{"id":18245,"date":"2024-02-04T18:02:20","date_gmt":"2024-02-04T10:02:20","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=18245"},"modified":"2024-02-04T18:02:20","modified_gmt":"2024-02-04T10:02:20","slug":"%e4%b8%80%e6%96%87%e6%90%9e%e6%87%82%e4%bd%bf%e7%94%a8-arthur-bench-%e8%bf%9b%e8%a1%8c-llm-%e8%af%84%e4%bc%b0","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/02\/04\/18245\/","title":{"rendered":"\u4e00\u6587\u641e\u61c2\u4f7f\u7528 Arthur Bench \u8fdb\u884c LLM \u8bc4\u4f30"},"content":{"rendered":"
\u968f\u7740 LLM \u7684\u5feb\u901f\u53d1\u5c55\u548c\u6539\u8fdb\uff0c\u6211\u4eec\u6b63\u5728\u9762\u5bf9\u65b0\u7684\u6311\u6218\u548c\u673a\u9047\u3002LLM \u7684\u80fd\u529b\u548c\u8868\u73b0\u6c34\u5e73\u4e0d\u65ad\u63d0\u9ad8\uff0c\u8fd9\u4f7f\u5f97\u57fa\u4e8e\u5355\u8bcd\u51fa\u73b0\u7684\u8bc4\u4f30\u65b9\u6cd5\u53ef\u80fd\u65e0\u6cd5\u5b8c\u5168\u6355\u6349\u5230 LLM \u751f\u6210\u6587\u672c\u7684\u8d28\u91cf\u548c\u8bed\u4e49\u51c6\u786e\u6027\u3002<\/div>\n
\n
\n

Hello folks\uff0c\u6211\u662f Luga\uff0c\u4eca\u5929\u6211\u4eec\u6765\u804a\u4e00\u4e0b\u4eba\u5de5\u667a\u80fd(AI)\u751f\u6001\u9886\u57df\u76f8\u5173\u7684\u6280\u672f – LLM \u8bc4\u4f30 \u3002<\/p>\n

<\/p>\n

\u4e00\u3001\u4f20\u7edf\u6587\u672c\u8bc4\u4f30\u9762\u4e34\u7684\u6311\u6218<\/h3>\n

\u8fd1\u5e74\u6765\uff0c\u968f\u7740\u5927\u578b\u8bed\u8a00\u6a21\u578b(LLM)\u7684\u5feb\u901f\u53d1\u5c55\u548c\u6539\u8fdb\uff0c\u4f20\u7edf\u7684\u6587\u672c\u8bc4\u4f30\u65b9\u6cd5\u5728\u67d0\u4e9b\u65b9\u9762\u53ef\u80fd\u5df2\u7ecf\u4e0d\u518d\u9002\u7528\u3002\u5728\u6587\u672c\u8bc4\u4f30\u9886\u57df\uff0c\u6211\u4eec\u53ef\u80fd\u5df2\u7ecf\u542c\u8bf4\u8fc7\u4e00\u4e9b\u65b9\u6cd5\uff0c\u4f8b\u5982\u57fa\u4e8e\u201c\u5355\u8bcd\u51fa\u73b0\u201d\u7684\u8bc4\u4f30\u65b9\u6cd5\uff0c\u6bd4\u5982 BLEU\uff0c\u4ee5\u53ca\u57fa\u4e8e\u201c\u9884\u8bad\u7ec3\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6a21\u578b\u201d\u7684\u8bc4\u4f30\u65b9\u6cd5\uff0c\u6bd4\u5982 BERTScore\u3002<\/p>\n

\u5c3d\u7ba1\u8fd9\u4e9b\u65b9\u6cd5\u5728\u8fc7\u53bb\u4e00\u76f4\u975e\u5e38\u51fa\u8272\uff0c\u4f46\u968f\u7740 LLM \u7684\u751f\u6001\u6280\u672f\u7684\u4e0d\u65ad\u53d1\u5c55\uff0c\u5b83\u4eec\u663e\u5f97\u6709\u70b9\u529b\u4e0d\u4ece\u5fc3\uff0c\u65e0\u6cd5\u5b8c\u5168\u6ee1\u8db3\u5f53\u524d\u7684\u9700\u6c42\u3002<\/p>\n

\u968f\u7740 LLM \u7684\u5feb\u901f\u53d1\u5c55\u548c\u6539\u8fdb\uff0c\u6211\u4eec\u6b63\u5728\u9762\u5bf9\u65b0\u7684\u6311\u6218\u548c\u673a\u9047\u3002LLM \u7684\u80fd\u529b\u548c\u8868\u73b0\u6c34\u5e73\u4e0d\u65ad\u63d0\u9ad8\uff0c\u8fd9\u4f7f\u5f97\u57fa\u4e8e\u5355\u8bcd\u51fa\u73b0\u7684\u8bc4\u4f30\u65b9\u6cd5(\u5982 BLEU)\u53ef\u80fd\u65e0\u6cd5\u5b8c\u5168\u6355\u6349\u5230 LLM \u751f\u6210\u6587\u672c\u7684\u8d28\u91cf\u548c\u8bed\u4e49\u51c6\u786e\u6027\u3002LLM \u80fd\u591f\u751f\u6210\u66f4\u52a0\u6d41\u7545\u3001\u8fde\u8d2f\u4e14\u8bed\u4e49\u4e30\u5bcc\u7684\u6587\u672c\uff0c\u800c\u4f20\u7edf\u7684\u57fa\u4e8e\u5355\u8bcd\u51fa\u73b0\u7684\u8bc4\u4f30\u65b9\u6cd5\u5219\u65e0\u6cd5\u51c6\u786e\u8861\u91cf\u8fd9\u4e9b\u65b9\u9762\u7684\u4f18\u52bf\u3002<\/p>\n

\u6b64\u5916\uff0c\u57fa\u4e8e\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u8bc4\u4f30\u65b9\u6cd5(\u5982 BERTScore)\u4e5f\u9762\u4e34\u4e00\u4e9b\u6311\u6218\u3002\u5c3d\u7ba1\u9884\u8bad\u7ec3\u6a21\u578b\u5728\u8bb8\u591a\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5b83\u4eec\u53ef\u80fd\u65e0\u6cd5\u5145\u5206\u8003\u8651\u5230 LLM \u7684\u72ec\u7279\u7279\u5f81\u4ee5\u53ca\u5176\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u3002LLM \u5728\u5904\u7406\u7279\u5b9a\u4efb\u52a1\u65f6\u53ef\u80fd\u4f1a\u5c55\u73b0\u51fa\u4e0e\u9884\u8bad\u7ec3\u6a21\u578b\u4e0d\u540c\u7684\u884c\u4e3a\u548c\u6027\u80fd\uff0c\u56e0\u6b64\u4ec5\u4ec5\u4f9d\u8d56\u57fa\u4e8e\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u8bc4\u4f30\u65b9\u6cd5\u53ef\u80fd\u65e0\u6cd5\u5168\u9762\u8bc4\u4f30 LLM \u7684\u80fd\u529b\u3002<\/p>\n

\u4e8c\u3001\u4e3a\u4ec0\u4e48\u9700\u8981 LLM \u6307\u5bfc\u8bc4\u4f30?\u4ee5\u53ca\u5e26\u6765\u7684\u6311\u6218 ?<\/h3>\n

\u901a\u5e38\u6765\u8bb2\uff0c\u5728\u5b9e\u9645\u7684\u4e1a\u52a1\u573a\u666f\u4e2d\uff0c\u91c7\u7528 LLM \u6307\u5bfc\u8bc4\u4f30\u8fd9\u79cd\u65b9\u6cd5\u6700\u4e3a\u4ef7\u503c\u7684\u5730\u65b9\u4e3b\u8981\u5728\u4e8e\u201c\u901f\u5ea6\u201d\u548c\u201c\u7075\u654f\u5ea6\u201d\u3002<\/p>\n

1\u3001\u9ad8\u6548<\/h4>\n

\u9996\u5148\uff0c\u901a\u5e38\u6765\u8bf4\uff0c\u5b9e\u65bd\u901f\u5ea6\u66f4\u5feb\u3002\u76f8\u6bd4\u4e8e\u4ee5\u524d\u7684\u8bc4\u4f30\u7ba1\u9053\u6240\u9700\u7684\u5de5\u4f5c\u91cf\uff0c\u521b\u5efa LLM \u6307\u5bfc\u8bc4\u4f30\u7684\u9996\u6b21\u5b9e\u65bd\u76f8\u5bf9\u8f83\u5feb\u4e14\u5bb9\u6613\u3002\u5bf9\u4e8e LLM \u6307\u5bfc\u7684\u8bc4\u4f30\uff0c\u6211\u4eec\u53ea\u9700\u8981\u51c6\u5907\u4e24\u4ef6\u4e8b\u60c5\uff1a\u7528\u6587\u5b57\u63cf\u8ff0\u8bc4\u4f30\u6807\u51c6\uff0c\u5e76\u63d0\u4f9b\u4e00\u4e9b\u5728\u63d0\u793a\u6a21\u677f\u4e2d\u4f7f\u7528\u7684\u793a\u4f8b\u3002\u76f8\u5bf9\u4e8e\u6784\u5efa\u81ea\u5df1\u7684\u9884\u8bad\u7ec3 NLP \u6a21\u578b(\u6216\u5fae\u8c03\u73b0\u6709\u7684 NLP \u6a21\u578b)\u4ee5\u7528\u4f5c\u8bc4\u4f30\u5668\u6240\u9700\u7684\u5de5\u4f5c\u91cf\u548c\u6570\u636e\u6536\u96c6\u91cf\uff0c\u4f7f\u7528 LLM \u6765\u5b8c\u6210\u8fd9\u4e9b\u4efb\u52a1\u66f4\u4e3a\u9ad8\u6548\u3002\u4f7f\u7528 LLM\uff0c\u8bc4\u4f30\u6807\u51c6\u7684\u8fed\u4ee3\u901f\u5ea6\u8981\u5feb\u5f97\u591a\u3002<\/p>\n

2\u3001\u654f\u611f\u6027<\/h4>\n

\u5176\u6b21\uff0cLLM \u901a\u5e38\u66f4\u52a0\u654f\u611f\u3002\u8fd9\u79cd\u654f\u611f\u6027\u53ef\u80fd\u5e26\u6765\u79ef\u6781\u7684\u65b9\u9762\uff0c\u4e0e\u9884\u8bad\u7ec3\u7684 NLP \u6a21\u578b\u548c\u4e4b\u524d\u8ba8\u8bba\u7684\u8bc4\u4f30\u65b9\u6cd5\u76f8\u6bd4\uff0cLLM \u66f4\u80fd\u7075\u6d3b\u5730\u5904\u7406\u8fd9\u4e9b\u60c5\u51b5\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u654f\u611f\u6027\u4e5f\u53ef\u80fd\u5bfc\u81f4 LLM \u7684\u8bc4\u4f30\u7ed3\u679c\u53d8\u5f97\u975e\u5e38\u4e0d\u53ef\u9884\u6d4b\u3002<\/p>\n

\u6b63\u5982\u6211\u4eec\u4e4b\u524d\u8ba8\u8bba\u7684\u90a3\u6837\uff0c\u4e0e\u5176\u4ed6\u8bc4\u4f30\u65b9\u6cd5\u76f8\u6bd4\uff0cLLM \u8bc4\u4f30\u8005\u66f4\u52a0\u654f\u611f\u3002\u5c06 LLM \u4f5c\u4e3a\u8bc4\u4f30\u5668\u6709\u8bb8\u591a\u4e0d\u540c\u7684\u914d\u7f6e\u65b9\u6cd5\uff0c\u6839\u636e\u6240\u9009\u62e9\u7684\u914d\u7f6e\uff0c\u5176\u884c\u4e3a\u53ef\u80fd\u4f1a\u6709\u5f88\u5927\u7684\u5dee\u5f02\u3002\u540c\u65f6\uff0c\u53e6\u4e00\u4e2a\u6311\u6218\u5728\u4e8e\uff0c\u5982\u679c\u8bc4\u4f30\u6d89\u53ca\u592a\u591a\u7684\u63a8\u7406\u6b65\u9aa4\u6216\u9700\u8981\u540c\u65f6\u5904\u7406\u592a\u591a\u7684\u53d8\u91cf\uff0cLLM \u8bc4\u4f30\u8005\u53ef\u80fd\u4f1a\u9677\u5165\u56f0\u5883\u3002<\/p>\n

\u7531\u4e8e LLM \u7684\u7279\u6027\uff0c\u5176\u8bc4\u4f30\u7ed3\u679c\u53ef\u80fd\u4f1a\u53d7\u5230\u4e0d\u540c\u914d\u7f6e\u548c\u53c2\u6570\u8bbe\u7f6e\u7684\u5f71\u54cd\u3002\u8fd9\u610f\u5473\u7740\u5bf9 LLM \u8fdb\u884c\u8bc4\u4f30\u65f6\uff0c\u9700\u8981\u4ed4\u7ec6\u9009\u62e9\u548c\u914d\u7f6e\u6a21\u578b\uff0c\u4ee5\u786e\u4fdd\u5176\u884c\u4e3a\u7b26\u5408\u9884\u671f\u3002\u4e0d\u540c\u7684\u914d\u7f6e\u53ef\u80fd\u5bfc\u81f4\u4e0d\u540c\u7684\u8f93\u51fa\u7ed3\u679c\uff0c\u56e0\u6b64\u8bc4\u4f30\u8005\u9700\u8981\u82b1\u8d39\u4e00\u5b9a\u7684\u65f6\u95f4\u548c\u7cbe\u529b\u6765\u8c03\u6574\u548c\u4f18\u5316 LLM \u7684\u8bbe\u7f6e\uff0c\u4ee5\u83b7\u5f97\u51c6\u786e\u548c\u53ef\u9760\u7684\u8bc4\u4f30\u7ed3\u679c\u3002<\/p>\n

\u6b64\u5916\uff0c\u5f53\u9762\u5bf9\u9700\u8981\u8fdb\u884c\u590d\u6742\u63a8\u7406\u6216\u540c\u65f6\u5904\u7406\u591a\u4e2a\u53d8\u91cf\u7684\u8bc4\u4f30\u4efb\u52a1\u65f6\uff0c\u8bc4\u4f30\u8005\u53ef\u80fd\u4f1a\u9762\u4e34\u4e00\u4e9b\u6311\u6218\u3002\u8fd9\u662f\u56e0\u4e3a LLM \u7684\u63a8\u7406\u80fd\u529b\u5728\u5904\u7406\u590d\u6742\u60c5\u5883\u65f6\u53ef\u80fd\u53d7\u9650\u3002LLM \u53ef\u80fd\u9700\u8981\u8fdb\u884c\u66f4\u591a\u7684\u52aa\u529b\u6765\u89e3\u51b3\u8fd9\u4e9b\u4efb\u52a1\uff0c\u4ee5\u786e\u4fdd\u8bc4\u4f30\u7684\u51c6\u786e\u6027\u548c\u53ef\u9760\u6027\u3002<\/p>\n

\u4e09\u3001\u4ec0\u4e48\u662f Arthur Bench ?<\/h3>\n

Arthur Bench \u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u8bc4\u4f30\u5de5\u5177\uff0c\u7528\u4e8e\u6bd4\u8f83\u751f\u6210\u6587\u672c\u6a21\u578b (LLM) \u7684\u6027\u80fd\u3002\u5b83\u53ef\u4ee5\u7528\u4e8e\u8bc4\u4f30\u4e0d\u540c LLM \u6a21\u578b\u3001\u63d0\u793a\u548c\u8d85\u53c2\u6570\uff0c\u5e76\u63d0\u4f9b\u6709\u5173 LLM \u5728\u5404\u79cd\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u7684\u8be6\u7ec6\u62a5\u544a\u3002<\/p>\n

Arthur Bench \u7684\u4e3b\u8981\u529f\u80fd\u5305\u62ec\uff1aArthur Bench \u7684\u4e3b\u8981\u529f\u80fd\u5305\u62ec\uff1a<\/p>\n

    \n
  • \u6bd4\u8f83\u4e0d\u540c LLM \u6a21\u578b\uff1aArthur Bench \u53ef\u4ee5\u7528\u4e8e\u6bd4\u8f83\u4e0d\u540c LLM \u6a21\u578b\u7684\u6027\u80fd\uff0c\u5305\u62ec\u6765\u81ea\u4e0d\u540c\u4f9b\u5e94\u5546\u7684\u6a21\u578b\u3001\u4e0d\u540c\u7248\u672c\u7684\u6a21\u578b\u4ee5\u53ca\u4f7f\u7528\u4e0d\u540c\u8bad\u7ec3\u6570\u636e\u96c6\u7684\u6a21\u578b\u3002<\/li>\n
  • \u8bc4\u4f30\u63d0\u793a\uff1aArthur Bench \u53ef\u4ee5\u7528\u4e8e\u8bc4\u4f30\u4e0d\u540c\u63d0\u793a\u5bf9 LLM \u6027\u80fd\u7684\u5f71\u54cd\u3002\u63d0\u793a\u662f\u7528\u4e8e\u6307\u5bfc LLM \u751f\u6210\u6587\u672c\u7684\u6307\u4ee4\u3002<\/li>\n
  • \u6d4b\u8bd5\u8d85\u53c2\u6570\uff1aArthur Bench \u53ef\u4ee5\u7528\u4e8e\u6d4b\u8bd5\u4e0d\u540c\u8d85\u53c2\u6570\u5bf9 LLM \u6027\u80fd\u7684\u5f71\u54cd\u3002\u8d85\u53c2\u6570\u662f\u63a7\u5236 LLM \u884c\u4e3a\u7684\u8bbe\u7f6e\u3002<\/li>\n<\/ul>\n

    \u901a\u5e38\u800c\u8a00\uff0cArthur Bench \u5de5\u4f5c\u6d41\u7a0b\u4e3b\u8981\u6d89\u53ca\u5982\u4e0b\u9636\u6bb5\uff0c\u5177\u4f53\u8a73\u7d30\u89e3\u6790\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n

    \"\"<\/p>\n

    1. \u4efb\u52a1\u5b9a\u4e49<\/h4>\n

    \u5728\u6b64\u9636\u6bb5\uff0c\u6211\u4eec\u9700\u8981\u660e\u786e\u6211\u4eec\u7684\u8bc4\u4f30\u76ee\u6807\uff0cArthur Bench \u652f\u6301\u591a\u79cd\u8bc4\u4f30\u4efb\u52a1\uff0c\u5305\u62ec\uff1a<\/p>\n

      \n
    • \u95ee\u7b54\uff1a\u6d4b\u8bd5 LLM \u5bf9\u5f00\u653e\u5f0f\u3001\u6311\u6218\u6027\u6216\u591a\u4e49\u6027\u95ee\u9898\u7684\u7406\u89e3\u548c\u56de\u7b54\u80fd\u529b\u3002<\/li>\n
    • \u6458\u8981\uff1a\u8bc4\u4f30 LLM \u63d0\u53d6\u6587\u672c\u5173\u952e\u4fe1\u606f\u5e76\u751f\u6210\u7b80\u6d01\u6458\u8981\u7684\u80fd\u529b\u3002<\/li>\n
    • \u7ffb\u8bd1\uff1a\u8003\u5bdf LLM \u5728\u4e0d\u540c\u8bed\u8a00\u4e4b\u95f4\u8fdb\u884c\u51c6\u786e\u3001\u6d41\u7545\u7ffb\u8bd1\u7684\u80fd\u529b\u3002<\/li>\n
    • \u4ee3\u7801\u751f\u6210\uff1a\u6d4b\u8bd5 LLM \u6839\u636e\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u751f\u6210\u4ee3\u7801\u7684\u80fd\u529b\u3002<\/li>\n<\/ul>\n

      2. \u6a21\u578b\u9009\u62e9<\/h4>\n

      \u5728\u6b64\u9636\u6bb5\uff0c\u4e3b\u8981\u5de5\u4f5c\u4e3a\u7b5b\u9009\u8bc4\u4f30\u5bf9\u8c61\u3002Arthur Bench \u652f\u6301\u591a\u79cd LLM \u6a21\u578b\uff0c\u6db5\u76d6\u6765\u81ea OpenAI\u3001Google AI\u3001Microsoft \u7b49\u77e5\u540d\u673a\u6784\u7684\u9886\u5148\u6280\u672f\uff0c\u5982 GPT-3\u3001LaMDA\u3001Megatron-Turing NLG \u7b49\u3002\u6211\u4eec\u53ef\u4ee5\u6839\u636e\u7814\u7a76\u9700\u6c42\u9009\u62e9\u7279\u5b9a\u6a21\u578b\u8fdb\u884c\u8bc4\u4f30\u3002<\/p>\n

      3. \u53c2\u6570\u914d\u7f6e<\/h4>\n

      \u5b8c\u6210\u6a21\u578b\u9009\u62e9\u540e\uff0c\u63a5\u4e0b\u6765\u8fdb\u884c\u7cbe\u7ec6\u5316\u8c03\u63a7\u5de5\u4f5c\u3002\u4e3a\u4e86\u66f4\u7cbe\u51c6\u5730\u8bc4\u4f30 LLM \u6027\u80fd\uff0cArthur Bench \u5141\u8bb8\u7528\u6237\u914d\u7f6e\u63d0\u793a\u548c\u8d85\u53c2\u6570\u3002<\/p>\n

        \n
      • \u63d0\u793a\uff1a\u6307\u5f15 LLM \u751f\u6210\u6587\u672c\u7684\u65b9\u5411\u548c\u5185\u5bb9\uff0c\u4f8b\u5982\u95ee\u9898\u3001\u63cf\u8ff0\u6216\u6307\u4ee4\u3002<\/li>\n
      • \u8d85\u53c2\u6570\uff1a\u63a7\u5236 LLM \u884c\u4e3a\u7684\u5173\u952e\u8bbe\u7f6e\uff0c\u4f8b\u5982\u5b66\u4e60\u7387\u3001\u8bad\u7ec3\u6b65\u6570\u3001\u6a21\u578b\u67b6\u6784\u7b49\u3002<\/li>\n<\/ul>\n

        \u901a\u8fc7\u7cbe\u7ec6\u5316\u914d\u7f6e\uff0c\u6211\u4eec\u53ef\u4ee5\u6df1\u5165\u63a2\u7d22 LLM \u5728\u4e0d\u540c\u53c2\u6570\u8bbe\u7f6e\u4e0b\u7684\u8868\u73b0\u5dee\u5f02\uff0c\u83b7\u5f97\u66f4\u5177\u53c2\u8003\u4ef7\u503c\u7684\u8bc4\u4f30\u7ed3\u679c\u3002<\/p>\n

        4. \u8bc4\u4f30\u8fd0\u884c\uff1a\u81ea\u52a8\u5316\u6d41\u7a0b<\/h4>\n

        \u6700\u540e\u4e00\u6b65\uff0c\u5373\u501f\u52a9\u81ea\u52a8\u5316\u6d41\u7a0b\u8fdb\u884c\u4efb\u52a1\u8bc4\u4f30\u3002\u901a\u5e38\u60c5\u51b5\u4e0b\uff0cArthur Bench \u63d0\u4f9b\u81ea\u52a8\u5316\u8bc4\u4f30\u6d41\u7a0b\uff0c\u53ea\u9700\u7b80\u5355\u914d\u7f6e\u5373\u53ef\u8fd0\u884c\u8bc4\u4f30\u4efb\u52a1\u3002\u5b83\u5c06\u81ea\u52a8\u6267\u884c\u4ee5\u4e0b\u6b65\u9aa4\uff1a<\/p>\n

          \n
        • \u8c03\u7528 LLM \u6a21\u578b\u5e76\u751f\u6210\u6587\u672c\u8f93\u51fa\u3002<\/li>\n
        • \u9488\u5bf9\u7279\u5b9a\u4efb\u52a1\uff0c\u5e94\u7528\u76f8\u5e94\u7684\u8bc4\u4f30\u6307\u6807\u8fdb\u884c\u5206\u6790\u3002<\/li>\n
        • \u751f\u6210\u8be6\u7ec6\u62a5\u544a\uff0c\u5448\u73b0\u8bc4\u4f30\u7ed3\u679c\u3002<\/li>\n<\/ul>\n

          \u56db\u3001Arthur Bench \u4f7f\u7528\u573a\u666f\u5206\u6790<\/h3>\n

          \u4f5c\u4e3a\u4e00\u79cd\u5feb\u901f\u3001\u6570\u636e\u9a71\u52a8\u7684 LLM \u8bc4\u4f30\u7684\u5173\u952e\uff0cArthur Bench \u4e3b\u8981\u63d0\u4f9b\u5982\u4e0b\u89e3\u51b3\u65b9\u6848\uff0c\u5177\u4f53\u6d89\u53ca\uff1a<\/p>\n

          1\u3001\u6a21\u578b\u9009\u62e9\u548c\u9a8c\u8bc1<\/h4>\n

          \u6a21\u578b\u9009\u62e9\u548c\u9a8c\u8bc1\u662f\u4eba\u5de5\u667a\u80fd\u9886\u57df\u4e2d\u81f3\u5173\u91cd\u8981\u7684\u5173\u952e\u6b65\u9aa4\uff0c\u5bf9\u4e8e\u786e\u4fdd\u6a21\u578b\u7684\u6709\u6548\u6027\u548c\u53ef\u9760\u6027\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0cArthur Bench \u7684\u89d2\u8272\u975e\u5e38\u5173\u952e\u3002\u4ed6\u7684\u76ee\u6807\u662f\u4e3a\u516c\u53f8\u63d0\u4f9b\u4e00\u4e2a\u53ef\u9760\u7684\u6bd4\u8f83\u6846\u67b6\uff0c\u901a\u8fc7\u4f7f\u7528\u4e00\u81f4\u7684\u6307\u6807\u548c\u8bc4\u4f30\u65b9\u6cd5\uff0c\u5e2e\u52a9\u4ed6\u4eec\u5728\u4f17\u591a\u5927\u578b\u8bed\u8a00\u6a21\u578b(LLM)\u9009\u9879\u4e2d\u505a\u51fa\u660e\u667a\u7684\u51b3\u7b56\u3002<\/p>\n

          \"\"<\/p>\n

          Arthur Bench \u5c06\u8fd0\u7528\u4ed6\u7684\u4e13\u4e1a\u77e5\u8bc6\u548c\u7ecf\u9a8c\u6765\u8bc4\u4f30\u6bcf\u4e2a LLM \u9009\u9879\uff0c\u5e76\u786e\u4fdd\u4f7f\u7528\u4e00\u81f4\u7684\u6307\u6807\u6765\u6bd4\u8f83\u5b83\u4eec\u7684\u4f18\u52bf\u548c\u52a3\u52bf\u3002\u4ed6\u5c06\u7efc\u5408\u8003\u8651\u8bf8\u5982\u6a21\u578b\u6027\u80fd\u3001\u51c6\u786e\u6027\u3001\u901f\u5ea6\u3001\u8d44\u6e90\u9700\u6c42\u7b49\u56e0\u7d20\uff0c\u4ee5\u786e\u4fdd\u516c\u53f8\u80fd\u591f\u505a\u51fa\u660e\u667a\u800c\u660e\u786e\u7684\u9009\u62e9\u3002<\/p>\n

          \u901a\u8fc7\u4f7f\u7528\u4e00\u81f4\u7684\u6307\u6807\u548c\u8bc4\u4f30\u65b9\u6cd5\uff0cArthur Bench \u5c06\u4e3a\u516c\u53f8\u63d0\u4f9b\u4e00\u4e2a\u53ef\u9760\u7684\u6bd4\u8f83\u6846\u67b6\uff0c\u4f7f\u4ed6\u4eec\u80fd\u591f\u5168\u9762\u8bc4\u4f30\u6bcf\u4e2a LLM \u9009\u9879\u7684\u4f18\u70b9\u548c\u5c40\u9650\u6027\u3002\u8fd9\u5c06\u4f7f\u516c\u53f8\u80fd\u591f\u505a\u51fa\u660e\u667a\u7684\u51b3\u7b56\uff0c\u4ee5\u6700\u5927\u7a0b\u5ea6\u5730\u5229\u7528\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u5e76\u786e\u4fdd\u4ed6\u4eec\u7684\u5e94\u7528\u7a0b\u5e8f\u80fd\u591f\u83b7\u5f97\u6700\u4f73\u7684\u4f53\u9a8c\u6548\u679c\u3002<\/p>\n

          2\u3001\u9884\u7b97\u548c\u9690\u79c1\u4f18\u5316<\/h4>\n

          \u5728\u9009\u62e9\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u65f6\uff0c\u5e76\u975e\u6240\u6709\u5e94\u7528\u7a0b\u5e8f\u90fd\u9700\u8981\u6700\u5148\u8fdb\u6216\u6700\u6602\u8d35\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b(LLM)\u3002\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u4f7f\u7528\u6210\u672c\u66f4\u4f4e\u7684\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u4e5f\u53ef\u4ee5\u6ee1\u8db3\u4efb\u52a1\u9700\u6c42\u3002<\/p>\n

          \u8fd9\u79cd\u9884\u7b97\u4f18\u5316\u7684\u65b9\u6cd5\u53ef\u4ee5\u5e2e\u52a9\u516c\u53f8\u5728\u6709\u9650\u7684\u8d44\u6e90\u4e0b\u505a\u51fa\u660e\u667a\u7684\u9009\u62e9\u3002\u800c\u4e0d\u5fc5\u8ffd\u6c42\u6700\u6602\u8d35\u6216\u6700\u5148\u8fdb\u7684\u6a21\u578b\uff0c\u800c\u662f\u6839\u636e\u5177\u4f53\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u6a21\u578b\u3002\u8f83\u4e3a\u7ecf\u6d4e\u5b9e\u60e0\u7684\u6a21\u578b\u53ef\u80fd\u5728\u67d0\u4e9b\u65b9\u9762\u7684\u6027\u80fd\u7565\u4f4e\u4e8e\u6700\u5148\u8fdb\u7684 LLM\uff0c\u4f46\u5bf9\u4e8e\u4e00\u4e9b\u7b80\u5355\u6216\u6807\u51c6\u7684\u4efb\u52a1\u6765\u8bf4\uff0cArthur Bench \u4ecd\u7136\u80fd\u591f\u63d0\u4f9b\u6ee1\u8db3\u9700\u6c42\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n

          \u6b64\u5916\uff0cArthur Bench \u5f3a\u8c03\u5c06\u6a21\u578b\u5f15\u5165\u5185\u90e8\u53ef\u4ee5\u66f4\u597d\u5730\u63a7\u5236\u6570\u636e\u9690\u79c1\u3002\u5bf9\u4e8e\u6d89\u53ca\u654f\u611f\u6570\u636e\u6216\u9690\u79c1\u95ee\u9898\u7684\u5e94\u7528\u7a0b\u5e8f\uff0c\u516c\u53f8\u53ef\u80fd\u66f4\u503e\u5411\u4e8e\u4f7f\u7528\u81ea\u5df1\u5185\u90e8\u8bad\u7ec3\u7684\u6a21\u578b\uff0c\u800c\u4e0d\u662f\u4f9d\u8d56\u5916\u90e8\u7684\u7b2c\u4e09\u65b9LLM\u3002\u901a\u8fc7\u4f7f\u7528\u5185\u90e8\u6a21\u578b\uff0c\u516c\u53f8\u53ef\u4ee5\u66f4\u597d\u5730\u638c\u63e1\u6570\u636e\u7684\u5904\u7406\u548c\u5b58\u50a8\uff0c\u66f4\u597d\u5730\u4fdd\u62a4\u6570\u636e\u9690\u79c1\u3002<\/p>\n

          3\u3001\u5c06\u5b66\u672f\u57fa\u51c6\u8f6c\u5316\u4e3a\u73b0\u5b9e\u4e16\u754c\u7684\u8868\u73b0<\/h4>\n

          \u5b66\u672f\u57fa\u51c6\u662f\u6307\u5728\u5b66\u672f\u7814\u7a76\u4e2d\u5efa\u7acb\u7684\u6a21\u578b\u8bc4\u4f30\u6307\u6807\u548c\u65b9\u6cd5\u3002\u8fd9\u4e9b\u6307\u6807\u548c\u65b9\u6cd5\u901a\u5e38\u662f\u9488\u5bf9\u7279\u5b9a\u4efb\u52a1\u6216\u9886\u57df\u7684\uff0c\u80fd\u591f\u6709\u6548\u8bc4\u4f30\u6a21\u578b\u5728\u8be5\u4efb\u52a1\u6216\u9886\u57df\u7684\u6027\u80fd\u3002<\/p>\n

          \u7136\u800c\uff0c\u5b66\u672f\u57fa\u51c6\u5e76\u4e0d\u603b\u662f\u80fd\u591f\u76f4\u63a5\u53cd\u6620\u6a21\u578b\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u8868\u73b0\u3002\u8fd9\u662f\u56e0\u4e3a\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u5e94\u7528\u573a\u666f\u5f80\u5f80\u66f4\u52a0\u590d\u6742\uff0c\u9700\u8981\u8003\u8651\u66f4\u591a\u56e0\u7d20\uff0c\u4f8b\u5982\u6570\u636e\u5206\u5e03\u3001\u6a21\u578b\u90e8\u7f72\u73af\u5883\u7b49\u3002<\/p>\n

          Arthur Bench \u53ef\u4ee5\u5e2e\u52a9\u5c06\u5b66\u672f\u57fa\u51c6\u8f6c\u5316\u4e3a\u73b0\u5b9e\u4e16\u754c\u7684\u8868\u73b0\u3002 \u5b83\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\uff1a<\/p>\n

            \n
          • \u63d0\u4f9b\u4e00\u7ec4\u5168\u9762\u7684\u8bc4\u4f30\u6307\u6807\uff0c \u6db5\u76d6\u6a21\u578b\u7684\u51c6\u786e\u6027\u3001\u6548\u7387\u3001\u9c81\u68d2\u6027\u7b49\u591a\u4e2a\u65b9\u9762\u3002\u8fd9\u4e9b\u6307\u6807\u4e0d\u4ec5\u80fd\u591f\u53cd\u6620\u6a21\u578b\u5728\u5b66\u672f\u57fa\u51c6\u4e0b\u7684\u8868\u73b0\uff0c\u4e5f\u80fd\u53cd\u6620\u6a21\u578b\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u6f5c\u5728\u8868\u73b0\u3002<\/li>\n
          • \u652f\u6301\u591a\u79cd\u6a21\u578b\u7c7b\u578b\uff0c \u80fd\u591f\u5bf9\u4e0d\u540c\u7c7b\u578b\u7684\u6a21\u578b\u8fdb\u884c\u6bd4\u8f83\u3002\u8fd9\u4f7f\u5f97\u4f01\u4e1a\u80fd\u591f\u9009\u62e9\u6700\u9002\u5408\u5176\u5e94\u7528\u573a\u666f\u7684\u6a21\u578b\u3002<\/li>\n
          • \u63d0\u4f9b\u53ef\u89c6\u5316\u5206\u6790\u5de5\u5177\uff0c \u5e2e\u52a9\u4f01\u4e1a\u76f4\u89c2\u5730\u4e86\u89e3\u4e0d\u540c\u6a21\u578b\u7684\u8868\u73b0\u5dee\u5f02\u3002\u8fd9\u4f7f\u5f97\u4f01\u4e1a\u80fd\u591f\u66f4\u5bb9\u6613\u5730\u505a\u51fa\u51b3\u7b56\u3002<\/li>\n<\/ul>\n

            \u4e94\u3001Arthur Bench \u7279\u6027\u5206\u6790<\/h3>\n

            \u4f5c\u4e3a\u4e00\u79cd\u5feb\u901f\u3001\u6570\u636e\u9a71\u52a8\u7684 LLM \u8bc4\u4f30\u7684\u5173\u952e\uff0cArthur Bench \u5177\u6709\u5982\u4e0b\u7279\u6027\uff1a<\/p>\n

            1\u3001\u5168\u5957\u8bc4\u5206\u6307\u6807<\/h4>\n

            Arthur Bench \u62e5\u6709\u4e00\u6574\u5957\u8bc4\u5206\u6307\u6807\uff0c\u6db5\u76d6\u4e86\u4ece\u603b\u7ed3\u8d28\u91cf\u5230\u7528\u6237\u4f53\u9a8c\u7684\u5404\u4e2a\u65b9\u9762\u3002\u4ed6\u53ef\u4ee5\u968f\u65f6\u5229\u7528\u8fd9\u4e9b\u8bc4\u5206\u6307\u6807\u6765\u5bf9\u4e0d\u540c\u7684\u6a21\u578b\u8fdb\u884c\u8bc4\u4f30\u548c\u6bd4\u8f83\u3002\u8fd9\u4e9b\u8bc4\u5206\u6307\u6807\u7684\u7efc\u5408\u8fd0\u7528\u53ef\u4ee5\u5e2e\u52a9\u4ed6\u5168\u9762\u4e86\u89e3\u6bcf\u4e2a\u6a21\u578b\u7684\u4f18\u52bf\u548c\u52a3\u52bf\u3002<\/p>\n

            \u8fd9\u4e9b\u8bc4\u5206\u6307\u6807\u7684\u8303\u56f4\u975e\u5e38\u5e7f\u6cdb\uff0c\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\u603b\u7ed3\u8d28\u91cf\u3001\u51c6\u786e\u6027\u3001\u6d41\u7545\u6027\u3001\u8bed\u6cd5\u6b63\u786e\u6027\u3001\u4e0a\u4e0b\u6587\u7406\u89e3\u80fd\u529b\u3001\u903b\u8f91\u8fde\u8d2f\u6027\u7b49\u3002Arthur Bench \u5c06\u6839\u636e\u8fd9\u4e9b\u6307\u6807\u5bf9\u6bcf\u4e2a\u6a21\u578b\u8fdb\u884c\u8bc4\u4f30\uff0c\u5e76\u5c06\u7ed3\u679c\u6574\u5408\u4e3a\u4e00\u4e2a\u7efc\u5408\u8bc4\u5206\uff0c\u4ee5\u8f85\u52a9\u516c\u53f8\u505a\u51fa\u660e\u667a\u7684\u51b3\u7b56\u3002<\/p>\n

            \u6b64\u5916\uff0c\u5982\u679c\u516c\u53f8\u6709\u7279\u5b9a\u7684\u9700\u6c42\u6216\u5173\u6ce8\u70b9\uff0cArthur Bench \u8fd8\u53ef\u4ee5\u6839\u636e\u516c\u53f8\u7684\u8981\u6c42\u521b\u5efa\u548c\u6dfb\u52a0\u81ea\u5b9a\u4e49\u7684\u8bc4\u5206\u6307\u6807\u3002\u8fd9\u6837\u4ee5\u4fbf\u80fd\u591f\u66f4\u597d\u5730\u6ee1\u8db3\u516c\u53f8\u7684\u5177\u4f53\u9700\u6c42\uff0c\u5e76\u786e\u4fdd\u8bc4\u4f30\u8fc7\u7a0b\u4e0e\u516c\u53f8\u7684\u76ee\u6807\u548c\u6807\u51c6\u76f8\u7b26\u5408\u3002<\/p>\n

            \"\"<\/p>\n

            2\u3001\u672c\u5730\u7248\u672c\u548c\u57fa\u4e8e\u4e91\u7684\u7248\u672c<\/h4>\n

            \u5bf9\u4e8e\u90a3\u4e9b\u66f4\u559c\u6b22\u672c\u5730\u90e8\u7f72\u548c\u81ea\u4e3b\u63a7\u5236\u7684\u7528\u6237\uff0c\u53ef\u4ee5\u4ece GitHub \u5b58\u50a8\u5e93\u4e2d\u83b7\u53d6\u8bbf\u95ee\u6743\u9650\uff0c\u5e76\u5c06 Arthur Bench \u90e8\u7f72\u5230\u81ea\u5df1\u7684\u672c\u5730\u73af\u5883\u4e2d\u3002\u8fd9\u6837\uff0c\u5927\u5bb6\u53ef\u4ee5\u5b8c\u5168\u638c\u63e1\u548c\u63a7\u5236 Arthur Bench \u7684\u8fd0\u884c\uff0c\u5e76\u6839\u636e\u81ea\u5df1\u7684\u9700\u6c42\u8fdb\u884c\u5b9a\u5236\u548c\u914d\u7f6e\u3002<\/p>\n

            \u53e6\u4e00\u65b9\u9762\uff0c\u5bf9\u4e8e\u90a3\u4e9b\u66f4\u503e\u5411\u4e8e\u4fbf\u6377\u548c\u7075\u6d3b\u6027\u7684\u7528\u6237\uff0c\u4e5f\u63d0\u4f9b\u4e86\u57fa\u4e8e\u4e91\u7684 SaaS \u4ea7\u54c1\u3002\u5927\u5bb6\u53ef\u4ee5\u9009\u62e9\u6ce8\u518c\uff0c\u901a\u8fc7\u4e91\u7aef\u8bbf\u95ee\u548c\u4f7f\u7528 Arthur Bench\u3002\u8fd9\u79cd\u65b9\u5f0f\u65e0\u9700\u7e41\u7410\u7684\u672c\u5730\u5b89\u88c5\u548c\u914d\u7f6e\uff0c\u800c\u662f\u80fd\u591f\u7acb\u5373\u4eab\u53d7\u5230\u6240\u63d0\u4f9b\u7684\u529f\u80fd\u548c\u670d\u52a1\u3002<\/p>\n

            3\u3001\u5b8c\u5168\u5f00\u6e90<\/h4>\n

            Arthur Bench \u4f5c\u4e3a\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\uff0c\u5728\u900f\u660e\u6027\u3001\u53ef\u6269\u5c55\u6027\u548c\u793e\u533a\u534f\u4f5c\u7b49\u65b9\u9762\u5c55\u73b0\u51fa\u5176\u5178\u578b\u7684\u5f00\u6e90\u7279\u70b9\u3002\u8fd9\u79cd\u5f00\u6e90\u6027\u8d28\u4e3a\u7528\u6237\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u4f18\u52bf\u548c\u673a\u4f1a\uff0c\u4f7f\u4ed6\u4eec\u80fd\u591f\u66f4\u6df1\u5165\u5730\u4e86\u89e3\u9879\u76ee\u7684\u5de5\u4f5c\u539f\u7406\uff0c\u5e76\u6839\u636e\u81ea\u8eab\u9700\u6c42\u8fdb\u884c\u5b9a\u5236\u548c\u6269\u5c55\u3002\u540c\u65f6\uff0cArthur Bench \u7684\u5f00\u653e\u6027\u8fd8\u9f13\u52b1\u7528\u6237\u79ef\u6781\u53c2\u4e0e\u793e\u533a\u534f\u4f5c\uff0c\u4e0e\u5176\u4ed6\u7528\u6237\u5171\u540c\u5408\u4f5c\u548c\u53d1\u5c55\u3002\u8fd9\u79cd\u5f00\u653e\u5f0f\u7684\u5408\u4f5c\u6a21\u5f0f\u6709\u52a9\u4e8e\u63a8\u52a8\u9879\u76ee\u7684\u4e0d\u65ad\u53d1\u5c55\u548c\u521b\u65b0\uff0c\u540c\u65f6\uff0c\u4e5f\u4e3a\u7528\u6237\u521b\u9020\u4e86\u66f4\u5927\u7684\u4ef7\u503c\u548c\u673a\u9047\u3002<\/p>\n

            \u603b\u4e4b\uff0cArthur Bench \u63d0\u4f9b\u4e86\u4e00\u4e2a\u5f00\u653e\u4e14\u7075\u6d3b\u7684\u6846\u67b6\uff0c\u4f7f\u7528\u6237\u80fd\u591f\u81ea\u5b9a\u4e49\u8bc4\u4f30\u6307\u6807\uff0c\u5e76\u4e14\u5df2\u7ecf\u5728\u91d1\u878d\u9886\u57df\u5f97\u5230\u5e7f\u6cdb\u5e94\u7528\u3002\u4e0e Amazon Web Services \u548c Cohere \u7684\u5408\u4f5c\u8fdb\u4e00\u6b65\u63a8\u52a8\u4e86\u8be5\u6846\u67b6\u7684\u53d1\u5c55\uff0c\u9f13\u52b1\u5f00\u53d1\u4eba\u5458\u4e3a Bench \u521b\u5efa\u65b0\u7684\u6307\u6807\uff0c\u4e3a\u8bed\u8a00\u6a21\u578b\u8bc4\u4f30\u9886\u57df\u7684\u8fdb\u6b65\u505a\u51fa\u8d21\u732e\u3002<\/p>\n

            Reference \uff1a<\/p>\n

              \n
            • [1] https:\/\/github.com\/arthur-ai\/bench<\/li>\n
            • [2] https:\/\/neurohive.io\/en\/news\/arthur-bench-framework-for-evaluating-language-models\/<\/li>\n<\/ul>\n

              \u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n

              <\/div>\n

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              <\/div>\n","protected":false},"excerpt":{"rendered":"

              \u968f\u7740 LLM \u7684\u5feb\u901f\u53d1\u5c55\u548c\u6539\u8fdb\uff0c\u6211\u4eec\u6b63\u5728\u9762\u5bf9\u65b0\u7684\u6311\u6218\u548c\u673a\u9047\u3002LLM \u7684\u80fd\u529b\u548c\u8868\u73b0\u6c34\u5e73\u4e0d\u65ad\u63d0\u9ad8\uff0c\u8fd9\u4f7f\u5f97\u57fa\u4e8e\u5355\u8bcd\u51fa […]<\/p>\n

              <\/div>\n

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