{"id":16784,"date":"2026-08-12T00:00:24","date_gmt":"2026-08-11T14:00:24","guid":{"rendered":"https:\/\/geoffreychen.com\/why-benchmark-success-can-fail-at-real-work\/"},"modified":"2026-08-12T00:00:24","modified_gmt":"2026-08-11T14:00:24","slug":"why-benchmark-success-can-fail-at-real-work","status":"publish","type":"post","link":"https:\/\/geoffreychen.com\/zh\/why-benchmark-success-can-fail-at-real-work\/","title":{"rendered":"AI\u5728\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u5f88\u597d\uff0c\u4e3a\u4ec0\u4e48\u5230\u4e86\u771f\u5b9e\u5de5\u4f5c\u4ecd\u53ef\u80fd\u5931\u8d25\uff1f"},"content":{"rendered":"<\/p>\n<p><em>\u300aAI\u8fdb\u5165\u5de5\u4f5c\u4e4b\u540e\u300b\u00b7 \u7b2c\u4e8c\u5b63\u201c\u4ece\u4e2a\u4eba\u5de5\u5177\u5230\u7ec4\u7ec7\u80fd\u529b\u201d\u00b7 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href=\"https:\/\/ai-challenges.nist.gov\/aria\" target=\"_blank\" rel=\"noopener\">NIST\uff1aAssessing Risks and Impacts of AI<\/a> \u5176\u8bd5\u70b9\u8bc4\u6d4b\u62a5\u544a\u8fdb\u4e00\u6b65\u63cf\u8ff0\u4e86\u60c5\u5883\u3001\u5bf9\u8bdd\u6807\u6ce8\u548c\u6d4b\u91cf\u6811\u7b49\u65b9\u6cd5\u3002<a href=\"https:\/\/www.nist.gov\/publications\/assessing-risks-and-impacts-ai-aria-pilot-evaluation-report\" target=\"_blank\" rel=\"noopener\">NIST\uff1aARIA Pilot Evaluation Report<\/a><\/p>\n<h2>\u6d4b\u8bd5\u96c6\u5bb9\u6613\u5ffd\u7565\u201c\u5de5\u4f5c\u600e\u6837\u5931\u8d25\u201d<\/h2>\n<p>\u5982\u679c\u8bc4\u6d4b\u53ea\u51c6\u5907\u6b63\u5e38\u8f93\u5165\uff0c\u5b83\u4f1a\u9ad8\u4f30\u7cfb\u7edf\u5728\u8fb9\u7f18\u6761\u4ef6\u4e0b\u7684\u80fd\u529b\u3002\u771f\u5b9e\u6d4b\u8bd5\u5e94\u5305\u542b\u65e7\u6587\u4ef6\u3001\u77db\u76fe\u89c4\u5219\u3001\u7f3a\u5931\u8d44\u6599\u3001\u65e0\u6743\u8bbf\u95ee\u3001\u6076\u610f\u5185\u5bb9\u3001\u5de5\u5177\u8d85\u65f6\u548c\u65e0\u6cd5\u5b8c\u6210\u7684\u8bf7\u6c42\u3002<\/p>\n<p>\u8fd8\u8981\u68c0\u67e5\u7cfb\u7edf\u662f\u5426\u77e5\u9053\u4f55\u65f6\u505c\u6b62\u3002\u4e00\u4e2a\u5728\u6240\u6709\u95ee\u9898\u4e0a\u90fd\u7ed9\u51fa\u7b54\u6848\u7684\u6a21\u578b\uff0c\u53ef\u80fd\u6bd4\u80fd\u591f\u660e\u786e\u8bf4\u201c\u8bc1\u636e\u4e0d\u8db3\uff0c\u9700\u8981\u4eba\u5de5\u786e\u8ba4\u201d\u7684\u6a21\u578b\u5f97\u5230\u66f4\u9ad8\u8868\u9762\u5b8c\u6210\u7387\uff0c\u5374\u7ed9\u7ec4\u7ec7\u5e26\u6765\u66f4\u5927\u98ce\u9669\u3002<\/p>\n<p>\u8bc4\u5206\u4e5f\u5e94\u533a\u5206\u9519\u8bef\u7c7b\u578b\u3002\u5ba2\u6237\u4fe1\u4ef6\u4e2d\u7684\u6807\u70b9\u95ee\u9898\uff0c\u4e0e\u9519\u8bef\u8bf4\u660e\u6cd5\u5b9a\u6743\u5229\u4e0d\u80fd\u4f7f\u7528\u540c\u4e00\u4e2a\u5e73\u5747\u51c6\u786e\u7387\u62b5\u6d88\u3002\u9ad8\u540e\u679c\u5931\u8d25\u5e94\u88ab\u5355\u72ec\u8bbe\u4e3a\u53d1\u5e03\u963b\u65ad\u6761\u4ef6\u3002<\/p>\n<h2>\u771f\u5b9e\u4e13\u5bb6\u4efb\u52a1\u4e3a\u4f55\u4e0e\u6807\u51c6\u4efb\u52a1\u4e0d\u540c<\/h2>\n<p>METR\u57282025\u5e74\u7814\u7a76\u7ecf\u9a8c\u4e30\u5bcc\u7684\u5f00\u6e90\u5f00\u53d1\u8005\u5904\u7406\u81ea\u5df1\u719f\u6089\u7684\u5927\u578b\u4ee3\u7801\u5e93\uff0c\u53d1\u73b0\u5f53\u65f6\u5de5\u5177\u4f7f\u53c2\u4e0e\u8005\u5e73\u5747\u7528\u65f6\u589e\u52a0\u3002\u7814\u7a76\u8005\u7279\u522b\u6307\u51fa\uff0c\u5e38\u89c1\u7f16\u7801\u57fa\u51c6\u4e3a\u4e86\u53ef\u89c4\u6a21\u5316\u6d4b\u8bd5\uff0c\u5f80\u5f80\u4f7f\u7528\u81ea\u5305\u542b\u4efb\u52a1\uff0c\u800c\u771f\u5b9e\u4efb\u52a1\u9700\u8981\u5927\u91cf\u65e2\u6709\u60c5\u5883\u3002<a href=\"https:\/\/metr.org\/blog\/2025-07-10-early-2025-ai-experienced-os-dev-study\/\" target=\"_blank\" rel=\"noopener\">METR\uff1aMeasuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity<\/a><\/p>\n<p>\u52302026\u5e74\uff0c\u5de5\u5177\u548c\u4f7f\u7528\u4e60\u60ef\u53d1\u751f\u53d8\u5316\uff0cMETR\u4e5f\u8c03\u6574\u4e86\u540e\u7eed\u5b9e\u9a8c\u8bbe\u8ba1\uff0c\u5e76\u660e\u786e\u8ba8\u8bba\u6837\u672c\u9009\u62e9\u548c\u53c2\u4e0e\u8005\u4e0d\u613f\u5728\u65e0AI\u6761\u4ef6\u4e0b\u5de5\u4f5c\u5e26\u6765\u7684\u504f\u5dee\u3002<a href=\"https:\/\/metr.org\/blog\/2026-02-24-uplift-update\/\" target=\"_blank\" rel=\"noopener\">METR\uff1aChanging our Developer Productivity Experiment Design<\/a><\/p>\n<p>\u8fd9\u4e24\u4efd\u6750\u6599\u5171\u540c\u8bf4\u660e\uff1a\u80fd\u529b\u4f1a\u53d8\u5316\uff0c\u8bc4\u6d4b\u65b9\u6cd5\u4e5f\u4f1a\u88ab\u4f7f\u7528\u73af\u5883\u53cd\u8fc7\u6765\u5f71\u54cd\u3002\u7ec4\u7ec7\u4e0d\u80fd\u628a\u4e00\u4e2a\u65e7\u5206\u6570\u6c38\u4e45\u5199\u5165\u91c7\u8d2d\u7406\u7531\u3002<\/p>\n<h2>\u4ece\u201c\u9009\u6a21\u578b\u201d\u8f6c\u5411\u201c\u9a8c\u8bc1\u7528\u4f8b\u201d<\/h2>\n<p>\u4e00\u4e2a\u53ef\u7528\u7684\u7ec4\u7ec7\u8bc4\u6d4b\u5e94\u4ece\u771f\u5b9e\u5de5\u4f5c\u8bb0\u5f55\u4e2d\u62bd\u53d6\u4efb\u52a1\uff0c\u53bb\u9664\u4e0d\u5fc5\u8981\u4e2a\u4eba\u4fe1\u606f\uff0c\u5e76\u4fdd\u7559\u96be\u5ea6\u4e0e\u4f8b\u5916\u3002\u6d4b\u8bd5\u5bf9\u8c61\u4e0d\u662f\u88f8\u6a21\u578b\uff0c\u800c\u662f\u5b8c\u6574\u914d\u7f6e\uff1a\u7cfb\u7edf\u63d0\u793a\u3001\u68c0\u7d22\u5e93\u3001\u5de5\u5177\u3001\u6743\u9650\u3001\u754c\u9762\u548c\u4eba\u5de5\u6b65\u9aa4\u3002<\/p>\n<p>\u8bc4\u6d4b\u81f3\u5c11\u9700\u8981\u56db\u7ec4\u6307\u6807\uff1a\u4efb\u52a1\u662f\u5426\u6b63\u786e\u5b8c\u6210\uff1b\u91cd\u8981\u9650\u5236\u662f\u5426\u9075\u5b88\uff1b\u9700\u8981\u7684\u8bc1\u636e\u548c\u8bb0\u5f55\u662f\u5426\u4fdd\u7559\uff1b\u5f53\u7cfb\u7edf\u4e0d\u786e\u5b9a\u6216\u5931\u8d25\u65f6\uff0c\u662f\u5426\u6b63\u786e\u5347\u7ea7\u3002<\/p>\n<p>\u8fd8\u5e94\u6309\u7528\u6237\u7ecf\u9a8c\u3001\u4efb\u52a1\u7c7b\u578b\u548c\u53d7\u5f71\u54cd\u7fa4\u4f53\u62c6\u5206\u7ed3\u679c\u3002\u5e73\u5747\u6210\u7ee9\u53ef\u80fd\u63a9\u76d6\u7cfb\u7edf\u5bf9\u5c11\u6570\u590d\u6742\u6848\u4ef6\u6301\u7eed\u5931\u8d25\u3002<\/p>\n<p>NIST\u5173\u4e8eAI\u6d4b\u8bd5\u3001\u8bc4\u4f30\u3001\u9a8c\u8bc1\u4e0e\u786e\u8ba4\u7684\u5de5\u4f5c\u5f3a\u8c03\uff0c\u6d4b\u91cf\u65b9\u5f0f\u4f1a\u968f\u7cfb\u7edf\u8fd0\u884c\u60c5\u5883\u6539\u53d8\u3002<a href=\"https:\/\/www.nist.gov\/ai-test-evaluation-validation-and-verification-tevv\" target=\"_blank\" rel=\"noopener\">NIST\uff1aAI TEVV<\/a> 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href=\"https:\/\/ai-challenges.nist.gov\/aria\" target=\"_blank\" rel=\"noopener\">NIST\uff1aAssessing Risks and Impacts of AI<\/a><\/li>\n<li><a href=\"https:\/\/www.nist.gov\/publications\/assessing-risks-and-impacts-ai-aria-pilot-evaluation-report\" target=\"_blank\" rel=\"noopener\">NIST\uff1aARIA Pilot Evaluation Report<\/a><\/li>\n<li><a href=\"https:\/\/www.nist.gov\/ai-test-evaluation-validation-and-verification-tevv\" target=\"_blank\" rel=\"noopener\">NIST\uff1aAI Test, Evaluation, Validation and Verification<\/a><\/li>\n<li><a href=\"https:\/\/metr.org\/blog\/2025-07-10-early-2025-ai-experienced-os-dev-study\/\" target=\"_blank\" rel=\"noopener\">METR\uff1aMeasuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity<\/a><\/li>\n<li><a href=\"https:\/\/metr.org\/blog\/2026-02-24-uplift-update\/\" target=\"_blank\" rel=\"noopener\">METR\uff1aWe are Changing our Developer Productivity Experiment Design<\/a><\/li>\n<\/ul>\n<p><strong>\u7ee7\u7eed\u9605\u8bfb\uff1a<\/strong><a href=\"https:\/\/geoffreychen.com\/zh\/category\/ai-frontiers\/after-ai-enters-the-workflow\/\">\u6d4f\u89c8\u300aAI\u8fdb\u5165\u5de5\u4f5c\u4e4b\u540e\u300b\u7cfb\u5217\u6587\u7ae0<\/a><\/p>\n<p>","protected":false},"excerpt":{"rendered":"","protected":false},"author":17897162,"featured_media":0,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":true,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_geoff_meta_description_en":"Why a model\u2019s strong public benchmark score can still fail in production\u2014because real work depends on context, governance, and validated workflows, not just 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