{"id":25487,"date":"2025-04-18T11:02:23","date_gmt":"2025-04-18T03:02:23","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=25487"},"modified":"2025-04-18T11:02:23","modified_gmt":"2025-04-18T03:02:23","slug":"ai-%e5%ba%94%e7%94%a8%e5%ae%89%e5%85%a8%e6%8c%91%e6%88%98%e4%b8%8e%e6%b5%8b%e8%af%84%e5%ae%9e%e8%b7%b5%e6%8c%87%e5%8d%97","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/04\/18\/25487\/","title":{"rendered":"AI \u5e94\u7528\u5b89\u5168\u6311\u6218\u4e0e\u6d4b\u8bc4\u5b9e\u8df5\u6307\u5357"},"content":{"rendered":"<div>\n<p><img data-dominant-color=\"525b5e\" data-has-transparency=\"false\" style=\"--dominant-color: #525b5e;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-25489\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/04\/8745e6b102171f1eb8999545ef42afd0a99f4c-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" 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\u590d\u6742\u6027\uff1a\u901a\u7528\u6307\u6807\u7684\u56f0\u5883<\/h4>\n<p>\u667a\u80fd\u4f53\u5e94\u7528\u7684\u590d\u6742\u6027\u4f53\u73b0\u5728\u5176\u6d89\u53ca\u591a\u4e2a\u57fa\u7840\u6a21\u578b\u548c\u5de5\u5177\u7684\u7ec4\u5408\u4f7f\u7528\u3002\u901a\u7528\u8bc4\u4f30\u6307\u6807\u96be\u4ee5\u5b8c\u5168\u9002\u914d\u667a\u80fd\u4f53\u5e94\u7528\uff0c\u4e0d\u540c\u4efb\u52a1\u57fa\u4e8e\u4e0d\u540c\u57fa\u7840\u6a21\u578b\uff0c\u4f7f\u5f97\u5e94\u7528\u5728\u7ba1\u7406\u98ce\u9669\u65f6\u9762\u4e34\u66f4\u5927\u6311\u6218\u3002\u4e00\u4e2a\u667a\u80fd\u4f53\u5e94\u7528\u53ef\u80fd\u540c\u65f6\u8c03\u7528\u7528\u4e8e\u6587\u672c\u751f\u6210\u7684\u5927\u6a21\u578b\u548c\u7528\u4e8e\u6570\u636e\u5206\u6790\u7684\u5de5\u5177\uff0c\u5982\u4f55\u7efc\u5408\u8bc4\u4f30\u8fd9\u4e9b\u4e0d\u540c\u7ec4\u4ef6\u5e26\u6765\u7684\u98ce\u9669\uff0c\u662f\u5f53\u524d\u6d4b\u8bc4\u9762\u4e34\u7684\u96be\u9898\u3002<\/p>\n<h3>\u4e09\u3001\u4e1a\u754cAI\u5e94\u7528\u98ce\u9669\u6d4b\u8bc4\u65b9\u6cd5\u68b3\u7406<\/h3>\n<p>\u76ee\u524d\u4e1a\u754c\u7684\u6d4b\u8bc4\u65b9\u6cd5\u4e3b\u8981\u4ece\u6307\u6807\u4e30\u5bcc\u5ea6\u548c\u5bf9\u4e1a\u52a1\u7684\u9002\u914d\u80fd\u529b\u4e24\u4e2a\u7ef4\u5ea6\u8fdb\u884c\u5206\u7c7b\uff0c\u5927\u81f4\u53ef\u5206\u4e3a\u4ee5\u4e0b\u56db\u7c7b\u3002<\/p>\n<h4>1. \u57fa\u51c6\u6d4b\u8bc4\uff1a\u4f20\u7edf\u65b9\u6cd5\u7684\u5c40\u9650<\/h4>\n<p>\u57fa\u51c6\u6d4b\u8bc4\uff08Benchmark\uff09\u662f\u4e00\u79cd\u4f20\u7edf\u7684\u6d4b\u8bc4\u65b9\u5f0f\uff0c\u65e9\u671f\u4e3b\u8981\u805a\u7126\u4e8e\u57fa\u7840\u6a21\u578b\u7684\u4efb\u52a1\u5b8c\u6210\u60c5\u51b5\u3002\u8fd1\u5e74\u6765\uff0c\u90e8\u5206Benchmark\u5f00\u59cb\u589e\u52a0\u5185\u5bb9\u5b89\u5168\u76f8\u5173\u6d4b\u8bc4\uff0c\u5982\u5e7b\u89c9\u3001\u6bd2\u6027\u68c0\u6d4b\u7b49\u3002\u4f46\u8fd9\u7c7b\u65b9\u6cd5\u5927\u591a\u662f\u975e\u8fde\u7eed\u6027\u7684\uff0c\u5bf9\u4e8e\u5f00\u6e90\u6a21\u578b\u7684\u6d4b\u8bd5\u73af\u5883\u4e0e\u4f01\u4e1a\u5b9e\u9645\u4f7f\u7528\u73af\u5883\u5b58\u5728\u5dee\u5f02\uff0c\u66f4\u591a\u7528\u4e8e\u699c\u5355\u6392\u540d\u3002\u4ee5\u67d0\u5f00\u6e90\u6a21\u578b\u4e3a\u4f8b\uff0c\u5176\u6d4b\u8bd5\u73af\u5883\u662f\u81ea\u884c\u642d\u5efa\u7684\uff0c\u4e0e\u4f01\u4e1a\u5728\u5b9e\u9645\u9879\u76ee\u4e2d\u4f7f\u7528\u8be5\u5f00\u6e90\u6a21\u578b\u7684\u73af\u5883\u4e0d\u540c\uff0c\u5bfc\u81f4\u6d4b\u8bd5\u7ed3\u679c\u53ef\u80fd\u65e0\u6cd5\u771f\u5b9e\u53cd\u6620\u4f01\u4e1a\u5e94\u7528\u7684\u98ce\u9669\u72b6\u51b5\u3002<\/p>\n<h4>2. \u6a21\u578b\u5382\u5546\u6d4b\u8bc4\uff1a\u5e94\u7528\u5c42\u7684\u7f3a\u5931<\/h4>\n<p>\u6a21\u578b\u5382\u5546\u901a\u5e38\u4f1a\u6574\u5408\u591a\u79cdBenchmark\uff0c\u5728\u771f\u5b9e\u73af\u5883\u4e0b\u5bf9\u5404\u7c7b\u4efb\u52a1\u8fdb\u884c\u6d4b\u8bc4\uff0c\u6db5\u76d6\u8bed\u8a00\u7406\u89e3\u3001\u7f16\u7801\u3001\u6570\u5b66\u3001\u5e7b\u89c9\u7b49\u65b9\u9762\uff0c\u8fd1\u671f\u4e5f\u52a0\u5165\u4e86\u66f4\u591a\u5185\u5bb9\u5b89\u5168\u6d4b\u8bc4\u6807\u51c6\u3002OpenAI\u8f83\u65e9\u91c7\u7528\u5927\u6a21\u578b\u8bc4\u6d4b\u5927\u6a21\u578b\uff08LLM-as-Judge\uff09\u7684\u65b9\u5f0f\uff0c\u5e76\u5021\u5bfc\u4f7f\u7528\u601d\u7ef4\u94fe\uff08Thought Chain\uff09\u6765\u8bc4\u6d4b\u81ea\u5b9a\u4e49\u6307\u6807\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u5728\u4e1a\u754c\u88ab\u5e7f\u6cdb\u5e94\u7528\u3002\u7136\u800c\uff0c\u6a21\u578b\u5382\u5546\u7684\u8bc4\u6d4b\u4e3b\u8981\u4fa7\u91cd\u4e8e\u57fa\u7840\u6a21\u578b\u5c42\u9762\uff0c\u5bf9\u5e94\u7528\u5c42\u7684\u5173\u6ce8\u8f83\u5c11\uff0c\u4f01\u4e1a\u4ecd\u9700\u81ea\u884c\u63a2\u7d22\u5e94\u7528\u5c42\u7684\u6d4b\u8bc4\u65b9\u6cd5\u3002<\/p>\n<h4>3. 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\u5f00\u6e90\u5de5\u5177\u6d4b\u8bc4\uff1a\u6574\u5408\u7684\u9700\u6c42<\/h4>\n<p>\u5f00\u6e90\u5de5\u5177\u5982DeepEval\u3001Galileo\u3001LangSmith\u7b49\u5728\u6d4b\u8bd5\u667a\u80fd\u4f53\u5e94\u7528\u65b9\u9762\u5404\u6709\u4f18\u52bf\uff0c\u4f46\u4e5f\u5b58\u5728\u4e0d\u8db3\uff0c\u6ca1\u6709\u4e00\u6b3e\u5de5\u5177\u80fd\u591f\u5168\u9762\u89e3\u51b3\u6240\u6709\u6d4b\u8bc4\u95ee\u9898\uff0c\u9700\u8981\u4f01\u4e1a\u81ea\u884c\u6574\u5408\u4f7f\u7528\u3002DeepEval\u63d0\u4f9b\u4e86\u4e00\u4e9b\u9488\u5bf9\u667a\u80fd\u4f53\u7279\u70b9\u7684\u6307\u6807\u51fd\u6570\uff0c\u4f46\u5728\u4e0e\u5176\u4ed6\u5de5\u5177\u7684\u517c\u5bb9\u6027\u65b9\u9762\u53ef\u80fd\u5b58\u5728\u95ee\u9898\uff1bLangSmith\u5219\u66f4\u4fa7\u91cd\u4e8e\u5bf9\u8bed\u8a00\u6a21\u578b\u5e94\u7528\u7684\u76d1\u63a7\u548c\u5206\u6790\u3002<\/p>\n<h3>\u56db\u3001AI\u5e94\u7528\u98ce\u9669\u6d4b\u8bc4\u7684\u5b9e\u8df5\u601d\u8def<\/h3>\n<p>\u57fa\u4e8e\u5bf9\u4e1a\u754c\u6d4b\u8bc4\u65b9\u6cd5\u7684\u5206\u6790\uff0c\u4e3a\u6709\u6548\u8fdb\u884cAI\u98ce\u9669\u6d4b\u8bc4\uff0c\u53ef\u4ece\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\u5165\u624b\u3002<\/p>\n<h4>1. \u6784\u5efa\u667a\u80fd\u4f53\uff1a\u9009\u62e9\u5408\u9002\u7684\u6846\u67b6<\/h4>\n<p>\u63a8\u8350\u4f7f\u7528Lang chain\u6784\u5efa\u667a\u80fd\u4f53\u3002Lang chain\u53ef\u4ee5\u901a\u8fc7\u5185\u90e8\u51fd\u6570\u76d1\u63a7\u6bcf\u4e2a\u51fd\u6570\u7684\u8c03\u7528\u6210\u672c\u548c\u6027\u80fd\uff0c\u8fd9\u5bf9\u4e8e\u4f01\u4e1a\u843d\u5730\u5e94\u7528\u81f3\u5173\u91cd\u8981\u3002\u901a\u8fc7Lang chain\uff0c\u4f01\u4e1a\u53ef\u4ee5\u6e05\u6670\u4e86\u89e3\u667a\u80fd\u4f53\u5728\u8c03\u7528\u4e0d\u540c\u5de5\u5177\u65f6\u7684\u8d44\u6e90\u6d88\u8017\u60c5\u51b5\uff0c\u4ece\u800c\u8bc4\u4f30\u5176\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u53ef\u884c\u6027\uff0c\u4e3a\u4f18\u5316\u667a\u80fd\u4f53\u6027\u80fd\u63d0\u4f9b\u4f9d\u636e\u3002<\/p>\n<h4>2. 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chain\u5b9a\u4e49\u5927\u6a21\u578b\u8bc4\u4f30\u5668\uff0c\u53ef\u53c2\u8003OpenAI\u7684\u505a\u6cd5\uff0c\u5229\u7528\u5927\u6a21\u578b\u7684\u7ed3\u6784\u5316\u8f93\u51fa\u529f\u80fd\uff0c\u5bf9\u667a\u80fd\u4f53\u7684\u8f93\u51fa\u8fdb\u884c\u8bc4\u4f30\u3002\u901a\u8fc7\u8bbe\u5b9a\u8bc4\u4f30\u6587\u6863\u76f8\u5173\u6027\u7684\u4efb\u52a1\uff0c\u8ba9\u5927\u6a21\u578b\u5224\u65ad\u68c0\u7d22\u5230\u7684\u6587\u6863\u4e0e\u7528\u6237\u95ee\u9898\u7684\u76f8\u5173\u6027\uff0c\u7ed9\u51fa\u201c\u662f\u201d\u6216\u201c\u5426\u201d\u7684\u8bc4\u5206\uff0c\u63d0\u9ad8\u8bc4\u4f30\u7684\u51c6\u786e\u6027\u548c\u6548\u7387\u3002<\/p>\n<h4>3. 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