{"id":27,"date":"2026-10-21T09:22:36","date_gmt":"2026-10-21T01:22:36","guid":{"rendered":"https:\/\/aicrunchx.com\/cn\/?p=27"},"modified":"2026-10-21T09:26:44","modified_gmt":"2026-10-21T01:26:44","slug":"%e5%89%8d%e6%b2%bfai%e5%9f%ba%e5%87%86%e6%98%af%e6%80%8e%e6%a0%b7%e7%82%bc%e6%88%90%e7%9a%84%ef%bc%9fterminal-bench-science%e3%80%81judgmentbench%e3%80%81slopcodebench-%e4%b8%89%e4%bd%8d%e8%b4%9f","status":"publish","type":"post","link":"https:\/\/aicrunchx.com\/cn\/archives\/27","title":{"rendered":"\u524d\u6cbfAI\u57fa\u51c6\u662f\u600e\u6837\u70bc\u6210\u7684\uff1fTerminal-Bench-Science\u3001JudgmentBench\u3001SlopCodeBench \u4e09\u4f4d\u8d1f\u8d23\u4eba\u5706\u684c\u5b9e\u5f55"},"content":{"rendered":"<blockquote class=\"wp-block-quote\">\n<p>\u5728 Snorkel AI \u4e3b\u529e\u7684 Frontier Data Summit 2026 \u4e0a\uff0cTerminal-Bench-Science\u3001JudgmentBench\u3001SlopCodeBench \u4e09\u4e2a\u5f00\u653e\u57fa\u51c6\u9879\u76ee\u7684\u8d1f\u8d23\u4eba\uff0c\u4e0e\u4e3b\u6301\u4eba Vincent Sunn Chen \u56f4\u7ed5&#8221;\u5982\u4f55\u4e3a\u524d\u6cbf\u5927\u6a21\u578b\u6784\u5efa\u5e76\u7ef4\u62a4\u53ef\u9760\u7684\u516c\u5f00\u57fa\u51c6&#8221;\u5c55\u5f00\u5706\u684c\u5bf9\u8bdd\u3002\u4ed6\u4eec\u5206\u4eab\u4e86\u9020\u9898\u8fc7\u7a0b\u4e2d\u6700\u610f\u5916\u7684\u53d1\u73b0\u3001\u771f\u5b9e\u6027\u4e0e\u53ef\u6d4b\u91cf\u6027\u4e4b\u95f4\u7684\u8270\u96be\u6743\u8861\u3001\u9886\u57df\u4e13\u5bb6\u4e0e AI agent \u534f\u4f5c\u9020\u9898\u7684\u5de5\u4f5c\u6d41\u3001\u8bc4\u5206\u9a8c\u8bc1\u5668\u7684\u8bbe\u8ba1\u54f2\u5b66\uff0c\u4ee5\u53ca\u5bf9 benchmaxing\uff08\u5e94\u8bd5\u5237\u5206\uff09\u3001\u6d4b\u8bd5\u96c6\u6c61\u67d3\u548c\u81ea\u52a8\u5316\u9020\u9898\u7684\u770b\u6cd5\u3002<\/p>\n<\/blockquote>\n<figure class=\"wp-block-image size-large\"><img src=https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/moderator-opens-benchmark-panel.jpg\" alt=\"Moderator opens benchmark panel\" \/><figcaption>Moderator opens benchmark panel<\/figcaption><\/figure>\n<h2>\u4e00\u3001\u5706\u684c\u80cc\u666f\uff1a\u4e09\u4e2a\u57fa\u51c6\uff0c\u4e09\u79cd\u573a\u666f<\/h2>\n<p>\u8fd9\u573a\u5706\u684c\u7531 Snorkel AI \u521b\u59cb\u56e2\u961f\u6210\u5458 Vincent Sunn Chen \u4e3b\u6301\uff0c\u4e09\u4f4d\u9879\u76ee\u8d1f\u8d23\u4eba\u5206\u522b\u6765\u81ea\u4e0d\u540c\u5b66\u79d1\u9886\u57df\uff1a\u65af\u5766\u798f\u5927\u5b66\u535a\u58eb\u751f Steven Dillmann \u662f Terminal-Bench-Science \u7684\u9879\u76ee\u8d1f\u8d23\u4eba\uff0c\u8be5\u57fa\u51c6\u9762\u5411\u79d1\u5b66\u7814\u7a76\u573a\u666f\uff1b\u5fae\u8f6f\u5e94\u7528\u79d1\u5b66\u5bb6 Russell Yang \u8d1f\u8d23 JudgmentBench\uff0c\u805a\u7126\u6cd5\u5f8b\u9886\u57df\u7684\u5224\u65ad\u80fd\u529b\u8bc4\u6d4b\uff1b\u5a01\u65af\u5eb7\u661f\u5927\u5b66\u9ea6\u8fea\u900a\u5206\u6821\uff08UW-Madison\uff09\u535a\u58eb\u751f Gabriel Orlanski \u662f SlopCodeBench \u7684\u9879\u76ee\u8d1f\u8d23\u4eba\uff0c\u805a\u7126\u4ee3\u7801\u751f\u6210\u4e0e agent \u7f16\u7a0b\u3002\u4e09\u4e2a\u9879\u76ee\u90fd\u83b7\u5f97\u4e86 Snorkel AI \u5f00\u653e\u57fa\u51c6\u8d44\u52a9\u8ba1\u5212\uff08Open Benchmarks Grants\uff09\u7684\u652f\u6301\u3002\u5706\u684c\u5728\u95ea\u7535\u6f14\u8bb2\u4e4b\u540e\u5f00\u59cb\uff0c\u8986\u76d6\u79d1\u5b66\u3001\u7f16\u7a0b\u3001\u6cd5\u5f8b\u7b49\u591a\u4e2a\u65b0\u8fd1\u6d8c\u73b0\u7684\u57fa\u51c6\u65b9\u5411\u3002<\/p>\n<h2>\u4e8c\u3001\u5efa\u57fa\u51c6\u6700\u610f\u5916\u7684\u53d1\u73b0<\/h2>\n<p>\u4e3b\u6301\u4eba\u629b\u51fa\u7684\u7b2c\u4e00\u4e2a\u95ee\u9898\u662f\uff1a\u5728\u6784\u5efa\u5404\u81ea\u57fa\u51c6\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6700\u4ee4\u4f60\u610f\u5916\u7684\u4e8b\u60c5\u662f\u4ec0\u4e48\uff1f<\/p>\n<p>JudgmentBench \u7684 Russell Yang \u9996\u5148\u56de\u7b54\u3002\u4ed6\u6700\u610f\u5916\u7684\u662f\u5f8b\u5e08\u7fa4\u4f53\u613f\u610f\u65e0\u507f\uff08pro bono\uff09\u53c2\u4e0e\u9020\u9898\u3002\u4ed6\u539f\u672c\u62c5\u5fc3\u5360\u7528\u5f8b\u5e08\u4e09\u5341\u5206\u949f\u5c31\u76f8\u5f53\u4e8e\u6d6a\u8d39\u4e94\u767e\u7f8e\u5143\u7684\u4e13\u4e1a\u65f6\u95f4\uff0c\u4f46\u5b9e\u9645\u63a5\u89e6\u4e0b\u6765\uff0c\u65e0\u8bba\u662f Snorkel \u7684\u6807\u6ce8\u5458\uff0c\u8fd8\u662f\u5408\u4f5c\u5927\u5f8b\u6240\u7684\u5f8b\u5e08\uff0c\u90fd\u70ed\u60c5\u5730\u4e3a\u5f00\u653e\u57fa\u51c6\u505a\u8d21\u732e\u3002\u4ed6\u8fd8\u63d0\u5230\uff0c\u9664\u4e86 JudgmentBench\uff0c\u56e2\u961f\u8fd1\u671f\u8fd8\u53d1\u5e03\u4e86\u53e6\u4e00\u4e2a\u5f00\u653e\u57fa\u51c6 Library Design Bench\u3002<\/p>\n<p>SlopCodeBench \u7684 Gabriel Orlanski \u7684\u610f\u5916\u5219\u6765\u81ea\u5bf9 agent \u884c\u4e3a\u7684\u89c2\u5bdf\uff1a\u7f16\u7a0b agent \u5b8c\u5168\u6ca1\u6709&#8221;\u81ea\u5df1\u5199\u7684\u4ee3\u7801\u5c06\u6765\u4f1a\u88ab\u600e\u6837\u4f7f\u7528&#8221;\u7684\u6982\u5ff5\u3002\u5728\u52a8\u624b\u505a\u9879\u76ee\u4e4b\u524d\uff0c\u4ed6\u76f4\u89c9\u4ee5\u4e3a agent \u4f1a\u8003\u8651\u4ee3\u7801\u7684\u957f\u671f\u7528\u9014\uff0c\u4f46\u5b9e\u9645\u4e0a agent \u53ea\u89e3\u51b3\u773c\u524d\u8fd9\u4e00\u4e2a\u95ee\u9898\uff0c\u6839\u672c\u4e0d\u5173\u5fc3\u4ee3\u7801\u4e4b\u540e\u4f1a\u53d1\u751f\u4ec0\u4e48\u3002<\/p>\n<p>Terminal-Bench-Science \u7684 Steven Dillmann \u5219\u4f53\u4f1a\u5230\u9020\u9898\u672c\u8eab\u7684\u96be\u5ea6\u3002\u534a\u5e74\u524d\u4ed6\u81ea\u5df1\u8bd5\u7740\u9020\u4e00\u9053\u793a\u4f8b\u9898\uff0c\u672c\u4ee5\u4e3a\u96be\u5ea6\u521a\u597d\uff0c\u7ed3\u679c\u53d1\u73b0\u9020\u9898\u6781\u5176\u56f0\u96be\uff1b\u800c\u5230\u4eca\u5929\uff0c\u8981\u4e3a\u524d\u6cbf\u6a21\u578b\u9020\u51fa\u771f\u6b63\u6709\u6311\u6218\u6027\u7684\u9898\uff0c\u6bd4\u534a\u5e74\u524d\u8fd8\u8981\u96be\u5f97\u591a\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img src=https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/lawyers-joined-pro-bono.jpg\" alt=\"Lawyers joined pro bono\" \/><figcaption>Lawyers joined pro bono<\/figcaption><\/figure>\n<h2>\u4e09\u3001\u771f\u5b9e\u6027\u4e0e\u53ef\u9760\u6d4b\u91cf\uff1a\u6700\u96be\u7684\u6743\u8861<\/h2>\n<p>\u7b2c\u4e8c\u4e2a\u95ee\u9898\u56f4\u7ed5\u4e00\u4e2a\u6838\u5fc3\u77db\u76fe\uff1a\u5982\u4f55\u5728\u6355\u6349&#8221;\u771f\u5b9e\u5de5\u4f5c&#8221;\u4e0e&#8221;\u53ef\u9760\u6d4b\u91cf&#8221;\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\uff1f<\/p>\n<p>Russell Yang \u6307\u51fa\uff0c\u5728\u6cd5\u5f8b\u8fd9\u7c7b\u9886\u57df\uff0c\u591a\u4e86\u4e00\u5c42\u6bd4\u8f83\u5bf9\u8c61\u7684\u95ee\u9898\uff1a\u6211\u4eec\u5230\u5e95\u5728\u6bd4\u8f83\u8c01\u7684\u5de5\u4f5c\uff1f\u4eba\u7c7b\u7684\u597d\u5de5\u4f5c\u4e0e\u4eba\u7c7b\u7684\u5dee\u5de5\u4f5c\u4e4b\u95f4\u5b58\u5728\u5dee\u8ddd\uff0c\u6a21\u578b\u7684\u597d\u8f93\u51fa\u4e0e\u574f\u8f93\u51fa\u4e4b\u95f4\u540c\u6837\u5b58\u5728\u5dee\u8ddd\u3002\u57fa\u51c6\u6700\u7ec8\u5173\u5fc3\u7684\u662f\u6a21\u578b\u8868\u73b0\uff0c\u56e0\u6b64\u5fc5\u987b\u63a5\u53d7\u6743\u8861\u2014\u2014\u8bf1\u5bfc\u8d28\u91cf\u5dee\u5f02\u7684\u65b9\u5f0f\uff0c\u672a\u5fc5\u7b49\u540c\u4e8e\u4f18\u79c0\u5f8b\u5e08\u52a9\u7406\u4e0e\u5e73\u5eb8\u5f8b\u5e08\u52a9\u7406\u5904\u7406\u5de5\u4f5c\u7684\u65b9\u5f0f\u3002<\/p>\n<p>Gabriel Orlanski \u8ba4\u4e3a\u4ee3\u7801\u9886\u57df\u7684\u5904\u5883\u5c24\u5176\u7279\u6b8a\uff1a\u9898\u76ee\u65e2\u8981\u8ba9 agent \u80fd\u591f\u89e3\u51fa\u6765\uff0c\u53c8\u8981\u53cd\u6620\u771f\u5b9e\u7528\u6237\u4f1a\u600e\u6837\u7ed9 agent \u4e0b\u6307\u4ee4\u3002\u7528\u6237\u6a21\u62df\u65b9\u9762\u5df2\u6709\u4e0d\u5c11\u8fdb\u5c55\uff0c\u8ba9\u7528\u6237\u6210\u4e3a\u57fa\u51c6\u7684\u4e00\u90e8\u5206\uff0c\u4f46&#8221;\u5982\u4f55\u5199\u51fa\u4e00\u4efd\u65e2\u771f\u5b9e\u53c8\u53ef\u89e3\u7684\u89c4\u683c\u8bf4\u660e\u4e66&#8221;\uff0c\u81f3\u4eca\u4ecd\u662f\u56e2\u961f\u5728\u653b\u514b\u7684\u96be\u9898\u3002<\/p>\n<p>Steven Dillmann \u7528\u4e00\u53e5&#8221;\u79d1\u5b66\u662f sloppy\uff08\u7c97\u7cd9\u3001\u4e0d\u6574\u9f50\u7684\uff09&#8221;\u6982\u62ec\u4e86 Terminal-Bench-Science \u7684\u56f0\u5883\uff1a\u79d1\u5b66\u5e76\u4e0d\u662f\u7b80\u5355\u7684&#8221;\u5bf9\u6216\u9519&#8221;\uff0c\u4f46\u57fa\u51c6\u53c8\u5fc5\u987b\u63d0\u4f9b\u5ba2\u89c2\u53ef\u9a8c\u8bc1\u3001\u4ee5\u7ed3\u679c\u4e3a\u51c6\u7684\u5224\u636e\u2014\u2014\u8fbe\u5230\u6307\u5b9a\u7ed3\u679c\u5373\u901a\u8fc7\uff0c\u5426\u5219\u5931\u8d25\u3002\u95ee\u9898\u5728\u4e8e\uff0c\u79d1\u5b66\u662f\u4e00\u6574\u4e2a\u8fc7\u7a0b\uff0c\u57fa\u51c6\u4e0d\u53ef\u80fd\u81ea\u52a8\u6355\u6349\u5168\u90e8\u8fc7\u7a0b\uff1b\u4e00\u4f4d\u4e13\u5bb6\u7528\u8fd9\u79cd\u65b9\u6cd5\u89e3\u9898\uff0c\u53e6\u4e00\u4f4d\u4e13\u5bb6\u7528\u540c\u6837\u6709\u6548\u7684\u53e6\u4e00\u79cd\u65b9\u6cd5\uff0c\u9a8c\u8bc1\u5668\u5fc5\u987b\u5bf9\u6240\u6709\u6709\u6548\u8def\u5f84\u4fdd\u6301\u5bbd\u5bb9\u3002\u6ca1\u6709\u4efb\u4f55\u57fa\u51c6\u80fd\u767e\u5206\u4e4b\u767e\u6620\u5c04\u73b0\u5b9e\uff0c\u8fd9\u662f\u5fc5\u987b\u63a5\u53d7\u7684\u73b0\u5b9e\u3002<\/p>\n<p>\u4ed6\u8fd8\u63d0\u5230\u53e6\u4e00\u4e2a\u6743\u8861\uff1a\u79d1\u5b66\u5bb6\u5e76\u4e0d\u4f1a\u628a agent \u5f53\u6210&#8221;\u4ece\u96f6\u505a\u5230\u4e00\u767e&#8221;\u7684\u5168\u81ea\u52a8\u5de5\u5177\uff0c\u800c\u662f\u628a\u5b83\u5f53\u6210\u4ea4\u4e92\u5f0f\u7684\u7814\u7a76\u52a9\u624b\u4f7f\u7528\u2014\u2014\u8fd9\u6070\u6070\u662f\u57fa\u51c6\u5e0c\u671b\u63a8\u52a8\u7684\u65b9\u5411\uff0c\u4e0d\u662f\u8ba9 AI \u5305\u529e\u5168\u90e8\u79d1\u5b66\uff0c\u800c\u662f\u8ba9\u5b83\u6210\u4e3a\u53ef\u9760\u7684\u7814\u7a76\u52a9\u624b\uff1b\u4f46\u6d4b\u8bd5\u4efb\u52a1\u672c\u8eab\u53c8\u5fc5\u987b\u4ee5\u81ea\u4e3b\u65b9\u5f0f\u8fd0\u884c\uff0c\u8fd9\u672c\u8eab\u5c31\u662f\u4e00\u5bf9\u77db\u76fe\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img src=https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/realism-vs-reliable-scoring.jpg\" alt=\"Realism versus reliable scoring\" \/><figcaption>Realism versus reliable scoring<\/figcaption><\/figure>\n<h2>\u56db\u3001\u9886\u57df\u4e13\u5bb6\u4e0e AI agent \u534f\u4f5c\u9020\u9898<\/h2>\n<p>\u7b2c\u4e09\u4e2a\u95ee\u9898\u662f\uff1a\u5728&#8221;\u4f9d\u9760\u4e13\u5bb6&#8221;\u4e0e&#8221;\u7528 agent \u589e\u5f3a&#8221;\u4e4b\u95f4\uff0c\u4f60\u4eec\u6c89\u6dc0\u51fa\u4e86\u54ea\u4e9b\u5177\u4f53\u7684\u5de5\u4f5c\u6d41\uff1f<\/p>\n<p>Steven Dillmann \u5f3a\u8c03\uff0cTerminal-Bench-Science \u5168\u90e8\u9898\u76ee\u90fd\u6765\u81ea\u771f\u6b63\u7684\u9886\u57df\u4e13\u5bb6\uff0c\u800c\u975e\u6570\u636e\u4f9b\u5e94\u5546\uff0c\u4e5f\u4e0d\u662f\u8ba1\u7b97\u673a\u80cc\u666f\u4eba\u5458\u66ff AI \u51fa\u9898\uff1b\u5ba1\u9898\u7684\u4eba\u7c7b\u8bc4\u5ba1\u540c\u6837\u662f\u5404\u81ea\u9886\u57df\u7684\u4e13\u5bb6\u3002\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u56e2\u961f\u5927\u91cf\u4f7f\u7528 AI \u5206\u6790 agent \u7684\u89e3\u9898\u8f68\u8ff9\uff08trajectory\uff09\u3002\u5ba1\u9898\u6700\u91cd\u8981\u7684\u5de5\u4f5c\u4e4b\u4e00\u5c31\u662f\u4ece\u8f68\u8ff9\u4e2d\u53d1\u73b0\u9898\u76ee\u9690\u542b\u7684\u9519\u8bef\u5047\u8bbe\u2014\u2014\u9898\u76ee\u91cc\u6709\u4e00\u4e2a\u6ca1\u5199\u660e\u7684 broken assumption\uff0c\u5f80\u5f80\u53ea\u6709\u901a\u8fc7\u56de\u653e agent \u7684\u601d\u8003\u8def\u5f84\u624d\u80fd\u66b4\u9732\u51fa\u6765\uff0c\u56e0\u6b64\u56e2\u961f\u7528 AI agent \u901a\u8bfb\u8f68\u8ff9\u3001\u8bc6\u522b\u8fd9\u7c7b\u7f3a\u9677\u3002<\/p>\n<p>Gabriel Orlanski \u8ba4\u540c&#8221;\u9886\u57df\u4e13\u5bb6\u62c5\u4efb\u6700\u7ec8\u88c1\u5224&#8221;\u662f\u6240\u6709\u57fa\u51c6\u5171\u901a\u7684\u6700\u91cd\u8981\u4e00\u73af\u3002\u4e24\u4e2a\u9879\u76ee\u90fd\u91c7\u53d6\u540c\u4e00\u601d\u8def\uff1a\u5c3d\u91cf\u51cf\u5c11\u4eba\u7c7b\u8bc4\u5ba1\u7684\u5de5\u4f5c\u91cf\uff0c\u53ea\u628a\u6307\u4ee4\u548c\u9ad8\u5c42\u601d\u8def\u4ea4\u7ed9\u4ed6\u4eec\u3002\u4ed6\u7279\u522b\u63d0\u5230\uff0c\u5f00\u653e\u57fa\u51c6\u793e\u533a\u6b63\u9010\u6e10\u5931\u53bb\u5bf9&#8221;\u771f\u5b9e\u8f68\u8ff9\u3001\u771f\u5b9e\u601d\u8003\u75d5\u8ff9&#8221;\u7684\u8bbf\u95ee\u6743\u2014\u2014\u524d\u6cbf\u5b9e\u9a8c\u5ba4\u7684\u63a8\u7406\u8fc7\u7a0b\u88ab\u9690\u85cf\uff0c\u5916\u90e8\u5f88\u96be\u5224\u65ad\u9898\u76ee\u54ea\u91cc\u542b\u7cca\u4e0d\u6e05\u3002\u800c\u771f\u5b9e\u7684\u8f68\u8ff9\u662f\u4ed6\u4eec\u5206\u6790\u9898\u76ee\u6b67\u4e49\u6027\u7684\u5173\u952e\u6750\u6599\uff1a\u53e6\u4e00\u4e2a agent \u9605\u8bfb\u8f68\u8ff9\u540e\u624d\u80fd\u8bc6\u522b\u51fa&#8221;\u8fd9\u91cc\u5176\u5b9e\u5b8c\u5168\u6a21\u7cca&#8221;\u3002<\/p>\n<p>Russell Yang \u8865\u5145\u4e86\u4e00\u4e2a\u4e13\u5bb6\u5206\u6b67\u95ee\u9898\uff1a\u5f53\u4eba\u7c7b\u4e13\u5bb6\u610f\u89c1\u4e0d\u4e00\u81f4\u65f6\uff0c\u81ea\u52a8\u8bc4\u5206\u5668\u5e94\u8be5\u903c\u8fd1\u8c01\u7684\u5224\u65ad\uff1f\u662f\u903c\u8fd1\u805a\u5408\u540e\u7684\u5e73\u5747\u5224\u65ad\uff0c\u8fd8\u662f\u628a\u4e3b\u89c2\u6027\u4e0e\u8bef\u5dee\u62c6\u5f00\uff0c\u5148\u6d88\u9664\u8bef\u5dee\u3001\u518d\u4fdd\u7559\u90e8\u5206\u4e3b\u89c2\u6027\uff1f\u8fd9\u662f\u81ea\u52a8\u6253\u5206\u5fc5\u987b\u9762\u5bf9\u7684\u989d\u5916\u7ef4\u5ea6\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img src=https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/human-experts-ai-reviewers.jpg\" alt=\"Human experts AI reviewers\" \/><figcaption>Human experts AI reviewers<\/figcaption><\/figure>\n<h2>\u4e94\u3001\u8bc4\u5206\u673a\u5236\u4e0e\u9a8c\u8bc1\u5668\u8bbe\u8ba1<\/h2>\n<p>\u4e3b\u6301\u4eba\u63a5\u7740\u95ee\uff1a\u5404\u81ea\u662f\u5982\u4f55\u8bbe\u8ba1\u8bc4\u5206\u673a\u5236\u3001\u8ba9\u8bc4\u5206\u65b9\u5f0f\u4e0e\u6240\u8981\u6d4b\u91cf\u7684\u6784\u5ff5\uff08construct\uff09\u548c\u6307\u4ee4\u76f8\u5339\u914d\u7684\uff1f<\/p>\n<p>Russell Yang \u7684 JudgmentBench \u7531\u4e00\u4e2a\u5b9e\u8bc1\u95ee\u9898\u9a71\u52a8\uff0c\u56e0\u6b64\u51c6\u5907\u4e86\u4e24\u5957\u6307\u6807\uff1a\u4ece\u57fa\u51c6\u6784\u5efa\u8005\u89d2\u5ea6\uff0c\u4f7f\u7528\u79e9\u76f8\u5173\uff08rank correlation\uff09\u6307\u6807\uff0c\u8861\u91cf\u6807\u6ce8\u5458\u9690\u542b\u7684\u6392\u5e8f\u4e0e\u771f\u5b9e\u6392\u5e8f\u7684\u543b\u5408\u7a0b\u5ea6\uff1b\u4ece\u5173\u6ce8\u9010\u6761\u8f93\u51fa\u6bd4\u8f83\u7684\u4f7f\u7528\u8005\u89d2\u5ea6\uff0c\u5219\u91c7\u7528\u80dc\u7387\uff08win rate\uff09\u6307\u6807\u3002<\/p>\n<p>Gabriel Orlanski \u7684\u54f2\u5b66\u662f&#8221;\u628a agent \u7559\u7ed9\u5b83\u81ea\u5df1&#8221;\uff1a\u4efb\u4f55\u989d\u5916\u7684\u8bc4\u5206\u9762\u90fd\u4f1a\u628a agent \u504f\u5bfc\u51fa\u771f\u6b63\u60f3\u6d4b\u7684\u80fd\u529b\u4e4b\u5916\uff0c\u5c24\u5176\u662f\u8981\u6d4b\u91cd\u6784\u3001\u4ee3\u7801\u8bbe\u8ba1\u51b3\u7b56\u8fd9\u7c7b\u80fd\u529b\u65f6\u3002\u56e2\u961f\u53ea\u7ed9\u7ea6\u675f\uff0c\u660e\u786e\u8868\u793a\u4e0d\u5173\u5fc3\u7a0b\u5e8f\u5185\u90e8\u957f\u4ec0\u4e48\u6837\u3001\u4ee3\u7801\u5199\u6210\u4ec0\u4e48\u6837\uff0c\u53ea\u8981\u7a0b\u5e8f\u8dd1\u51fa\u6307\u5b9a\u7ed3\u679c\u5373\u53ef\u3002\u4ee5 code search \u4efb\u52a1\u4e3a\u4f8b\uff0c\u4ed6\u4eec\u4e0d\u5173\u5fc3 agent \u5982\u4f55\u6784\u5efa\u4ee3\u7801\u641c\u7d22\uff0c\u53ea\u5173\u5fc3\u5b83\u662f\u5426\u8bfb\u4e86\u6307\u5b9a\u76ee\u5f55\u3001\u9075\u5b88\u7ed9\u5b9a\u89c4\u5219\u3001\u8fd4\u56de\u6b63\u786e\u7ed3\u679c\uff1b\u5373\u4fbf\u8bc4\u6d4b\u53ea\u505a Python\uff0c\u6362\u6210 Rust \u5b9e\u73b0\u4e5f\u4e0d\u5f71\u54cd\u57fa\u51c6\u672c\u8eab\u2014\u2014\u6838\u5fc3\u53ea\u770b&#8221;\u8fd0\u884c\u7a0b\u5e8f\u65f6\u662f\u5426\u9020\u51fa\u4e86\u6b63\u786e\u7684\u4e1c\u897f&#8221;\u3002<\/p>\n<p>Steven Dillmann \u91cd\u590d\u5e76\u7ec6\u5316\u4e86\u9a8c\u8bc1\u5668\u539f\u5219\uff1a\u9a8c\u8bc1\u5668\u4e0d\u80fd\u4e0e\u53c2\u8003\u89e3\u51b3\u65b9\u6848\u8fc7\u5ea6\u8026\u5408\uff0c\u8fd9\u662f\u6536\u5230\u9898\u76ee\u4e2d\u6700\u5927\u7684\u5931\u8d25\u6a21\u5f0f\u2014\u2014\u9a8c\u8bc1\u5668\u53ea\u63a5\u53d7\u53c2\u8003\u89e3\u6cd5\uff0c\u5374\u62d2\u7edd\u540c\u6837\u6709\u6548\u4f46\u4e0d\u540c\u7684\u89e3\u6cd5\u3002\u5176\u6b21\u662f\u9608\u503c\u95ee\u9898\uff1a\u4ee5 MRI \u56fe\u50cf\u91cd\u5efa\u4e3a\u4f8b\uff0c\u91cd\u5efa\u8d28\u91cf\u6709\u591a\u9879\u6307\u6807\uff0c\u65b9\u6cd5 A \u5728\u8fd9\u9879\u6307\u6807\u4e0a\u66f4\u597d\uff0c\u65b9\u6cd5 B \u5728\u53e6\u4e00\u9879\u4e0a\u66f4\u597d\uff0c\u800c\u53c2\u8003\u89e3\u6cd5\u504f\u5411\u53e6\u4e00\u8fb9\uff0c\u5230\u5e95\u54ea\u4e2a\u7b97\u6b63\u786e\uff1f\u9a8c\u8bc1\u5668\u5fc5\u987b\u5bf9\u6240\u6709\u53ef\u80fd\u7684\u6709\u6548\u89e3\u6cd5\u4fdd\u6301\u5bbd\u5bb9\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img src=https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/gabe-orlanski-verifiers.jpg\" alt=\"Gabe Orlanski on verifiers\" \/><figcaption>Gabe Orlanski on verifiers<\/figcaption><\/figure>\n<h2>\u516d\u3001Benchmaxing\uff08\u5e94\u8bd5\u5237\u5206\uff09\u4e0e\u793e\u533a\u8d23\u4efb<\/h2>\n<p>benchmaxing \u662f\u5f53\u5929\u7684\u70ed\u95e8\u8bdd\u9898\u3002\u4e3b\u6301\u4eba\u95ee\uff1a\u9762\u5bf9&#8221;\u4e3a\u8003\u800c\u8003&#8221;\u7684\u98ce\u9669\uff0c\u793e\u533a\u4e0e\u57fa\u51c6\u6784\u5efa\u8005\u5404\u81ea\u5e94\u627f\u62c5\u4ec0\u4e48\u8d23\u4efb\uff1f<\/p>\n<p>Russell Yang \u63d0\u5230\u6cd5\u5f8b\u9886\u57df\u79c1\u4eba\u57fa\u51c6\u5f88\u591a\uff0c\u4f46\u539f\u56e0\u672a\u5fc5\u662f\u5bf9\u57fa\u51c6\u672c\u8eab\u7684\u987e\u8651\uff0c\u66f4\u591a\u662f\u4fdd\u5bc6\u8981\u6c42\u6216\u9898\u76ee\u5305\u542b\u5ba2\u6237\u6570\u636e\uff1b\u5c31\u9632\u5fa1\u624b\u6bb5\u800c\u8a00\uff0c\u79c1\u4eba\u7559\u51fa\u6d4b\u8bd5\u96c6\uff08private holdout\uff09\u662f\u4ed6\u4f1a\u8003\u8651\u7684\u65b9\u5411\u3002<\/p>\n<p>Gabriel Orlanski \u8ba4\u4e3a\uff0c\u4e00\u4e2a\u597d\u57fa\u51c6\u5e94\u8be5\u662f\u5bf9&#8221;\u672a\u6765\u8d70\u5411&#8221;\u7684\u4e00\u6b21\u6709\u4e3b\u89c1\u7684\u62bc\u6ce8\uff1b\u5982\u679c\u516c\u53f8\u771f\u7684\u671d\u7740\u4f60\u7684\u57fa\u51c6\u5237\u5206\uff0c\u800c\u4f60\u505a\u5f97\u8db3\u591f\u624e\u5b9e\uff0c\u7ed3\u679c\u5bf9\u6240\u6709\u4eba\u90fd\u662f\u51c0\u6536\u76ca\u3002\u5f53\u7136\u73b0\u5b9e\u5e76\u4e0d\u5b8c\u7f8e\uff0c\u603b\u4f1a\u6709\u53ef\u88ab\u5229\u7528\u7684\u602a\u7656\u3001\u5931\u63a7\u7684\u7fa4\u4f53\u884c\u4e3a\u3002\u6784\u5efa\u8005\u8981\u660e\u767d\u81ea\u5df1\u9020\u4e0d\u51fa\u5b8c\u7f8e\u57fa\u51c6\uff0c\u9700\u8981\u7559\u51fa\u6d4b\u8bd5\u96c6\u3001\u7559\u51fa\u793a\u4f8b\uff0c\u66f4\u8981\u4fdd\u8bc1\u4eba\u4eec\u636e\u6b64\u9009\u62e9 agent\u3001\u9009\u62e9\u6a21\u578b\u65f6\u770b\u5230\u7684\u8d28\u91cf\uff0c\u53cd\u6620\u7684\u662f\u6a21\u578b\u771f\u5b9e\u6c34\u5e73\uff0c\u800c\u4e0d\u662f\u9020\u57fa\u51c6\u65f6\u88ab\u8feb\u59a5\u534f\u7684\u4ea7\u7269\u3002<\/p>\n<p>Steven Dillmann \u5148\u6f84\u6e05\u5b9a\u4e49\uff1abenchmaxing \u7279\u6307&#8221;\u53ea\u62ac\u9ad8\u7279\u5b9a\u57fa\u51c6\u5206\u6570\u3001\u5374\u65e0\u6cd5\u8fc1\u79fb\u5230\u73b0\u5b9e&#8221;\u7684\u884c\u4e3a\uff0c\u8fd9\u662f\u8d1f\u9762\u542b\u4e49\uff1b\u6a21\u578b\u5355\u7eaf\u63d0\u5347\u901a\u7528\u80fd\u529b\u3001\u987a\u5e26\u5728\u67d0\u57fa\u51c6\u4e0a\u5f97\u5206\u66f4\u9ad8\uff0c\u90a3\u662f\u597d\u4e8b\u3002\u4ed6\u4eb2\u8eab\u7ecf\u5386\u8fc7\u6c61\u67d3\uff1a\u56e2\u961f\u56db\u6708\u5f00\u59cb\u505a Terminal-Bench-Science \u4e24\u4e2a\u6708\u540e\uff0c\u4ed6\u4eb2\u773c\u770b\u5230\u6709\u4eba\u8bd5\u56fe\u628a\u4e0e\u8be5\u57fa\u51c6\u9ad8\u5ea6\u76f8\u4f3c\u7684\u9898\u76ee\uff08\u6539\u52a8\u5c11\u91cf\u9898\u9762\uff09\u4f5c\u4e3a\u8bad\u7ec3\u6570\u636e\u5356\u7ed9\u5b9e\u9a8c\u5ba4\u3002\u4ed6\u8ba4\u4e3a\u6570\u636e\u4f9b\u5e94\u5546\u5e94\u5f00\u53d1\u5b8c\u5168\u72ec\u7acb\u7684\u9898\u76ee\uff0c\u5b9e\u9a8c\u5ba4\u4e5f\u5e94\u6838\u67e5\u91c7\u8d2d\u7684\u8bad\u7ec3\u6570\u636e\uff0c\u5426\u5219\u6700\u7ec8\u5c31\u662f\u5728\u7ed9\u57fa\u51c6\u672c\u8eab\u6253\u5206\uff0c\u800c\u76ee\u524d\u6ca1\u6709\u4efb\u4f55\u5b9e\u4f53\u6765\u6cbb\u7406\u8fd9\u4e9b\u884c\u4e3a\u3002<\/p>\n<p>\u4e3b\u6301\u4eba Vincent Sunn Chen \u603b\u7ed3\u9053\uff1a\u4e00\u65b9\u9762\uff0c\u673a\u5668\u5b66\u4e60\u672c\u8d28\u4e0a\u5c31\u662f\u8bbe\u5b9a\u76ee\u6807\u518d\u722c\u5761\uff0c\u53ea\u8981\u76ee\u6807\u8db3\u591f\u901a\u7528\u3001\u591a\u6837\u3001\u6301\u7eed\u66f4\u65b0\uff0c\u722c\u5761\u672c\u8eab\u662f\u597d\u4e8b\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u7ecf\u6d4e\u6fc0\u52b1\u786e\u5b9e\u4f1a\u50ac\u751f&#8221;funny business&#8221;\u3002\u6784\u5efa\u8005\u4e00\u4fa7\u7684\u5e94\u5bf9\u5305\u62ec\uff1a\u63d0\u9ad8\u5355\u9898\u8d28\u91cf\u95e8\u69db\u3001\u68c0\u67e5\u8bc4\u5206\u5668\u662f\u5426\u63a5\u7eb3\u53ef\u5229\u7528\u7684\u89e3\u6cd5\u3001\u8bbe\u8ba1\u516c\u5f00\u4e0e\u7559\u51fa\u96c6\u5bf9\u6bd4\u5206\u5e03\u5dee\u5f02\uff0c\u5e76\u501f\u52a9\u72ec\u7acb\u8bc4\u6d4b\u529b\u91cf\u3001\u7ed9\u5b9e\u9a8c\u5ba4\u63d0\u4f9b\u81ea\u67e5\u8bad\u7ec3\u6570\u636e\u7684\u5ba1\u8ba1\u5de5\u5177\u3002\u6ca1\u6709\u94f6\u5f39\uff0c\u9760\u7684\u662f\u793e\u533a\u6cbb\u7406\u4e0e\u6574\u4f53\u4e25\u8c28\u3002Gabriel Orlanski \u8865\u5145\uff1a\u5f00\u653e\u8054\u7f51\u672c\u8eab\u5c31\u662f\u4e24\u96be\u2014\u2014\u771f\u5b9e\u573a\u666f\u91cc agent \u80fd\u4e0a\u516c\u7f51\uff0c\u4f46\u516c\u7f51\u91cc\u76f4\u63a5\u5c31\u80fd\u641c\u5230\u7b54\u6848\uff1b\u800c\u53ea\u8981\u57fa\u51c6\u8bbe\u8ba1\u624e\u5b9e\u3001\u89e3\u6cd5\u4e0e\u8bc4\u5206\u9ad8\u8d28\u91cf\uff0c\u5237\u5206\u5e76\u4e0d\u53ef\u6015\uff0c\u95ee\u9898\u90fd\u51fa\u5728\u5077\u5de5\u51cf\u6599\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img src=https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/benchmark-gaming-risk.jpg\" alt=\"Benchmark gaming risk\" \/><figcaption>Benchmark gaming risk<\/figcaption><\/figure>\n<h2>\u4e03\u3001\u7ed9\u4e0b\u4e00\u4ee3\u57fa\u51c6\u6784\u5efa\u8005\u7684\u5efa\u8bae<\/h2>\n<p>\u4e3b\u6301\u4eba\u8bf7\u4e09\u4f4d\u5206\u4eab\u8d70\u8fc7\u6574\u4e2a\u53d1\u5e03\u6d41\u7a0b\u3001\u6536\u5230\u793e\u533a\u53cd\u9988\u540e\u7684\u6559\u8bad\u3002<\/p>\n<p>Russell Yang \u7684\u6559\u8bad\u662f\u89c4\u5212\u8981\u524d\u7f6e\uff1a\u56e2\u961f\u4e3a NeurIPS \u622a\u6b62\u65e5\u671f\u4ed3\u4fc3\u62fc\u88c5\u4e00\u5207\uff0c\u4e8b\u540e\u5efa\u8bae\u63d0\u524d\u89c4\u5212\u597d\u8bbe\u8ba1\u3001\u5408\u4f5c\u6807\u6ce8\u5458\u3001\u5b9e\u8bc1\u7ed3\u679c\u5982\u4f55\u4f7f\u7528\uff0c\u8ba9\u6570\u636e\u6536\u96c6\u3001\u5206\u6790\u4e0e\u5199\u4f5c\u987a\u7545\u8854\u63a5\uff0c\u800c\u4e0d\u662f\u6536\u96c6\u5b8c\u6570\u636e\u7acb\u523b\u88ab\u52a8\u5206\u6790\u3001\u8d76\u7a3f\u3002<\/p>\n<p>Gabriel Orlanski \u7684\u5efa\u8bae\u662f&#8221;\u4fdd\u6301\u7b80\u5355&#8221;\uff1aProgramBench \u5c31\u662f\u4e00\u4e2a\u7528\u6781\u7b80\u601d\u8def\u903c\u51fa\u76ee\u6807\u4fe1\u53f7\u7684\u4f8b\u5b50\uff1b\u9898\u76ee\u8d8a\u7b80\u5355\uff0c\u57fa\u51c6\u8d8a\u6709\u529b\uff0c\u4e5f\u8d8a\u96be\u88ab\u5237\u5206\u3001\u8d8a\u5bb9\u6613\u8bc4\u5206\u3001\u8d8a\u5bb9\u6613\u88ab\u793e\u533a\u4f7f\u7528\u2014\u2014\u5982\u679c\u793e\u533a\u8dd1\u4e0d\u8d77\u6765\uff0c\u518d\u7cbe\u5de7\u7684\u5931\u8d25\u6a21\u5f0f\u6d4b\u91cf\u7cfb\u7edf\u4e5f\u65e0\u4eba\u95ee\u6d25\u3002<\/p>\n<p>Steven Dillmann \u7684\u7b2c\u4e00\u5efa\u8bae\u662f&#8221;\u5efa\u4e00\u652f\u597d\u56e2\u961f&#8221;\uff0c\u5c24\u5176\u5927\u578b\u793e\u533a\u9879\u76ee\uff1a\u8981\u771f\u6b63\u8ba4\u8bc6\u5408\u4f5c\u8005\uff0c\u5206\u6e05\u8c01\u503c\u5f97\u4fe1\u4efb\uff0c\u628a\u8d21\u732e\u8005\u5f53\u4eba\u800c\u4e0d\u662f\u7f16\u53f7\uff1b\u6ca1\u6709\u8bc4\u5ba1\u56e2\u961f\uff0cTerminal-Bench \u793e\u533a\u4ec0\u4e48\u90fd\u8f6c\u4e0d\u52a8\uff0c\u800c\u8bc4\u5ba1\u5fc5\u987b\u51fa\u4e8e\u6b63\u786e\u7684\u7406\u7531\u88ab\u6fc0\u52b1\uff0c\u56e2\u961f\u7684\u4f7f\u547d\u6c9f\u901a\u3001\u8ba9\u6210\u5458\u76f8\u4fe1\u4f7f\u547d\uff0c\u6392\u5728\u4e00\u5207\u6280\u672f\u5de5\u4f5c\u4e4b\u524d\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img src=https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/keep-benchmarks-simple.jpg\" alt=\"Keep benchmarks simple\" \/><figcaption>Keep benchmarks simple<\/figcaption><\/figure>\n<h2>\u516b\u3001\u89c2\u4f17\u95ee\u7b54\uff1a\u975e\u6280\u672f\u4e13\u5bb6\u3001\u9009\u9898\u3001\u81ea\u52a8\u5316\u3001\u65f6\u95f4\u5206\u914d<\/h2>\n<p><strong>\u95ee\uff1a\u5982\u4f55\u8ba9\u975e\u6280\u672f\u9886\u57df\u4e13\u5bb6\u987a\u7545\u53c2\u4e0e\u9020\u9898\uff1f<\/strong> Steven Dillmann \u5efa\u8bae\u914d\u5bf9\u5236\uff1a\u628a\u6280\u672f\u4eba\u5458\u4e0e\u9886\u57df\u4e13\u5bb6\u7ec4\u6210\u642d\u6863\u5171\u540c\u5b8c\u6210\u4e00\u9053\u9898\uff08\u4f8b\u5982\u4ed6\u5c55\u793a\u8fc7\u7684\u6e56\u6cca\u5c01\u51bb\u4e0e\u6d88\u878d\u7684\u5730\u7403\u79d1\u5b66\u9898\uff0c\u5c31\u7531\u4e00\u4f4d\u6709\u5730\u7403\u79d1\u5b66\u5708\u670b\u53cb\u7684\u8d21\u732e\u8005\u534f\u4f5c\u5b8c\u6210\uff09\uff1b\u5176\u6b21\u8981\u628a\u8d21\u732e\u6d41\u7a0b\u9010\u6761\u5199\u4e0b\u6765\uff0c\u7ec6\u8282\u8d8a\u591a\u8d8a\u597d\uff0c\u8ba9\u4eba\u7167\u7740\u6b65\u9aa4\u5c31\u80fd\u9020\u51fa\u9898\u76ee\u3002Russell Yang \u8865\u5145\uff0c\u4ed6\u4eec\u4e3a\u6807\u6ce8\u5458\u529e\u4e86\u57f9\u8bad\u8bfe\uff0c\u624b\u628a\u624b\u8bb2\u5e73\u53f0\u7528\u6cd5\u548c\u95ee\u9898\u5bf9\u63a5\u4eba\u3002<\/p>\n<p><strong>\u95ee\uff1a\u5982\u4f55\u9009\u9898\u4ee5\u8ddf\u4e0a\u6a21\u578b\u80fd\u529b\u7684\u6307\u6570\u589e\u957f\uff1f<\/strong> Steven Dillmann \u4e0d\u4e3a\u79d1\u5b66\u5bb6\u89c4\u5b9a\u8be5\u63d0\u4ea4\u4ec0\u4e48\u95ee\u9898\uff0c\u4fe1\u4efb\u4e13\u5bb6\u5224\u65ad\u96be\u5ea6\uff0c\u4f46\u6807\u51c6\u5316\u5de5\u4f5c\u6d41\uff08\u7f51\u4e0a\u6587\u6863\u5145\u5206\uff09\u7684\u63d0\u6848\u901a\u5e38\u592a\u7b80\u5355\uff0c\u7ec6\u5206\u3001\u5c0f\u4f17\u7684\u79d1\u5b66\u95ee\u9898\u66f4\u53ef\u80fd\u6210\u4e3a\u6709\u6311\u6218\u6027\u3001\u80fd\u66b4\u9732\u6709\u8da3\u5931\u8d25\u6a21\u5f0f\u7684\u9898\u76ee\u3002Gabriel Orlanski \u8ba4\u4e3a\u9700\u8981\u5065\u58ee\u7684 PR \u7cfb\u7edf\u6216\u4e13\u5bb6\u6807\u6ce8\u6765\u8bc1\u660e\uff1a\u5373\u4fbf agent \u5df2\u80fd\u62ff 70%\uff0c\u4ece 70 \u5230 80 \u7684\u63d0\u5347\u7a7a\u95f4\u4e5f\u503c\u5f97\u4fdd\u7559\uff1b\u9664\u4e86\u63a5\u6536 PR\uff0c\u8fd8\u53ef\u4ee5\u4ece\u73b0\u6709\u4ee3\u7801\u4ed3\u5e93\u6316\u6398\u9898\u76ee\uff0c\u6807\u51c6\u4e00\u65e6\u7acb\u4e0b\u5c31\u7edd\u4e0d\u9000\u8ba9\u3002<\/p>\n<p><strong>\u95ee\uff1a\u80fd\u5426\u628a\u57fa\u51c6\u6784\u5efa\u8005 80% \u7684\u5de5\u4f5c\u81ea\u52a8\u5316\uff1f<\/strong> Russell Yang \u63d0\u5230\u6536\u8d2d\u4f01\u4e1a\u5185\u90e8\u6587\u6863\u4e0e\u6d88\u606f\u3001\u4ece\u4e2d\u63d0\u70bc\u79bb\u6563\u9898\u76ee\u662f\u4e2a\u6709\u610f\u601d\u7684\u65b9\u5411\uff0c\u96be\u70b9\u5728\u4e8e\u628a\u6742\u4e71\u7684\u7eb5\u5411\u6570\u636e\u8f6c\u6210\u4e13\u5bb6\u53ef\u5ba1\u7684\u9898\u76ee\u3002Gabriel Orlanski \u5766\u8a00\u5373\u4fbf\u80fd\u81ea\u52a8\u5316 80%\uff0c\u8d28\u91cf\u4fdd\u8bc1\u4ecd\u7136\u6781\u96be\uff0cagent \u505a\u4e0d\u597d&#8221;\u786e\u4fdd\u9898\u76ee\u53ef\u89e3\u3001\u65e0\u6b67\u4e49\u3001\u4e0d\u53ef\u89e3\u98ce\u9669&#8221;\u7684\u5ba1\u67e5\uff1b\u7406\u60f3\u72b6\u6001\u662f\u81ea\u52a8\u5316\u628a\u9020\u9898\u95e8\u69db\u964d\u4e0b\u6765\uff0c\u8ba9\u4eba\u4e13\u6ce8\u6700\u540e 20% \u7684\u54c1\u5473\u4e0e&#8221;\u503c\u4e0d\u503c\u5f97\u6d4b&#8221;\u3002Steven Dillmann \u660e\u786e\u53cd\u5bf9\u81ea\u52a8\u751f\u6210\u79d1\u5b66\u9898\u76ee\uff1a\u81ea\u52a8\u5316\u9002\u5408\u8f85\u52a9\u5ba1\u67e5\uff0c\u4f46\u5fc5\u987b\u6709\u4eba\u590d\u6838\u81ea\u52a8\u4ea7\u7269\uff1bTerminal-Bench-Science \u53ea\u6709 70 \u9053\u9898\uff0c\u8fdc\u4e0d\u80fd\u4ee3\u8868\u5168\u90e8\u79d1\u5b66\uff0c\u74f6\u9888\u5728\u4e8e\u5411\u79d1\u5b66\u754c\u8bb2\u6e05\u695a\u8fd9\u4ef6\u4e8b\u5bf9\u79d1\u5b66\u672c\u8eab\u6709\u76ca\u2014\u2014\u4ed6\u4eec\u4e5f\u5e38\u906d\u9047&#8221;\u4f60\u4eec\u662f\u4e0d\u662f\u8981\u62a2\u8d70\u6211\u4eec\u5de5\u4f5c&#8221;\u7684\u62b5\u89e6\u3002<\/p>\n<p><strong>\u95ee\uff1a\u65f6\u95f4\u662f\u5982\u4f55\u5206\u914d\u7684\uff1f<\/strong> Steven Dillmann \u4e2a\u4eba\u8d85\u8fc7 50% \u7684\u65f6\u95f4\u7528\u4e8e\u805a\u4eba\uff1a\u51b7\u542f\u52a8\u9636\u6bb5\u4ed6\u4eb2\u81ea\u8dd1\u65af\u5766\u798f\u3001\u4f2f\u514b\u5229\u3001\u4e1c\u6d77\u5cb8\u62dc\u8bbf\u6559\u6388\u3001\u62db\u52df\u8d21\u732e\u8005\uff1b\u5176\u6b21\u662f\u642d\u57fa\u7840\u8bbe\u65bd\uff0c\u8ba9\u8bc4\u5ba1\u4e13\u6ce8\u5ba1\u9898\uff1b\u7b2c\u4e09\u662f\u4ee5\u8eab\u4f5c\u5219\u3001\u4eb2\u81ea\u5ba1\u9898\u5e76\u6811\u7acb\u597d\u574f\u9898\u6807\u51c6\u3002Gabriel Orlanski \u628a\u7ea6 90% \u65f6\u95f4\u82b1\u5728\u5ba1\u9898\u4e0e\u8d28\u91cf\u4fdd\u8bc1\u4e0a\uff0c5% \u7528\u4e8e\u57fa\u7840\u8bbe\u65bd\uff0c\u6700\u540e 5% \u7528\u4e8e\u5199\u4f5c\u4e0e\u8ddf\u8fdb\u65b0\u9898\uff1b\u57fa\u51c6\u6784\u5efa\u8005\u5e94\u5bf9\u8d28\u91cf\u4fdd\u6301\u504f\u6267\u3002Russell Yang \u540c\u6837\u628a\u6700\u5927\u5757\u65f6\u95f4\u82b1\u5728\u4eba\u8eab\u4e0a\uff1a\u4e0d\u4ec5\u57f9\u8bad\u6807\u6ce8\u5458\u6b63\u786e\u4f7f\u7528\u5e73\u53f0\uff0c\u8fd8\u8981\u4fdd\u8bc1\u4ed6\u4eec\u6301\u7eed\u4ea4\u4ed8\u9ad8\u8d28\u91cf\u4ea7\u51fa\u5e76\u5904\u7406\u8d28\u91cf\u4e0b\u6ed1\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img src=https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/pairing-nontechnical-experts.jpg\" alt=\"Pairing nontechnical experts\" \/><figcaption>Pairing nontechnical experts<\/figcaption><\/figure>\n<h2>\u4e5d\u3001\u7ed3\u8bed<\/h2>\n<p>\u4e09\u4e2a\u57fa\u51c6\u3001\u4e09\u79cd\u573a\u666f\uff0c\u4f46\u5171\u8bc6\u9ad8\u5ea6\u4e00\u81f4\uff1a\u9886\u57df\u4e13\u5bb6\u662f\u6700\u7ec8\u88c1\u5224\uff0cAI agent \u53ea\u8d1f\u8d23\u589e\u5f3a\u800c\u975e\u66ff\u4ee3\uff1b\u9a8c\u8bc1\u5668\u5fc5\u987b\u5bbd\u5bb9\u6240\u6709\u6709\u6548\u89e3\u6cd5\uff1b\u4fdd\u6301\u9898\u76ee\u7b80\u5355\u4ee5\u964d\u4f4e\u88ab\u5237\u5206\u7a7a\u95f4\uff1b\u8d28\u91cf\u4f18\u5148\u4e8e\u6570\u91cf\uff1b\u56e2\u961f\u4e0e\u4fe1\u4efb\u662f\u793e\u533a\u57fa\u51c6\u7684\u6839\u57fa\u3002\u9762\u5bf9\u524d\u6cbf\u6a21\u578b\u5feb\u901f\u8fdb\u5316\u3001\u8bad\u7ec3\u6570\u636e\u6c61\u67d3\u4e0e\u81ea\u52a8\u5316\u9020\u9898\u7684\u8bf1\u60d1\uff0c\u8fd9\u573a\u5706\u684c\u7ed9\u51fa\u7684\u7b54\u6848\u4e0d\u662f\u6280\u672f\u94f6\u5f39\uff0c\u800c\u662f\u524d\u7f6e\u89c4\u5212\u3001\u516c\u5f00\u4e0e\u7559\u51fa\u96c6\u5e76\u4e3e\u3001\u793e\u533a\u5171\u540c\u6cbb\u7406\uff0c\u4ee5\u53ca\u5bf9\u8d28\u91cf\u8fd1\u4e4e\u504f\u6267\u7684\u575a\u6301\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img src=https:\/\/aicrunchx.com\/cn\/wp-content\/uploads\/2026\/10\/quality-beats-quantity.jpg\" alt=\"Quality beats quantity\" \/><figcaption>Quality beats quantity<\/figcaption><\/figure>\n<h2>\u53c2\u8003\u8d44\u6e90<\/h2>\n<p>Terminal-Bench-Science\uff1ahttps:\/\/www.terminal-bench-science.ai\/<br \/>JudgmentBench \u8bba\u6587\uff1ahttps:\/\/arxiv.org\/abs\/2605.25240<br \/>SlopCodeBench \u8bba\u6587\uff1ahttps:\/\/arxiv.org\/abs\/2603.24755<br \/>Snorkel AI Open Benchmarks Grants\uff1ahttps:\/\/benchmarks.snorkel.ai\/<br \/>\u539f\u89c6\u9891\uff1ahttps:\/\/www.youtube.com\/watch?v=99vvfzDalvo<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728 Snorkel AI \u4e3b\u529e\u7684 Frontier Data Summit 2026 \u4e0a\uff0cTerminal-B &#8230; <a title=\"\u524d\u6cbfAI\u57fa\u51c6\u662f\u600e\u6837\u70bc\u6210\u7684\uff1fTerminal-Bench-Science\u3001JudgmentBench\u3001SlopCodeBench \u4e09\u4f4d\u8d1f\u8d23\u4eba\u5706\u684c\u5b9e\u5f55\" class=\"read-more\" href=\"https:\/\/aicrunchx.com\/cn\/archives\/27\" aria-label=\"\u9605\u8bfb \u524d\u6cbfAI\u57fa\u51c6\u662f\u600e\u6837\u70bc\u6210\u7684\uff1fTerminal-Bench-Science\u3001JudgmentBench\u3001SlopCodeBench \u4e09\u4f4d\u8d1f\u8d23\u4eba\u5706\u684c\u5b9e\u5f55\">\u9605\u8bfb\u66f4\u591a<\/a><\/p>\n","protected":false},"author":1,"featured_media":37,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[75],"tags":[87,85,86,84,79,88,34,83,80,74,76,82,78,77,81],"class_list":["post-27","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-benchmarks","tag-agentic-benchmark","tag-ai-benchmark","tag-benchmaxing","tag-gabriel-orlanski","tag-judgmentbench","tag-llm-evaluation","tag-microsoft","tag-russell-yang","tag-slopcodebench","tag-snorkel-ai","tag-stanford","tag-steven-dillmann","tag-terminal-bench-science","tag-uw-madison","tag-vincent-sunn-chen"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.7 - 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