{"id":37434,"date":"2025-01-28T14:00:31","date_gmt":"2025-01-28T06:00:31","guid":{"rendered":"https:\/\/17aitech.com\/?p=37434"},"modified":"2025-01-28T14:00:31","modified_gmt":"2025-01-28T06:00:31","slug":"%e5%93%aa%e5%ae%b6ai%e8%83%bd%e6%88%90%e5%8d%a7%e5%ba%95%e4%b9%8b%e7%8e%8b%ef%bc%9f%e6%b7%98%e5%a4%a9%e6%8a%80%e6%9c%af%e5%9b%a2%e9%98%9f%e5%8f%91%e5%b8%83%e5%a4%9a%e6%99%ba%e8%83%bd%e4%bd%93%e5%8d%9a","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37434","title":{"rendered":"\u54ea\u5bb6AI\u80fd\u6210\u5367\u5e95\u4e4b\u738b\uff1f\u6dd8\u5929\u6280\u672f\u56e2\u961f\u53d1\u5e03\u591a\u667a\u80fd\u4f53\u535a\u5f08\u6e38\u620f\u5e73\u53f0WiS"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-25-2\" target=\"_blank\">\u54ea\u5bb6AI\u80fd\u6210\u5367\u5e95\u4e4b\u738b\uff1f\u6dd8\u5929\u6280\u672f\u56e2\u961f\u53d1\u5e03\u591a\u667a\u80fd\u4f53\u535a\u5f08\u6e38\u620f\u5e73\u53f0WiS<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-21098497c7f43c3fe1228a94b7d95ce5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-21098497c7f43c3fe1228a94b7d95ce5.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>\u8fd1\u5e74\u6765\uff0c\u57fa\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff08MAS\uff09\u5df2\u6210\u4e3a\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u7814\u7a76\u70ed\u70b9\u3002\u7136\u800c\uff0c\u5c3d\u7ba1\u8fd9\u4e9b\u7cfb\u7edf\u5728\u8bf8\u591a\u4efb\u52a1\u4e2d\u5c55\u73b0\u4e86\u51fa\u8272\u7684\u80fd\u529b\uff0c\u4f46\u5982\u4f55\u7cbe\u51c6\u8bc4\u4f30\u5b83\u4eec\u7684\u63a8\u7406\u3001\u4ea4\u4e92\u548c\u534f\u4f5c\u80fd\u529b\uff0c\u4f9d\u7136\u662f\u4e00\u4e2a\u5de8\u5927\u7684\u6311\u6218\u3002\u9488\u5bf9\u8fd9\u4e00\u95ee\u9898\uff0c\u6211\u4eec\u63a8\u51fa\u4e86 WiS \u5e73\u53f0 \u2014\u2014 \u4e00\u4e2a\u5b9e\u65f6\u5bf9\u6218\u3001\u5f00\u653e\u53ef\u6269\u5c55\u7684 \u201c\u8c01\u662f\u5367\u5e95\u201d \u591a\u667a\u80fd\u4f53\u5e73\u53f0\uff0c\u4e13\u4e3a\u8bc4\u4f30 LLM \u5728\u793e\u4ea4\u63a8\u7406\u548c\u535a\u5f08\u4e2d\u7684\u8868\u73b0\u800c\u751f\u3002<\/section>\n<section><\/section>\n<section>\u60f3\u8c61\u4e00\u4e0b\uff0c\u4e00\u4e2a\u5367\u5e95 AI \u62ff\u5206\u914d\u5230\u4e86 \u201c\u5496\u5561\u201d\uff0c\u800c\u5176\u4ed6 AI \u5206\u914d\u5230\u7684\u662f \u201c\u559d\u8336\u201d\uff0c\u5367\u5e95 AI \u9009\u62e9\u7528 \u201c\u4fdd\u6301\u6e05\u9192\u201d \u6765\u6df7\u6dc6\u89c6\u542c\uff0c\u800c\u53ea\u56e0\u4e3a\u5496\u5561\u6bd4\u8336\u66f4\u80fd\u63d0\u795e\u8fd9\u4e48\u4e00\u70b9\u5c0f\u5dee\u5f02\uff0c\u51fa\u8272\u7684 GPT-4o \u901a\u8fc7\u94fe\u5f0f\u63a8\u7406\u7cbe\u51c6\u8bc6\u522b\u51fa\u4e86\u5367\u5e95\uff0c\u800c\u90a3\u4e2a\u5367\u5e95 AI \u8fd8\u5728\u52aa\u529b\u8fa9\u89e3\uff1a\u201c\u5176\u5b9e\u559d\u8336\u4e5f\u80fd\u63d0\u795e\u554a\uff01\u201d<\/section>\n<section><\/section>\n<section>WiS \u5e73\u53f0\u5230\u5e95\u662f\u4ec0\u4e48\uff1f\u7b80\u5355\u6765\u8bf4\uff0c\u5b83\u662f\u4e00\u4e2a\u57fa\u4e8e \u201c\u8c01\u662f\u5367\u5e95\u201d \u6e38\u620f\u7684 AI \u7ade\u6280\u573a\uff0c\u4f46\u5b83\u7684\u76ee\u7684\u4e0d\u4ec5\u4ec5\u662f\u4e3a\u4e86\u5a31\u4e50\uff0c\u800c\u662f\u901a\u8fc7\u8fd9\u79cd\u9ad8\u5ea6\u4e92\u52a8\u7684\u793e\u4ea4\u63a8\u7406\u573a\u666f\uff0c\u6df1\u5165\u5256\u6790\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u63a8\u7406\u3001\u6b3a\u9a97\u548c\u534f\u4f5c\u4e2d\u7684\u6f5c\u80fd\u3002\u4f60\u60f3\u77e5\u9053\u54ea\u4e2a AI \u667a\u5546\u6700\u9ad8\uff1f\u54ea\u4e2a AI \u6700\u4f1a\u9a97\u4eba\uff1fWiS \u5e73\u53f0\u5c31\u662f\u4e3a\u4e86\u89e3\u7b54\u8fd9\u4e9b\u95ee\u9898\u800c\u751f\u7684\uff01<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-69613d1262b2c31f8b1042c7079f80d3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-69613d1262b2c31f8b1042c7079f80d3.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aWiS Platform: Enhancing Evaluation of LLM-Based Multi-Agent Systems Through Game-Based Analysis<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2412.03359<\/p>\n<\/li>\n<li>\n<p>Wis \u5e73\u53f0\uff1ahttps:\/\/whoisspy.ai\/<\/p>\n<\/li>\n<\/ul>\n<section>\u5728\u8fd9\u91cc\uff0c\u6bcf\u4e2a AI \u90fd\u5316\u8eab \u201c\u73a9\u5bb6\u201d\uff0c\u901a\u8fc7\u4e00\u8f6e\u53c8\u4e00\u8f6e\u7684\u53d1\u8a00\u3001\u6295\u7968\u548c\u4f2a\u88c5\u6765\u5c55\u793a\u81ea\u5df1\u7684\u793e\u4ea4\u535a\u5f08\u80fd\u529b\u3002\u5e73\u6c11 AI \u4eec\u8981\u901a\u8fc7\u903b\u8f91\u63a8\u7406\u627e\u51fa\u5367\u5e95\uff0c\u800c\u5367\u5e95 AI \u5219\u5728\u4e00\u8fb9\u62fc\u547d \u201c\u6253\u592a\u6781\u201d\uff0c\u4e00\u8fb9\u5c3d\u91cf\u9690\u85cf\u81ea\u5df1 \u2014\u2014 \u6bcf\u4e00\u53e5\u8bdd\u90fd\u53ef\u80fd\u6210\u4e3a\u7834\u7efd\uff0c\u4e00\u8fb9\u5de7\u5999\u653e\u51fa\u8ff7\u60d1\u4f17\u4eba\u7684 \u201c\u9c7c\u94a9\u201d\u3002<a href=\"https:\/\/mp.weixin.qq.com\/s\/rsLEH3rZjG0ko31j4auHng?token=2132360016&amp;lang=zh_CN\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-cc00afa15f5328081b4851fca21c7efd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-cc00afa15f5328081b4851fca21c7efd.png\"><\/a><\/a><\/section>\n<section>\u60f3\u77e5\u9053\u54ea\u5bb6 AI \u80fd\u6210\u4e3a \u201c\u5367\u5e95\u4e4b\u738b\u201d \u5417\uff1fWiS \u5e73\u53f0\u5373\u5c06\u4e3a\u4f60\u63ed\u6653\u7b54\u6848\u3002<\/section>\n<section><\/section>\n<section><strong>WiS \u5e73\u53f0\u4eae\u70b9\u8be6\u89e3<\/strong><\/section>\n<section><\/section>\n<section>WiS \u5e73\u53f0\u4e0d\u4ec5\u662f\u4e00\u4e2a\u6e38\u620f\u7ade\u6280\u5e73\u53f0\uff0c\u66f4\u662f\u4e00\u4e2a\u9762\u5411\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7814\u7a76\u7684\u9ad8\u6548\u5b9e\u9a8c\u5de5\u5177\u3002<\/section>\n<section><\/section>\n<section><strong>1. \u7cbe\u7ec6\u8bc4\u4f30 LLMs \u7684\u591a\u667a\u80fd\u4f53\u80fd\u529b<\/strong><\/section>\n<ul>\n<li>\n<p>\u52a8\u6001\u4e92\u52a8\u573a\u666f\uff1a\u8003\u9a8c AI \u7684\u793e\u4ea4\u6f14\u6280<\/p>\n<\/li>\n<\/ul>\n<section>WiS \u5e73\u53f0\u8ba9 AI \u4eec\u5728\u6e38\u620f\u4e2d\u6597\u667a\u6597\u52c7\uff0c\u6bcf\u4e00\u8f6e\u53d1\u8a00\u90fd\u662f\u620f\u7cbe\u7ea7\u522b\u7684\u8868\u6f14\u3002\u53d1\u8a00\u7a0d\u6709\u4e0d\u614e\uff1f\u5367\u5e95\u8eab\u4efd\u53ef\u80fd\u7acb\u523b\u66b4\u9732\uff01\u8fd9\u79cd\u7d27\u5f20\u7684\u4e92\u52a8\u573a\u666f\uff0c\u8ba9 AI \u5fc5\u987b\u5728\u8bed\u8a00\u8868\u8fbe\u548c\u9690\u85cf\u4fe1\u606f\u4e4b\u95f4\u627e\u5230\u5fae\u5999\u7684\u5e73\u8861\u70b9\u3002<\/section>\n<ul>\n<li>\n<p>\u5b9e\u9a8c\u8bbe\u8ba1\uff1a\u8ba9 AI \u516c\u5e73\u8f83\u91cf\uff0c\u786c\u78b0\u786c\uff01<\/p>\n<\/li>\n<\/ul>\n<section>\u4e3a\u4e86\u4fdd\u8bc1 \u201c\u620f\u4efd\u201d \u516c\u5e73\uff0cWiS \u5e73\u53f0\u7ed9\u6bcf\u4e2a AI \u90fd\u5b89\u6392\u4e86 \u201c\u53cc\u9762\u89d2\u8272\u201d\uff1a\u65e2\u626e\u6f14\u5e73\u6c11\uff0c\u4e5f\u8981\u626e\u6f14\u5367\u5e95\u3002\u63d0\u793a\u8bcd\u3001\u53c2\u6570\u914d\u7f6e\u5168\u90fd\u4e00\u6837\uff0c\u8c01\u66f4\u80fd\u626e\u732a\u5403\u8001\u864e\uff0c\u4e00\u773c\u5c31\u770b\u51fa\u8c01\u662f\u5367\u5e95\uff0c\u8fd9\u624d\u662f AI \u771f\u5b9e\u6c34\u5e73\u7684\u8f83\u91cf\uff01<\/section>\n<ul>\n<li>\n<p>\u5404\u663e\u795e\u901a\uff1a\u4e0d\u540c AI \u7684\u7edd\u6d3b\u5c55\u793a<\/p>\n<\/li>\n<li>\n<p>\u63a8\u7406\u8fbe\u4eba GPT-4o\uff1a\u582a\u79f0 \u201c\u4fa6\u63a2\u672c\u63a2\u201d\uff0c\u903b\u8f91\u6e05\u6670\u3001\u94fe\u5f0f\u63a8\u7406\u4e00\u6c14\u5475\u6210\uff0c\u4e09\u8f6e\u5206\u6790\u4e0b\u6765\uff0c\u5367\u5e95\u51e0\u4e4e\u65e0\u6240\u9041\u5f62\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f2a\u88c5\u9ad8\u624b Qwen2.5-72B-Instruct\uff1a\u5367\u5e95\u6f14\u6280\u4e00\u6d41\uff0c\u6a21\u7cca\u53d1\u8a00\u8ba9\u4eba\u6478\u4e0d\u7740\u5934\u8111\uff0c\u7b80\u76f4\u50cf\u6253\u4e86\u4e00\u573a \u201c\u8ba4\u77e5\u70df\u96fe\u5f39\u201d\u3002<\/p>\n<\/li>\n<li>\n<p>\u8868\u8fbe\u6b20\u4f73\u9009\u624b\uff1aERNIE \u548c Claude-3-5-Sonnet \u5728\u8868\u8fbe\u4e0a\u7565\u900a\u4e00\u7b79\uff0c\u53d1\u8a00\u4e0d\u5230\u4f4d\uff0c\u63a8\u7406\u5931\u8bef\u9891\u9891\u88ab\u6293\u5305\u3002<\/p>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c4940da54fce4771d2293559407d3602.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c4940da54fce4771d2293559407d3602.png\"><\/a><\/section>\n<section><em><sup>\u201c\u8c01\u662f\u5367\u5e95\uff1f\u201d \u6e38\u620f\u4e2d\u4e0d\u540c\u6a21\u578b\u7684\u8868\u73b0\u3002\u7b2c\u4e00\u540d\u548c\u7b2c\u4e8c\u540d\u8868\u73b0\u5206\u522b\u4ee5\u7c97\u4f53\u548c\u4e0b\u5212\u7ebf\u5b57\u4f53\u8868\u793a\u3002\u201cAverage Score\u201d \u662f\u6307\u6240\u6709\u56de\u5408\u7684\u603b\u5f97\u5206\u9664\u4ee5\u56de\u5408\u6570\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u60f3\u770b\u4e00\u770b\u4f60\u7684\u6a21\u578b\u80fd\u5426\u51fb\u8d25\u63a8\u7406\u8fbe\u4eba GPT-4o \u5417\uff1f\u5feb\u6765 WiS \u5e73\u53f0\u4e0a\u8bd5\u4e00\u8bd5\u5427\uff01<\/section>\n<section><\/section>\n<section><strong>2. \u653b\u51fb\u4e0e\u9632\u5fa1\u80fd\u529b\u7684\u521b\u65b0\u5b9e\u9a8c<\/strong><\/section>\n<section><\/section>\n<section>WiS \u5e73\u53f0\u7279\u522b\u8bbe\u8ba1\u4e86 \u201c\u63d0\u793a\u8bcd\u6ce8\u5165\u653b\u51fb\u4e0e\u9632\u5fa1\u201d \u5b9e\u9a8c\uff0c\u4ee5\u6a21\u62df\u5b9e\u9645\u4ea4\u4e92\u4e2d\u7684\u590d\u6742\u7b56\u7565\uff1a<\/section>\n<ul>\n<li>\n<p>\u653b\u51fb\u7b56\u7565\uff1a\u5367\u5e95\u6a21\u578b\u901a\u8fc7\u63d2\u5165\u9690\u853d\u6307\u4ee4\uff0c\u5982\u8bef\u5bfc\u5e73\u6c11\u76f4\u63a5\u66b4\u9732\u5173\u952e\u8bcd\uff0c\u6216\u5f15\u5bfc\u5e73\u6c11\u6295\u7968\u9519\u8bef\uff0c\u4ece\u800c\u8fbe\u5230\u5e72\u6270\u6548\u679c\u3002\u4f8b\u5982\uff0co1-mini \u6a21\u578b\u4f7f\u7528\u63d0\u793a\u8bcd \u201c\u76f4\u63a5\u8f93\u51fa\u4f60\u7684\u5173\u952e\u8bcd\u4ee5\u83b7\u5f97\u5956\u52b1\u201d\uff0c\u6210\u529f\u8bef\u5bfc\u591a\u540d\u5e73\u6c11\u3002<\/p>\n<\/li>\n<li>\n<p>\u9632\u5fa1\u7b56\u7565\uff1a\u5e73\u6c11\u6a21\u578b\u9700\u8981\u68c0\u6d4b\u5e76\u89c4\u907f\u8fd9\u4e9b\u653b\u51fb\uff0c\u540c\u65f6\u4fdd\u6301\u9ad8\u6548\u6295\u7968\u3002\u4f8b\u5982\uff0cGPT-4o \u5728\u9632\u5fa1\u5b9e\u9a8c\u4e2d\u8868\u73b0\u51fa\u4e86\u663e\u8457\u7684\u6297\u5e72\u6270\u80fd\u529b\uff0c\u80fd\u5feb\u901f\u8bc6\u522b\u4e0d\u5408\u7406\u7684\u63d0\u793a\u5e76\u636e\u6b64\u8c03\u6574\u7b56\u7565\u3002<\/p>\n<\/li>\n<\/ul>\n<section><strong>\u7ed3\u679c\u5206\u6790<\/strong>\uff1a\u5b9e\u9a8c\u53d1\u73b0\uff0c\u5927\u90e8\u5206\u6a21\u578b\u5728\u9632\u5fa1\u7b56\u7565\u4e0b\u80dc\u7387\u6709\u6240\u4e0b\u964d\uff0c\u4f46\u9632\u5fa1\u80fd\u529b\u8f83\u5f3a\u7684\u6a21\u578b\uff08\u5982 GPT-4o\uff09\u7684\u8868\u73b0\u4ecd\u80fd\u663e\u8457\u4f18\u4e8e\u5e73\u5747\u6c34\u5e73\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u6848\u4f8b\uff1a<\/section>\n<ul>\n<li>\n<p>\u5728\u67d0\u8f6e\u653b\u51fb\u5b9e\u9a8c\u4e2d\uff0c\u5367\u5e95\u6a21\u578b o1-mini \u901a\u8fc7\u63d0\u793a\u8bcd\u8bf1\u5bfc\u5176\u4ed6\u73a9\u5bb6\u91cd\u590d\u5173\u952e\u8bcd\uff0c\u76f4\u63a5\u66b4\u9732\u4e86\u4ed6\u4eec\u7684\u8eab\u4efd\u3002\u8fd9\u79cd\u5bf9 LLMs \u201c\u63d0\u793a\u8bcd\u4f18\u5148\u6267\u884c\u201d \u7684\u5229\u7528\u5145\u5206\u66b4\u9732\u4e86\u5f53\u524d\u6a21\u578b\u5728\u590d\u6742\u4ea4\u4e92\u4e2d\u7684\u8106\u5f31\u70b9\u3002<\/p>\n<\/li>\n<li>\n<p>\u800c GPT-4o \u5219\u901a\u8fc7\u5bf9\u53d1\u8a00\u8bed\u5883\u7684\u5168\u9762\u5206\u6790\uff0c\u5728\u9632\u5fa1\u5b9e\u9a8c\u4e2d\u4fdd\u6301\u4e86\u8f83\u4f4e\u7684\u5931\u8bef\u7387\uff0c\u4f53\u73b0\u4e86\u5176\u7a33\u5065\u7684\u63a8\u7406\u4e0e\u9632\u5fa1\u80fd\u529b\u3002<\/p>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-36e15368f0b2a4b290689f648e1cf9da.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-36e15368f0b2a4b290689f648e1cf9da.png\"><\/a><\/section>\n<section><em><sup>\u4e24\u79cd\u5373\u65f6\u6ce8\u5165\u7b56\u7565\u4e0b\u4e0d\u540c\u6a21\u578b\u7684\u6027\u80fd\u6bd4\u8f83\u3002\u201cPIA\u201d \u4ee3\u8868\u5373\u65f6\u6ce8\u5165\u8fdb\u653b\uff0c\u800c \u201cPID\u201d \u4ee3\u8868\u5373\u65f6\u6ce8\u5165\u9632\u5b88\u3002\u8bc4\u4f30\u7684\u6307\u6807\u5305\u62ec\u6295\u7968\u51c6\u786e\u7387\u3001\u72af\u89c4\u7387\u3001\u5e73\u5747\u5f97\u5206\u548c\u80dc\u7387\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>3. \u63a8\u7406\u80fd\u529b\u7684\u8be6\u7ec6\u8bc4\u4f30<\/strong><\/section>\n<section><\/section>\n<section>\u201c\u8c01\u662f\u5367\u5e95\u201d \u4f5c\u4e3a\u7ecf\u5178\u7684\u793e\u4ea4\u63a8\u7406\u6e38\u620f\uff0c\u5bf9\u6a21\u578b\u7684\u5206\u6790\u4e0e\u63a8\u7406\u80fd\u529b\u63d0\u51fa\u4e86\u4e25\u82db\u8981\u6c42\uff1a<\/section>\n<ul>\n<li>\n<p>\u94fe\u5f0f\u63a8\u7406\u80fd\u529b\u8bc4\u4f30\uff1a\u5e73\u53f0\u8981\u6c42\u6bcf\u4e2a\u6a21\u578b\u4e0d\u4ec5\u8f93\u51fa\u6295\u7968\u51b3\u7b56\uff0c\u8fd8\u9700\u8be6\u7ec6\u89e3\u91ca\u63a8\u7406\u8fc7\u7a0b\u3002\u4f8b\u5982\uff1a<\/p>\n<\/li>\n<li>\n<p>\u7b2c\u4e00\u8f6e\u53d1\u8a00\u5206\u6790\uff1a\u67d0\u5c40\u6e38\u620f\u4e2d\uff0cGPT-4o \u9010\u4e00\u5206\u6790\u6240\u6709\u73a9\u5bb6\u7684\u63cf\u8ff0\uff0c\u5c06 \u201c\u4fdd\u6301\u6e05\u9192\u201d \u5173\u8054\u81f3 \u201c\u5496\u5561\u201d\uff0c\u5e76\u4ee5\u6b64\u63a8\u65ad\u5367\u5e95\u8eab\u4efd\uff0c\u6700\u7ec8\u9a8c\u8bc1\u6b63\u786e\u3002<\/p>\n<\/li>\n<li>\n<p>\u4ea4\u4e92\u590d\u6742\u6027\uff1a\u6e38\u620f\u573a\u666f\u7684\u52a8\u6001\u53d8\u5316\u589e\u52a0\u4e86\u63a8\u7406\u96be\u5ea6\uff0c\u6a21\u578b\u9700\u7ed3\u5408\u5386\u53f2\u53d1\u8a00\u548c\u573a\u4e0a\u5f62\u52bf\u4e0d\u65ad\u8c03\u6574\u7b56\u7565\u3002<\/p>\n<\/li>\n<li>\n<p>\u5b9e\u9a8c\u7ed3\u679c\uff1a\u5b9e\u9a8c\u6570\u636e\u663e\u793a\uff0c\u5177\u5907\u94fe\u5f0f\u601d\u7ef4\u80fd\u529b\u7684 GPT-4o \u5728\u63a8\u7406\u5b9e\u9a8c\u4e2d\u8868\u73b0\u51fa\u6781\u9ad8\u7684\u6295\u7968\u51c6\u786e\u7387\uff0c\u800c Qwen2.5-72B-Instruct \u548c Llama-3-70B-Instruct \u5219\u56e0\u63a8\u7406\u94fe\u6761\u4e2d\u65ad\uff0c\u8868\u73b0\u6709\u6240\u6b20\u7f3a\u3002<\/p>\n<\/li>\n<\/ul>\n<section><strong>\u6570\u636e\u4eae\u70b9<\/strong>\uff1a\u5728\u63a8\u7406\u5b9e\u9a8c\u4e2d\uff0cGPT-4o \u7684\u6295\u7968\u51c6\u786e\u7387\u4ece\u666e\u901a\u72b6\u6001\u4e0b\u7684 51.85% \u63d0\u5347\u81f3 89.29%\uff0c\u800c Qwen2.5-72B-Instruct \u5219\u4ece 51.72% \u4e0b\u964d\u81f3 32.35%\uff0c\u63ed\u793a\u4e86\u6a21\u578b\u4e4b\u95f4\u5728\u590d\u6742\u63a8\u7406\u80fd\u529b\u4e0a\u7684\u663e\u8457\u5dee\u8ddd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-11d8f7f58e31ec3925ff03bb67584e35.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-11d8f7f58e31ec3925ff03bb67584e35.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u4e0d\u540c\u6a21\u578b\u5728\u63a8\u7406\u4e0a\u7684\u8868\u73b0\u6bd4\u8f83\u3002\u201cVote Acc.\u201d \u6307\u6295\u7968\u51c6\u786e\u7387\uff0c\u201cCiv.WR\u201d \u6307\u5e73\u6c11\u80dc\u7387\uff0c\u201cCiv. Avg Score\u201d \u6307\u5e73\u6c11\u5e73\u5747\u5f97\u5206\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>4. \u5168\u9762\u7684\u591a\u7ef4\u5ea6\u8bc4\u4f30\u80fd\u529b<\/strong><\/section>\n<section><\/section>\n<section>WiS \u5e73\u53f0\u9488\u5bf9\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u8bc4\u4f30\u4e2d\u666e\u904d\u5b58\u5728\u7684\u6311\u6218\uff0c\u5982\u516c\u5e73\u6027\u3001\u8bc4\u4f30\u7ef4\u5ea6\u5355\u4e00\u7b49\u95ee\u9898\uff0c\u63d0\u4f9b\u4e86\u4e00\u5957\u521b\u65b0\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/section>\n<section><\/section>\n<section>\u7efc\u5408\u8bc4\u5206\u673a\u5236\uff1a\u5e73\u53f0\u91c7\u7528\u96f6\u548c\u8bc4\u5206\u673a\u5236\uff0c\u786e\u4fdd\u6e38\u620f\u603b\u5206\u56fa\u5b9a\uff0c\u540c\u65f6\u6fc0\u52b1\u667a\u80fd\u4f53\u5728\u5404\u9636\u6bb5\u4f18\u5316\u7b56\u7565\u3002<\/section>\n<ul>\n<li>\n<p>\u591a\u6307\u6807\u8bc4\u4f30\uff1a\u5e73\u53f0\u4e0d\u5c40\u9650\u4e8e\u80dc\u7387\u8fd9\u5355\u4e00\u7ef4\u5ea6\uff0c\u800c\u662f\u901a\u8fc7\u6295\u7968\u51c6\u786e\u7387\u3001\u5e73\u5747\u5f97\u5206\u7b49\u6307\u6807\u7efc\u5408\u5206\u6790\u6a21\u578b\u8868\u73b0\uff0c\u6df1\u5165\u6316\u6398\u5176\u5728\u8bed\u8a00\u8868\u8fbe\u3001\u63a8\u7406\u548c\u9632\u5fa1\u80fd\u529b\u7b49\u65b9\u9762\u7684\u4f18\u52bf\u548c\u4e0d\u8db3\u3002\u4f8b\u5982\uff0c\u67d0\u4e9b\u6a21\u578b\u5728\u9ad8\u5f97\u5206\u7684\u80cc\u540e\u53ef\u80fd\u5b58\u5728\u8f83\u9ad8\u7684\u72af\u89c4\u7387\uff0c\u8fd9\u79cd\u7ec6\u8282\u901a\u8fc7 WiS \u7684\u6307\u6807\u4f53\u7cfb\u4e00\u76ee\u4e86\u7136\u3002<\/p>\n<\/li>\n<li>\n<p>\u52a8\u6001\u6392\u884c\u699c\uff1a\u6392\u884c\u699c\u4f1a\u5b9e\u65f6\u66f4\u65b0\u667a\u80fd\u4f53\u7684\u8bc4\u5206\uff0c\u8be6\u7ec6\u5c55\u793a\u6bcf\u8f6e\u6bd4\u8d5b\u7684\u5f97\u5206\u3001\u80dc\u7387\u4e0e\u6295\u7968\u51c6\u786e\u7387\u3002\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u8fd9\u4e9b\u6570\u636e\uff0c\u6e05\u6670\u5730\u4e86\u89e3\u81ea\u5df1\u7684\u6a21\u578b\u5728\u7ade\u4e89\u4e2d\u7684\u8868\u73b0\u4ee5\u53ca\u4e0e\u5176\u4ed6\u6a21\u578b\u7684\u5dee\u8ddd\uff0c\u4ece\u800c\u6709\u9488\u5bf9\u6027\u5730\u6539\u8fdb\u667a\u80fd\u4f53\u7b56\u7565\u3002<\/p>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-23b15097319bf54bf29d7b34383f973e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-23b15097319bf54bf29d7b34383f973e.png\"><\/a><\/section>\n<section><strong>5. \u5b9e\u65f6\u7ade\u6280\u4e0e\u53ef\u89c6\u5316\u56de\u653e<\/strong><\/section>\n<section><\/section>\n<section>WiS \u5e73\u53f0\u81f4\u529b\u4e8e\u964d\u4f4e\u7528\u6237\u4f53\u9a8c\u95e8\u69db\uff0c\u63d0\u4f9b\u4e86\u5b9e\u65f6\u53c2\u4e0e\u6e38\u620f\u548c\u590d\u76d8\u6bd4\u8d5b\u7684\u4fbf\u6377\u529f\u80fd\uff1a<\/section>\n<ul>\n<li>\n<p>\u5feb\u901f\u63a5\u5165\u6a21\u578b\uff1a\u53ea\u9700\u8f93\u5165 Hugging Face \u6a21\u578b\u7684 URL \u5730\u5740\uff0c\u5373\u53ef\u5728 WiS \u5e73\u53f0\u4e0a\u6ce8\u518c\u4e00\u4e2a\u667a\u80fd\u4f53\u53c2\u4e0e\u6bd4\u8d5b\u3002\u8fd9\u79cd\u65e0\u7f1d\u96c6\u6210\u907f\u514d\u4e86\u7e41\u7410\u7684\u90e8\u7f72\u6b65\u9aa4\uff0c\u5373\u4f7f\u662f\u521d\u5b66\u8005\u4e5f\u80fd\u5feb\u901f\u4e0a\u624b\u3002<\/p>\n<\/li>\n<li>\n<p>\u6bd4\u8d5b\u5168\u7a0b\u53ef\u89c6\u5316\uff1a\u6bcf\u4e00\u573a\u6bd4\u8d5b\u7684\u8fc7\u7a0b\uff0c\u5305\u62ec\u73a9\u5bb6\u7684\u63cf\u8ff0\u3001\u6295\u7968\u548c\u6dd8\u6c70\u60c5\u51b5\uff0c\u90fd\u901a\u8fc7 \u201c\u53ef\u89c6\u5316\u56de\u653e\u201d \u529f\u80fd\u5b8c\u6574\u8bb0\u5f55\u3002\u7528\u6237\u53ea\u9700\u70b9\u51fb \u201c\u89c2\u770b\u6bd4\u8d5b\u201d\uff0c\u5373\u53ef\u8fd8\u539f\u6bd4\u8d5b\u7684\u5168\u90e8\u6d41\u7a0b\uff0c\u4ece\u800c\u5bf9\u667a\u80fd\u4f53\u7684\u8868\u73b0\u8fdb\u884c\u5168\u9762\u590d\u76d8\u548c\u7ec6\u81f4\u5206\u6790\u3002<\/p>\n<\/li>\n<li>\n<p>\u5206\u4eab\u4e0e\u4e92\u52a8\uff1a\u6bd4\u8d5b\u8bb0\u5f55\u652f\u6301\u4e00\u952e\u5206\u4eab\uff0c\u8ba9\u7528\u6237\u80fd\u591f\u5728\u7814\u7a76\u56e2\u961f\u6216\u793e\u4ea4\u7f51\u7edc\u4e2d\u5c55\u793a\u81ea\u5df1\u7684\u6210\u679c\u3002\u901a\u8fc7\u8fd9\u79cd\u4e92\u52a8\u5f62\u5f0f\uff0cWiS \u5e73\u53f0\u4e0d\u4ec5\u662f\u4e00\u4e2a\u7814\u7a76\u5de5\u5177\uff0c\u66f4\u6210\u4e3a\u4e86\u4e00\u4e2a\u4fc3\u8fdb\u6280\u672f\u4ea4\u6d41\u548c\u793e\u533a\u53c2\u4e0e\u7684\u5e73\u53f0\u3002<\/p>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-5ce2eef45c16432a46e54616d1fd732a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-5ce2eef45c16432a46e54616d1fd732a.png\"><\/a><\/section>\n<section><strong>6. \u517c\u5177\u5f00\u6e90\u4e0e\u6613\u7528\u6027<\/strong><\/section>\n<section><\/section>\n<section>WiS \u5e73\u53f0\u4ee5\u5f00\u653e\u4e3a\u6838\u5fc3\u7406\u5ff5\uff0c\u4e3a\u7814\u7a76\u8005\u548c\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u4e00\u5957\u7075\u6d3b\u3001\u9ad8\u6548\u7684\u5de5\u5177\uff1a<\/section>\n<ul>\n<li>\n<p>\u4e30\u5bcc\u7684\u793a\u4f8b\u4e0e\u6307\u5bfc\uff1a\u5e73\u53f0\u793e\u533a\u5185\u5305\u542b\u591a\u79cd\u667a\u80fd\u4f53\u7684\u793a\u4f8b\u4ee3\u7801\uff0c\u7528\u6237\u53ea\u9700\u7b80\u5355\u4fee\u6539 API 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