\uff0c\u5e76\u975e\u6240\u6709\u9ad8\u6027\u80fd\u8bed\u8a00\u6a21\u578b\u90fd\u9ed8\u8ba4\u5177\u5907\u3002 \u5373\u4f7f\u662f\u90a3\u4e9b\u5728\u63a8\u7406\u80fd\u529b\u65b9\u9762\u8868\u73b0\u5353\u8d8a\u7684\u6a21\u578b\uff0c\u5982\u679c\u7f3a\u4e4f\u9488\u5bf9\u51fd\u6570\u8c03\u7528\u7684\u4e13\u95e8\u8bbe\u8ba1\u548c\u8bad\u7ec3\uff0c\u4e5f\u53ef\u80fd\u65e0\u6cd5\u539f\u751f\u652f\u6301\u7ed3\u6784\u5316\u51fd\u6570\u8c03\u7528\u3002 \u56e0\u6b64\uff0c\u9488\u5bf9\u60a8\u7684\u5177\u4f53\u7528\u4f8b\u5bf9\u6a21\u578b\u8fdb\u884c\u5168\u9762\u8bc4\u4f30\uff0c\u65b9\u80fd\u786e\u4fdd\u505a\u51fa\u6700\u4f18\u9009\u62e9\u3002<\/p>\n<p><strong>\u7cbe\u82f1\u5c42\u6027\u80fd (&gt;= 0.9)<\/strong><\/p>\n<p><strong>Gemini-2.0-flash<\/strong>\u00a0\u4ee5 0.938 \u7684\u5353\u8d8a\u5e73\u5747\u5206\u7ee7\u7eed\u9886\u8dd1\u6392\u884c\u699c\u3002 \u8be5\u6a21\u578b\u5728\u6240\u6709\u8bc4\u4f30\u7c7b\u522b\u4e2d\u5747\u5c55\u73b0\u51fa\u5353\u8d8a\u7684\u7a33\u5b9a\u6027\u548c\u4e00\u81f4\u6027\uff0c\u5c24\u5176\u5728\u7efc\u5408\u573a\u666f (0.95) \u548c\u4e0d\u76f8\u5173\u6027\u68c0\u6d4b (0.98) \u65b9\u9762\u8868\u73b0\u7a81\u51fa\u3002 \u8003\u8651\u5230\u5176\u6bcf\u767e\u4e07 <a href=\"https:\/\/www.kdjingpai.com\/en\/tokenization\/\">token<\/a> 0.15 \u7f8e\u5143\/0.6 \u7f8e\u5143\u7684\u5b9a\u4ef7\uff0c<strong>Gemini-2.0-flash<\/strong>\u00a0\u5728\u6027\u80fd\u4e0e\u6210\u672c\u6548\u76ca\u4e4b\u95f4\u5b9e\u73b0\u4e86\u4ee4\u4eba\u4fe1\u670d\u7684\u5e73\u8861\u3002<\/p>\n<p>\u7d27\u968f\u5176\u540e\u7684\u662f\u00a0<strong>GPT-4o<\/strong>\uff0c\u8be5\u6a21\u578b\u53d6\u5f97\u4e86 0.900 \u7684\u9ad8\u5206\uff0c\u5e76\u5728\u591a\u5de5\u5177\u5904\u7406 (0.99) \u548c\u5e76\u884c\u6267\u884c (0.98) \u7b49\u590d\u6742\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\u3002 \u5c3d\u7ba1\u00a0<strong>GPT-4o<\/strong>\u00a0\u7684\u4ef7\u683c\u660e\u663e\u66f4\u9ad8\uff0c\u4e3a\u6bcf\u767e\u4e07 token 2.5 \u7f8e\u5143\/10 \u7f8e\u5143\uff0c\u4f46\u5176\u5353\u8d8a\u7684\u6027\u80fd\u4f9d\u7136 \u043e\u043f\u0440\u0430\u0432\u0434\u044b\u0432\u0430\u0435\u0442 \u5176\u8f83\u9ad8\u7684\u6210\u672c\u3002<\/p>\n<p><strong>\u9ad8\u6027\u80fd\u6bb5 (0.85 \u81f3 0.9)<\/strong><\/p>\n<p>\u9ad8\u6027\u80fd\u6bb5\u96c6\u4e2d\u4e86\u591a\u6b3e\u5b9e\u529b\u5f3a\u52b2\u7684\u6a21\u578b\u3002\u00a0<strong>Gemini-1.5-flash<\/strong>\u00a0\u4fdd\u6301\u4e86 0.895 \u7684\u4f18\u5f02\u6307\u6807\uff0c\u5728\u4e0d\u76f8\u5173\u6027\u68c0\u6d4b (0.98) \u548c\u5355\u51fd\u6570\u6027\u80fd (0.99) \u65b9\u9762\u5c24\u4e3a\u7a81\u51fa\u3002\u00a0<strong>Gemini-1.5-pro<\/strong>\u00a0\u867d\u7136\u5b9a\u4ef7\u8f83\u9ad8\uff0c\u4e3a\u6bcf\u767e\u4e07 token 1.25 \u7f8e\u5143\/5 \u7f8e\u5143\uff0c\u4f46\u4ecd\u53d6\u5f97\u4e86 0.885 \u7684\u9ad8\u5206\uff0c\u5728\u7efc\u5408\u4efb\u52a1 (0.93) \u548c\u5355\u5de5\u5177\u6267\u884c (0.99) \u65b9\u9762\u5c55\u73b0\u51fa\u663e\u8457\u4f18\u52bf\u3002<\/p>\n<p><strong>o1<\/strong>\u00a0\u6a21\u578b\u867d\u7136\u4ef7\u683c\u8f83\u9ad8\uff0c\u8fbe\u5230\u6bcf\u767e\u4e07 token 15 \u7f8e\u5143\/60 \u7f8e\u5143\uff0c\u4f46\u4ecd\u4ee5 0.876 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