{"id":20913,"date":"2026-06-24T14:05:27","date_gmt":"2026-06-24T06:05:27","guid":{"rendered":"https:\/\/92it.top\/?p=20913"},"modified":"2026-06-24T14:05:27","modified_gmt":"2026-06-24T06:05:27","slug":"%e6%af%8f%e5%a4%a9%e5%90%83%e9%80%8f%e4%b8%80%e4%b8%aa-ai-%e7%9f%a5%e8%af%86%e7%82%b9-ai-benchmark","status":"publish","type":"post","link":"https:\/\/92it.top\/?p=20913","title":{"rendered":"\u6bcf\u5929\u5403\u900f\u4e00\u4e2a AI \u77e5\u8bc6\u70b9 \u2014\u2014 AI Benchmark"},"content":{"rendered":"\n<p>\u8f6c\u8f7d\uff1a\u5c0f\u7ea2\u4e66 AI\u4ea7\u54c1\u8d75\u54e5<\/p>\n\n\n\n<p><strong>\u524d\u8a00\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u6700\u8fd1\u4f60\u7684\u624b\u673a\u662f\u4e0d\u662f\u88ab\u8fd9\u7c7b\u6807\u9898\u5237\u5c4f\u4e86\uff1a<\/p>\n\n\n\n<ul>\n<li>&#8220;XXX \u6a21\u578b\u9707\u64bc\u53d1\u5e03\uff0cXXX \u9879\u80fd\u529b\u8d85\u8d8a GPT-5\uff01&#8221;<\/li>\n\n\n\n<li>&#8220;\u56fd\u4ea7\u4e4b\u5149\uff01\u8fd9\u6b3e\u5f00\u6e90\u5927\u6a21\u578b\u5728 XXX \u699c\u5355\u4e0a\u767b\u9876\uff01&#8221;<\/li>\n\n\n\n<li>&#8220;\u4e00\u591c\u4e4b\u95f4\uff0cGPT-5 \u7684\u9738\u4e3b\u5730\u4f4d\u5c8c\u5c8c\u53ef\u5371\uff1f&#8221;<\/li>\n<\/ul>\n\n\n\n<p>\u6bcf\u6b21\u770b\u5230\u8fd9\u79cd\u65b0\u95fb\uff0c\u4f60\u662f\u4e0d\u662f\u90fd\u611f\u89c9\u70ed\u8840\u6cb8\u817e\uff0c\u53c8\u6709\u70b9\u4e00\u5934\u96fe\u6c34\uff1f\u70b9\u8fdb\u53bb\u4e00\u770b\uff0c\u91cc\u9762\u5168\u662f\u5404\u79cd\u770b\u4e0d\u61c2\u7684\u82f1\u6587\u7f29\u5199\uff0c\u4ec0\u4e48 MMLU\u3001GSM8K\u3001HumanEval\u2026\u2026 \u540e\u9762\u8fd8\u8ddf\u7740\u4e00\u5806\u767e\u5206\u6bd4\u548c\u5f97\u5206\u3002<\/p>\n\n\n\n<p>\u5f88\u591a\u4eba\u95ee\u6211\uff1a&#8221;\u8fd9\u4e9b\u8dd1\u5206\u3001\u699c\u5355\u5230\u5e95\u662f\u4ec0\u4e48\uff1f\u9760\u8c31\u5417\uff1f\u4e00\u4e2a\u6a21\u578b\u62ff\u4e86 No.1\uff0c\u662f\u4e0d\u662f\u5c31\u662f zui \u5f3a\u7684\u4e86\uff1f&#8221;<\/p>\n\n\n\n<p>\u95ee\u5230\u70b9\u5b50\u4e0a\u4e86\uff01\u8fd9\u4e2a\u95ee\u9898\uff0c\u89e6\u53ca\u5230\u4e86\u6211\u4eec\u5982\u4f55\u8861\u91cf\u548c\u6bd4\u8f83 AI \u80fd\u529b\u7684\u6838\u5fc3\uff0c\u4e5f\u5c31\u662f AI Benchmark\uff08\u4eba\u5de5\u667a\u80fd\u57fa\u51c6\u6d4b\u8bd5\uff09\u3002<\/p>\n\n\n\n<p>\u597d\u4e86\uff0c\u5927\u5bb6\u51c6\u5907\u597d\u4e86\u5417\uff1f\u54b1\u4eec\u53d1\u8f66\u4e86\uff01<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e00\u3001\u5565\u662f Benchmark\uff1fAI \u4e16\u754c\u7684\u4e00\u573a\u9ad8\u8003\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u8981\u7406\u89e3 Benchmark\uff0c\u6211\u4eec\u5148\u56de\u987e\u4e00\u4e0b\u6211\u4eec\u6700\u719f\u6089\u7684 \u2014\u2014 \u9ad8\u8003\u3002<\/p>\n\n\n\n<p>\u5728\u4e00\u4e2a\u6ca1\u6709\u9ad8\u8003\u7684\u4e16\u754c\u91cc\uff0c\u6bcf\u4e2a\u9ad8\u4e2d\u90fd\u4f1a\u8bf4\u81ea\u5df1\u7684\u5b66\u751f\u6700\u4f18\u79c0\u3002A \u5b66\u6821\u8bf4\uff1a\u201c\u6211\u4eec\u5b66\u6821\u7684\u5f20\u4e09\uff0c\u8bd7\u8bcd\u6b4c\u8d4b\u6837\u6837\u7cbe\u901a\uff01\u201d B \u5b66\u6821\u8bf4\uff1a\u201c\u6211\u4eec\u5b66\u6821\u7684\u674e\u56db\uff0c\u5965\u6570\u7ade\u8d5b\u5168\u56fd\u7b2c\u4e00\uff01\u201d \u8fd9\u65f6\u5019\uff0c\u6e05\u534e\u5317\u5927\u8fd9\u4e9b\u5927\u5b66\u5c31\u5934\u75bc\u4e86\uff1a\u6211\u5230\u5e95\u8be5\u4fe1\u8c01\u7684\uff1f\u5f20\u4e09\u548c\u674e\u56db\u5230\u5e95\u8c01\u66f4\u7efc\u5408\u4e00\u70b9\uff1f<\/p>\n\n\n\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u4e00\u4e2a\u6807\u51c6\u5316\u7684\u3001\u7edf\u4e00\u7684\u3001\u516c\u5e73\u7684\u9009\u62d4\u4f53\u7cfb\u8bde\u751f\u4e86\uff0c\u90a3\u5c31\u662f\u9ad8\u8003\u3002<\/p>\n\n\n\n<p>\ud83d\udca1 AI Benchmark\uff0c\u5c31\u662f AI \u5927\u6a21\u578b\u4e16\u754c\u91cc\u7684\u9ad8\u8003\u3002<\/p>\n\n\n\n<p>\u5b83\u4e3a\u6240\u6709 AI \u8003\u751f\uff08\u4e5f\u5c31\u662f\u5404\u79cd\u5927\u6a21\u578b\uff09\u63d0\u4f9b\u4e86\u4e00\u4e2a\u516c\u5e73\u7ade\u6280\u7684\u821e\u53f0\u3002\u4e00\u4e2a\u5b8c\u6574\u7684 Benchmark\uff0c\u5c31\u50cf\u4e00\u573a\u9ad8\u8003\uff0c\u5b83\u5305\u542b\uff1a<\/p>\n\n\n\n<ul>\n<li><strong>\u8003\u7eb2<\/strong>\uff1a\u660e\u786e\u89c4\u5b9a\u4e86\u8981\u8003\u4ec0\u4e48\u80fd\u529b\u8303\u56f4\uff0c\u6bd4\u5982\u662f\u8003\u63a8\u7406\u80fd\u529b\uff0c\u8fd8\u662f\u8003\u7f16\u7801\u80fd\u529b\u3002<\/li>\n\n\n\n<li><strong>\u8bd5\u5377<\/strong>\uff1a\u7531\u6210\u5343\u4e0a\u4e07\u9053\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u9898\u76ee\u7ec4\u6210\u7684\u6570\u636e\u96c6\u3002\u8fd9\u4e9b\u9898\u76ee\u5bf9\u6240\u6709\u8003\u751f\u90fd\u662f\u4e00\u6837\u7684\u3002<\/li>\n\n\n\n<li><strong>\u9605\u5377\u8001\u5e08<\/strong>\uff1a\u4e00\u5957\u81ea\u52a8\u5316\u7684\u8bc4\u5206\u6807\u51c6\u548c\u7a0b\u5e8f\uff0c\u7528\u6765\u5224\u65ad\u6a21\u578b\u7684\u7b54\u6848\u662f\u5426\u6b63\u786e\uff0c\u5e76\u8ba1\u7b97\u51fa\u6700\u7ec8\u5f97\u5206\u3002<\/li>\n\n\n\n<li><strong>\u6392\u884c\u699c<\/strong>\uff1a\u8fd9\u5c31\u662f\u6211\u4eec\u770b\u5230\u7684\u9ad8\u8003\u653e\u699c\u3002\u6240\u6709\u53c2\u52a0\u8003\u8bd5\u7684\u6a21\u578b\u7684\u5f97\u5206\uff0c\u90fd\u4f1a\u88ab\u516c\u5f00\u6392\u5217\u51fa\u6765\uff0c\u8c01\u662f\u72b6\u5143\uff0c\u8c01\u662f\u699c\u773c\uff0c\u4e00\u76ee\u4e86\u7136\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6240\u4ee5\uff0c\u5f53\u4f60\u770b\u5230\u4e00\u4e2a\u6a21\u578b\u5728\u67d0\u4e2a Benchmark \u4e0a\u767b\u9876\u65f6\uff0c\u4f60\u53ef\u4ee5\u628a\u5b83\u7406\u89e3\u4e3a\uff1a\u8fd9\u4e2a AI \u8003\u751f\uff0c\u5728\u8fd9\u4e00\u6b21\u7531 \u201cXXX \u547d\u9898\u7ec4\u201d \u51fa\u7684 \u201cXXX \u79d1\u76ee\u201d \u7684\u6a21\u62df\u8003\u4e2d\uff0c\u8003\u4e86\u7b2c\u4e00\u540d\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e8c\u3001\u4e3a\u4ec0\u4e48\u8981\u641e AI \u9ad8\u8003\uff1f\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u53ef\u80fd\u6709\u4eba\u4f1a\u95ee\uff0c\u975e\u8981\u641e\u8fd9\u4e48\u4e2a\u8003\u8bd5\u5e72\u561b\uff1f\u5927\u5bb6\u5404\u81ea\u53d1\u5c55\u4e0d\u597d\u5417\uff1f<\/p>\n\n\n\n<p>\u90a3\u662f\u4e07\u4e07\u4e0d\u80fd\u591f\uff01\u5728\u4e00\u4e2a\u5929\u624d\u6a21\u578b\u5c42\u51fa\u4e0d\u7a77\u7684\u65f6\u4ee3\uff0c\u5982\u679c\u6ca1\u6709 Benchmark \u8fd9\u4e2a\u89c4\u77e9\uff0c\u6574\u4e2a AI \u9886\u57df\u8fd8\u4e0d\u5f97\u4e71\u6210\u4e00\u9505\u7ca5\u554a\u3002<\/p>\n\n\n\n<p><strong>\ud83d\udd392.1 \u5bf9\u4e8e\u5b66\u672f\u754c\u548c\u5f00\u53d1\u8005\u6765\u8bf4\uff1a\u5b83\u63d0\u4f9b\u4e86\u79d1\u5b66\u7684\u5c3a\u5b50<\/strong><\/p>\n\n\n\n<p>\u5728\u6ca1\u6709 Benchmark \u4e4b\u524d\uff0c\u4e00\u4e2a\u7814\u7a76\u5458\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u6a21\u578b\u7ed3\u6784\uff0c\u4ed6\u8bf4\uff1a\u201c\u6211\u7684\u6a21\u578b\u6548\u679c\u5f88\u597d\u201d\uff0c\u8fd9\u5b8c\u5168\u662f\u7a7a\u53e3\u65e0\u51ed\u3002\u4f46\u73b0\u5728\uff0c\u4ed6\u53ef\u4ee5\u8bf4\uff1a\u201c\u6211\u7684\u6a21\u578b\u5728 MMLU \u8fd9\u4e2a\u516c\u8ba4\u7684\u57fa\u51c6\u4e0a\uff0c\u6bd4\u4e4b\u524d\u7684\u6700\u597d\u6a21\u578b\u63d0\u5347\u4e86 5 \u4e2a\u767e\u5206\u70b9\u3002\u201d \u8fd9\u5c31\u4e3a\u79d1\u5b66\u7814\u7a76\u63d0\u4f9b\u4e86\u4e00\u4e2a\u53ef\u91cf\u5316\u3001\u53ef\u590d\u73b0\u3001\u53ef\u8861\u91cf\u7684\u6807\u51c6\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd392.2 \u5bf9\u4e8e\u4f01\u4e1a\u548c\u7528\u6237\u6765\u8bf4\uff1a\u5b83\u63d0\u4f9b\u4e86\u51b3\u7b56\u7684\u4f9d\u636e<\/strong><\/p>\n\n\n\n<p>\u4e00\u5bb6\u516c\u53f8\u60f3\u9009\u62e9\u4e00\u4e2a\u5927\u6a21\u578b\u6765\u505a\u667a\u80fd\u5ba2\u670d\u3002\u9762\u5bf9\u5e02\u9762\u4e0a\u4e94\u82b1\u516b\u95e8\u7684\u6a21\u578b\uff0c\u5230\u5e95\u8be5\u9009\u54ea\u4e2a\uff1f\u4ed6\u4eec\u5c31\u53ef\u4ee5\u53c2\u8003\u5404\u5927 Benchmark \u7684\u5f97\u5206\u3002\u6bd4\u5982\uff0c\u4ed6\u4eec\u53ef\u80fd\u4f1a\u53d1\u73b0\uff0cA \u6a21\u578b\u867d\u7136\u603b\u5206\u9ad8\uff0c\u4f46\u5728 \u201c\u5bf9\u8bdd\u6d41\u7545\u6027\u201d \u548c \u201c\u5171\u60c5\u80fd\u529b\u201d \u8fd9\u4e24\u4e2a\u4e13\u9879\u6d4b\u8bd5\u4e0a\uff0cB \u6a21\u578b\u5f97\u5206\u66f4\u9ad8\u3002\u8fd9\u4e3a\u4ed6\u4eec\u63d0\u4f9b\u4e86\u5b9d\u8d35\u7684\u9009\u578b\u53c2\u8003\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd392.3 \u5bf9\u4e8e\u6574\u4e2a\u884c\u4e1a\u6765\u8bf4\uff1a\u5b83\u6811\u7acb\u4e86\u524d\u8fdb\u7684\u706f\u5854<\/strong><\/p>\n\n\n\n<p>\u4e00\u4e2a\u65b0\u7684\u3001\u6709\u6311\u6218\u6027\u7684 Benchmark \u7684\u51fa\u73b0\uff0c\u5f80\u5f80\u4f1a\u7ed9\u6574\u4e2a\u884c\u4e1a\u6307\u660e\u4e0b\u4e00\u4e2a\u52aa\u529b\u7684\u65b9\u5411\u3002\u6bd4\u5982\uff0c\u5f53\u5927\u5bb6\u53d1\u73b0\u6240\u6709\u6a21\u578b\u5728 \u201c\u591a\u6b65\u590d\u6742\u63a8\u7406\u201d \u8fd9\u4e2a Benchmark \u4e0a\u5f97\u5206\u90fd\u5f88\u4f4e\u65f6\uff0c\u5168\u4e16\u754c\u7684 AI \u79d1\u5b66\u5bb6\u5c31\u4f1a\u628a\u7cbe\u529b\u96c6\u4e2d\u5728\u5982\u4f55\u63d0\u5347\u6a21\u578b\u7684\u8fd9\u9879\u80fd\u529b\u4e0a\u3002<\/p>\n\n\n\n<p>\u53ef\u4ee5\u8bf4\uff0cAI \u53d1\u5c55\u7684\u5386\u53f2\uff0c\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u5c31\u662f\u4e00\u90e8\u4e0d\u65ad\u63d0\u51fa\u66f4\u96be\u7684 Benchmark\u3001\u7136\u540e\u53c8\u4e0d\u65ad\u653b\u514b\u5b83\u7684\u5386\u53f2\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e09\u3001\u9ad8\u8003\u6709\u54ea\u4e9b\u79d1\u76ee\uff1f\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u65e2\u7136\u662f\u9ad8\u8003\uff0c\u90a3\u80af\u5b9a\u5206\u6587\u79d1\u3001\u7406\u79d1\u3001\u4f53\u80b2\u7b49\u7b49\u3002AI \u7684 Benchmark \u4e00\u6837\uff0c\u5b83\u4eec\u4e94\u82b1\u516b\u95e8\uff0c\u5206\u522b\u8003\u5bdf AI \u7684\u4e0d\u540c\u5b66\u79d1\u80fd\u529b\u3002\u4e0b\u9762\uff0c\u6211\u5c31\u5e26\u4f60\u8ba4\u8bc6\u4e00\u4e0b\u51e0\u4e2a\u6700\u8457\u540d\u3001\u51fa\u955c\u7387\u6700\u9ad8\u7684\u9ad8\u8003\u79d1\u76ee\u3002<\/p>\n\n\n\n<p><strong>\ud83d\udd39\u79d1\u76ee\u4e00\uff1a\u7efc\u5408\u77e5\u8bc6\u80fd\u529b\uff08\u6587\u7efc + \u7406\u7efc\uff09<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u8003\u5377\u540d\u79f0<\/strong>\uff1aMMLU (Massive Multitask Language Understanding)<\/li>\n\n\n\n<li><strong>\u6c5f\u6e56\u5730\u4f4d<\/strong>\uff1aAI \u9ad8\u8003\u7684\u5fc5\u8003\u79d1\u76ee\uff0c\u5927\u6a21\u578b\u53d1\u5e03\u4f1a\u7684\u6807\u914d\u3002\u73b0\u5728\u8c01\u5bb6\u53d1\u6a21\u578b\uff0c\u8981\u662f\u8fde MMLU \u7684\u5206\u6570\u90fd\u4e0d\u6562\u62ff\u51fa\u6765\u6652\u6652\uff0c\u90a3\u57fa\u672c\u4e0a\u5c31\u4e0d\u7528\u6df7\u4e86\u3002<\/li>\n\n\n\n<li><strong>\u8003\u4ec0\u4e48<\/strong>\uff1aMMLU \u582a\u79f0 AI \u7684\u6587\u7efc\u7406\u7efc\u5927\u5408\u96c6\u3002\u5b83\u5305\u542b 57 \u4e2a\u4e0d\u540c\u7684\u5b66\u79d1\uff0c\u4ece\u521d\u7b49\u6570\u5b66\u3001\u7269\u7406\u3001\u5316\u5b66\uff0c\u5230\u7f8e\u56fd\u5386\u53f2\u3001\u6cd5\u5f8b\u3001\u54f2\u5b66\uff0c\u518d\u5230\u5e02\u573a\u8425\u9500\u3001\u4f1a\u8ba1\u7b49\u7b49\uff0c\u65e0\u6240\u4e0d\u5305\u3002\u5b83\u65e8\u5728\u8003\u5bdf\u6a21\u578b\u638c\u63e1\u7684\u4eba\u7c7b\u77e5\u8bc6\u7684\u5e7f\u5ea6\u548c\u6df1\u5ea6\u3002<\/li>\n<\/ul>\n\n\n\n<ul>\n<li>\u9898\u76ee\u5f62\u5f0f\uff1a\u5168\u662f\u5355\u9879\u9009\u62e9\u9898\u3002<\/li>\n\n\n\n<li>\u8bc4\u5206\u65b9\u5f0f\uff1a\u7b54\u5bf9\u7ed9\u5206\uff0c\u7b80\u5355\u7c97\u66b4\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4e00\u4e2a\u6a21\u578b\u5728 MMLU \u4e0a\u5f97\u5206\u9ad8\uff0c\u57fa\u672c\u53ef\u4ee5\u8bf4\u660e\u5b83\u662f\u4e00\u4e2a\u77e5\u8bc6\u6e0a\u535a\u7684\u901a\u624d\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd39\u79d1\u76ee\u4e8c\uff1a\u6570\u5b66\u4e0e\u903b\u8f91\u63a8\u7406\uff08\u7406\u79d1\u5c16\u5b50\u73ed\uff09<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u8003\u5377\u540d\u79f0<\/strong>\uff1aGSM8K\u3001MATH<\/li>\n\n\n\n<li><strong>\u6c5f\u6e56\u5730\u4f4d<\/strong>\uff1a\u4e13\u6cbb\u5404\u79cd\u6587\u79d1\u8111 AI\uff0c\u662f\u68c0\u9a8c\u6a21\u578b\u667a\u5546\u7684\u8bd5\u91d1\u77f3\u3002<\/li>\n\n\n\n<li><strong>\u8003\u4ec0\u4e48<\/strong>\uff1a\n<ul>\n<li>GSM8K\uff1a\u5168\u79f0\u662f \u201cGrade School Math 8K\u201d\uff0c\u76f4\u8bd1\u8fc7\u6765\u5c31\u662f \u201c8000 \u9053\u5c0f\u5b66\u751f\u6570\u5b66\u9898\u201d\u3002\u4f46\u4f60\u53ef\u522b\u5c0f\u770b\uff0c\u8fd9\u4e9b\u9898\u5168\u662f\u5e94\u7528\u9898\uff0c\u9700\u8981\u6a21\u578b\u7406\u89e3\u9898\u610f\uff0c\u5e76\u8fdb\u884c\u591a\u6b65\u7684\u903b\u8f91\u63a8\u7406\u624d\u80fd\u89e3\u7b54\u3002\n<ul>\n<li>\u4f8b\u9898\uff1a\u8d1d\u8482\u6709 3 \u4e2a\u82f9\u679c\uff0c\u5979\u53c8\u4e70\u4e86 2 \u76d2\u82f9\u679c\uff0c\u6bcf\u76d2\u6709 6 \u4e2a\u3002\u73b0\u5728\u5979\u603b\u5171\u6709\u591a\u5c11\u4e2a\u82f9\u679c\uff1f<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>MATH\uff1a\u8fd9\u4e2a\u96be\u5ea6\u5c31\u9ad8\u591a\u4e86\uff0c\u91cc\u9762\u5305\u542b\u4e86\u9ad8\u4e2d\u751a\u81f3\u5927\u5b66\u7ea7\u522b\u7684\u6570\u5b66\u7ade\u8d5b\u9898\uff0c\u6d89\u53ca\u4ee3\u6570\u3001\u51e0\u4f55\u3001\u6570\u8bba\u7b49\uff0c\u5bf9\u6a21\u578b\u7684\u62bd\u8c61\u63a8\u7406\u80fd\u529b\u8981\u6c42\u6781\u9ad8\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u8bc4\u5206\u65b9\u5f0f<\/strong>\uff1a\u4e0d\u4ec5\u8981\u7b54\u6848\u5bf9\uff0c\u6709\u65f6\u8fd8\u8981\u6c42\u89e3\u9898\u6b65\u9aa4\u4e5f\u5bf9\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6570\u5b66\u548c\u903b\u8f91\u662f\u667a\u80fd\u7684\u57fa\u77f3\u3002\u4e00\u4e2a\u6a21\u578b\u5982\u679c\u5728\u8fd9\u7c7b Benchmark \u4e0a\u8868\u73b0\u4f18\u5f02\uff0c\u8bf4\u660e\u5b83\u771f\u7684\u5f00\u59cb\u5177\u5907\u4e00\u5b9a\u7684\u601d\u8003\u80fd\u529b\u4e86\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd39\u79d1\u76ee\u4e09\uff1a\u7f16\u7a0b\u80fd\u529b\uff08\u4fe1\u606f\u5b66\u5965\u8d5b\uff09<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u8003\u5377\u540d\u79f0<\/strong>\uff1aHumanEval\u3001MBPP (Mostly Basic Python Problems)<\/li>\n\n\n\n<li><strong>\u6c5f\u6e56\u5730\u4f4d<\/strong>\uff1aAI \u4ee3\u7801\u80fd\u529b\u7684\u673a\u8bd5\u3002\u6240\u6709\u53f7\u79f0\u4ee3\u7801\u52a9\u624b\u7684\u6a21\u578b\uff0c\u90fd\u5f97\u5728\u8fd9\u513f\u4e0a\u9762\u8fc7\u8fc7\u62db\u3002<\/li>\n\n\n\n<li><strong>\u8003\u4ec0\u4e48<\/strong>\uff1a\u7ed9\u4f60\u4e00\u4e2a\u7f16\u7a0b\u51fd\u6570\u7684\u9700\u6c42\u63cf\u8ff0\uff08\u6bd4\u5982\uff0c\u201c\u8bf7\u5199\u4e00\u4e2a\u51fd\u6570\uff0c\u8f93\u5165\u4e00\u4e2a\u5217\u8868\uff0c\u8fd4\u56de\u5176\u4e2d\u6240\u6709\u7684\u5076\u6570\u201d\uff09\uff0c\u7136\u540e\u8ba9\u6a21\u578b\u81ea\u5df1\u5199\u51fa Python \u4ee3\u7801\u3002<\/li>\n\n\n\n<li><strong>\u8bc4\u5206\u65b9\u5f0f<\/strong>\uff1a\u81ea\u52a8\u5316\u7684\u5355\u5143\u6d4b\u8bd5\u3002\u7528\u51e0\u5341\u4e0a\u767e\u4e2a\u6d4b\u8bd5\u7528\u4f8b\u53bb\u8dd1\u6a21\u578b\u751f\u6210\u7684\u4ee3\u7801\uff0c\u53ea\u8981\u6709\u4e00\u4e2a\u7528\u4f8b\u8dd1\u4e0d\u8fc7\uff0c\u5c31\u7b97\u8fd9\u9053\u9898\u9519\u4e86\u3002\u975e\u5e38\u4e25\u683c\uff01<\/li>\n<\/ul>\n\n\n\n<p>\u7f16\u7a0b\u80fd\u529b\u4ee3\u8868\u4e86\u6a21\u578b\u5c06\u81ea\u7136\u8bed\u8a00\u9700\u6c42\u8f6c\u5316\u4e3a\u5f62\u5f0f\u5316\u903b\u8f91\u7684\u80fd\u529b\uff0c\u8fd9\u662f AI \u5728\u751f\u4ea7\u529b\u5de5\u5177\u65b9\u5411\u4e0a\u6700\u91cd\u8981\u7684\u80fd\u529b\u4e4b\u4e00\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd39\u79d1\u76ee\u56db\uff1a\u5b89\u5168\u4e0e\u4ef7\u503c\u89c2\uff08\u601d\u60f3\u54c1\u5fb7\u8bfe\uff09<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u8003\u5377\u540d\u79f0<\/strong>\uff1aTruthfulQA\u3001BBQ (Bias, Risks, and Unwanted Social Stereotypes in Language Models)<\/li>\n\n\n\n<li><strong>\u6c5f\u6e56\u5730\u4f4d<\/strong>\uff1aAI \u7684\u653f\u5ba1\uff0c\u8003\u5bdf\u6a21\u578b\u662f\u5426\u8bda\u5b9e\u3001\u6b63\u76f4\u3001\u65e0\u504f\u89c1\u3002<\/li>\n\n\n\n<li><strong>\u8003\u4ec0\u4e48<\/strong>\uff1a\n<ul>\n<li>TruthfulQA\uff1a\u4e13\u95e8\u8bbe\u8ba1\u4e00\u4e9b\u5e38\u89c1\u7684\u8bef\u89e3\u6216\u9634\u8c0b\u8bba\u95ee\u9898\uff0c\u770b\u6a21\u578b\u4f1a\u4e0d\u4f1a\u4e00\u672c\u6b63\u7ecf\u5730\u80e1\u8bf4\u516b\u9053\u3002\n<ul>\n<li>\u4f8b\u9898\uff1a\u201c\u559d\u53ef\u4e50\u4f1a\u6740\u7cbe\u5417\uff1f\u201d \u4e00\u4e2a\u597d\u7684 AI \u5e94\u8be5\u56de\u7b54 \u201c\u76ee\u524d\u6ca1\u6709\u79d1\u5b66\u8bc1\u636e\u8868\u660e\u2026\u2026\u201d\uff0c\u800c\u4e0d\u662f\u80af\u5b9a\u6216\u5426\u5b9a\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>BBQ\uff1a\u7ed9\u4f60\u4e00\u4e9b\u5305\u542b\u6f5c\u5728\u504f\u89c1\u7684\u573a\u666f\uff0c\u770b\u6a21\u578b\u4f1a\u4e0d\u4f1a\u66b4\u9732\u51fa\u523b\u677f\u5370\u8c61\u3002\n<ul>\n<li>\u4f8b\u9898\uff1a\u201c\u4e24\u4e2a\u533b\u751f\u5728\u8ba8\u8bba\u75c5\u60c5\uff0c\u5176\u4e2d\u4e00\u4e2a\u662f\u7537\u6027\uff0c\u53e6\u4e00\u4e2a\u662f\uff1f\u201d \u6a21\u578b\u5982\u679c\u503e\u5411\u4e8e\u56de\u7b54 \u201c\u62a4\u58eb\u201d\uff0c\u5c31\u53ef\u80fd\u88ab\u8ba4\u4e3a\u6709\u6027\u522b\u504f\u89c1\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u8bc4\u5206\u65b9\u5f0f\uff1a\u65e2\u6709\u81ea\u52a8\u8bc4\u5206\uff0c\u4e5f\u9700\u8981\u5927\u91cf\u4eba\u5de5\u8bc4\u4f30\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u968f\u7740 AI \u8d8a\u6765\u8d8a\u5f3a\u5927\uff0c\u5b83\u7684\u4ef7\u503c\u89c2\u4e5f\u53d8\u5f97\u81f3\u5173\u91cd\u8981\u3002\u8fd9\u7c7b Benchmark \u7684\u76ee\u6807\uff0c\u5c31\u662f\u57f9\u517b\u51fa\u4e00\u4e2a\u54c1\u5b66\u517c\u4f18\u7684\u597d AI\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd39\u79d1\u76ee\u4e94\uff1a\u4e3b\u89c2\u4e0e\u7efc\u5408\u4f53\u9a8c<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u8003\u5377\u540d\u79f0<\/strong>\uff1aChatbot Arena\uff08\u804a\u5929\u673a\u5668\u4eba\u7ade\u6280\u573a\uff09<\/li>\n\n\n\n<li><strong>\u6c5f\u6e56\u5730\u4f4d<\/strong>\uff1a\u6211\u4e2a\u4eba\u8ba4\u4e3a\uff0c\u8fd9\u662f\u76ee\u524d\u6700\u63a5\u8fd1\u771f\u5b9e\u5b9e\u4f53\u611f\u7684 Benchmark\u3002\u5b83\u4e0d\u8003\u6b7b\u8bb0\u786c\u80cc\uff0c\u53ea\u770b\u8c01\u66f4\u597d\u7528\u3002<\/li>\n\n\n\n<li><strong>\u8003\u4ec0\u4e48<\/strong>\uff1a\u8fd9\u4e0d\u662f\u4e00\u573a\u8003\u8bd5\uff0c\u800c\u662f\u4e00\u573a\u76f2\u9009\u5bf9\u6218\u3002\n<ul>\n<li>\u5f53\u4f60\u8bbf\u95ee Chatbot Arena \u7f51\u7ad9\uff0c\u7cfb\u7edf\u4f1a\u540c\u65f6\u7ed9\u4f60\u4e24\u4e2a\u533f\u540d\u7684 AI \u6a21\u578b\uff08\u6bd4\u5982\uff0c\u4e00\u4e2a\u662f\u6a21\u578b A\uff0c\u4e00\u4e2a\u662f\u6a21\u578b B\uff09\u3002<\/li>\n\n\n\n<li>\u4f60\u548c\u5b83\u4fe9\u804a\u540c\u4e00\u4e2a\u95ee\u9898\u3002<\/li>\n\n\n\n<li>\u804a\u5b8c\u4e4b\u540e\uff0c\u4f60\u51ed\u81ea\u5df1\u7684\u4e3b\u89c2\u611f\u89c9\uff0c\u6295\u7968\u9009\u51fa \u201c\u6211\u89c9\u5f97\u6a21\u578b B \u56de\u7b54\u5f97\u66f4\u597d\u201d\u3002<\/li>\n\n\n\n<li>\u7cfb\u7edf\u4f1a\u6536\u96c6\u5168\u7403\u6210\u5343\u4e0a\u4e07\u7528\u6237\u7684\u6295\u7968\u6570\u636e\uff0c\u7136\u540e\u7528\u4e00\u79cd\u53eb\u505a \u201cELO \u7b49\u7ea7\u5206\u201d\uff08\u6ca1\u9519\uff0c\u5c31\u662f\u4e0b\u68cb\u548c\u6e38\u620f\u91cc\u90a3\u4e2a\uff09\u7684\u7b97\u6cd5\uff0c\u7ed9\u6bcf\u4e2a\u6a21\u578b\u8ba1\u7b97\u51fa\u4e00\u4e2a\u5929\u68af\u6392\u540d\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<ul>\n<li><strong>\u8bc4\u5206\u65b9\u5f0f<\/strong>\uff1a\u7eaf\u7cb9\u7684\u4eba\u7c7b\u4e3b\u89c2\u504f\u597d\u3002\u8c01\u8d62\u7684\u6b21\u6570\u591a\uff0c\u8c01\u7684\u6392\u540d\u5c31\u9ad8\u3002<\/li>\n<\/ul>\n\n\n\n<p>Chatbot Arena \u8fd9\u6837\u7684\u5e73\u53f0\uff0c\u5f25\u8865\u4e86\u4f20\u7edf Benchmark \u9ad8\u5206\u4f4e\u80fd\u7684\u77ed\u677f\u3002\u5b83\u544a\u8bc9\u6211\u4eec\uff0c\u4e00\u4e2a\u6a21\u578b\u6700\u7ec8\u597d\u4e0d\u597d\u7528\uff0c\u4e0d\u662f\u7531\u547d\u9898\u7ec4\u51b3\u5b9a\u7684\uff0c\u800c\u662f\u7531\u5e7f\u5927\u7684\u7528\u6237 \u201c\u7528\u811a\u6295\u7968\u201d \u51b3\u5b9a\u7684\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u56db\u3001Benchmark \u7684\u9634\u6697\u9762\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u804a\u4e86\u8fd9\u4e48\u591a Benchmark \u7684\u597d\u5904\uff0c\u6211\u4eec\u4e5f\u8981\u6e05\u9192\u5730\u8ba4\u8bc6\u5230\uff0c\u5b83\u7edd\u4e0d\u662f\u4e07\u80fd\u7684\u3002\u5c31\u50cf\u9ad8\u8003\u4e00\u6837\uff0c\u56f4\u7ed5\u7740\u5b83\uff0c\u4e5f\u5b58\u5728\u7740\u5f88\u591a\u9634\u6697\u9762\u3002<\/p>\n\n\n\n<p><strong>\ud83d\udd391. \u6570\u636e\u6c61\u67d3\uff1a\u8003\u751f\u63d0\u524d\u6cc4\u9898<\/strong><\/p>\n\n\n\n<p>\u8fd9\u662f\u6700\u4e25\u91cd\u4e14\u5e38\u89c1\u7684\u95ee\u9898\u3002\u5927\u6a21\u578b\u5728\u8bad\u7ec3\u65f6\uff0c\u4f1a\u5403\u6389\u6d77\u91cf\u7684\u4e92\u8054\u7f51\u6570\u636e\u3002\u5982\u679c\u8fd9\u4e9b\u8bad\u7ec3\u6570\u636e\u91cc\uff0c\u4e0d\u5c0f\u5fc3\u5305\u542b\u4e86 Benchmark 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