{"id":10230,"date":"2026-07-15T22:54:12","date_gmt":"2026-07-15T14:54:12","guid":{"rendered":"https:\/\/infernews.com\/blog\/benchmarking-blind-spots-of-frontier-ai-reasoning\/"},"modified":"2026-07-15T22:54:12","modified_gmt":"2026-07-15T14:54:12","slug":"benchmarking-blind-spots-of-frontier-ai-reasoning","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/benchmarking-blind-spots-of-frontier-ai-reasoning\/","title":{"rendered":"reasoning-blind-spots\uff1a\u627e\u51fa AI \u63a8\u7406\u76f2\u9ede\u7684\u6e2c\u8a66\u96c6"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/07\/pasted-a2919f9cfdb7.jpg\" alt=\"front page new\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u503c\u5f97\u7559\u610f\u7684\u77db\u76fe\uff0c\u662f\u984c\u76ee\u5c0d\u4eba\u985e\u4e0d\u7b97\u96e3\uff0c\u537b\u6703\u4ee4\u524d\u6cbf\u6a21\u578b\u9732\u51fa\u63a8\u7406\u77ed\u677f\uff1bblind-spots-bench \u5c6c\u65bc\u57fa\u6e96\u6e2c\u8a66\u8207\u8cc7\u6599\u96c6\u9805\u76ee\uff0c\u7528\u4f86\u6aa2\u67e5 AI \u5728\u62bd\u8c61\u3001\u6587\u5b57\u53ca\u591a\u6a21\u614b\u63a8\u7406\u984c\u4e0a\u7684\u5931\u8aa4\u4f4d\u7f6e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f88\u591a\u6a21\u578b\u8a55\u6e2c\u504f\u5411\u770b\u7e3d\u5206\u6216\u901a\u7528\u80fd\u529b\uff0c\u9019\u500b\u9805\u76ee\u628a\u7126\u9ede\u653e\u5728\u300c\u76f2\u9ede\u300d\uff1a\u6a21\u578b\u53ef\u80fd\u61c2\u5f97\u751f\u6210\u6d41\u66a2\u7b54\u6848\uff0c\u537b\u5728\u8ffd\u8e64\u898f\u5247\u3001\u9023\u9396\u6620\u5c04\u6216\u8de8\u6a21\u614b\u7dda\u7d22\u6642\u8d70\u932f\u4e00\u6b65\u3002\u8cc7\u6599\u96c6\u5df2\u653e\u5728 Hugging Face\uff0c\u683c\u5f0f\u5305\u62ec parquet\uff0c\u898f\u6a21\u5c11\u65bc 1K\uff0c\u8f03\u9069\u5408\u505a\u91dd\u5c0d\u6027\u58d3\u6e2c\uff0c\u800c\u4e0d\u662f\u7576\u6210\u5927\u898f\u6a21\u8a13\u7df4\u8cc7\u6599\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5b9a\u4f4d\u6e05\u695a<\/strong>\uff1a\u91dd\u5c0d frontier AI models \u7684 reasoning capabilities \u505a\u58d3\u529b\u6e2c\u8a66\u3002<\/li>\n<li><strong>\u5de5\u4f5c\u6d41\u5b8c\u6574<\/strong>\uff1a\u4ee5 Inspect AI \u4f5c\u70ba evaluation framework\uff0c\u4e26\u63d0\u4f9b scripts \u91cd\u73fe\u8a55\u6e2c\u3002<\/li>\n<li><strong>\u53ef\u6aa2\u67e5\u7b54\u6848<\/strong>\uff1agrader.py \u8ca0\u8cac Scorer\/Grader\/Verifier logic\uff0csolver.py \u8655\u7406 Solver\/Generator logic\u3002<\/li>\n<li><strong>\u8986\u84cb\u5f62\u5f0f<\/strong>\uff1a\u8cc7\u6599\u5305\u542b Image \u8207 Text\uff0c\u984c\u578b\u53ef\u5206\u70ba Text-only \u8207 Multi-to-text\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b89\u88dd\u8207\u90e8\u7f72\u5c64\u9762\uff0c\u9019\u4e0d\u50cf\u4e00\u822c\u61c9\u7528\u5de5\u5177\u6309\u5e7e\u500b\u63a3\u4fbf\u5b8c\u6210\u4efb\u52d9\uff1b\u8f03\u5408\u7406\u7684\u7406\u89e3\u662f\u628a\u5b83\u63a5\u5165\u8a55\u6e2c\u6d41\u7a0b\uff0c\u900f\u904e conf\/ \u7684 Hydra \u8a2d\u5b9a\u3001scripts\/ \u7684\u91cd\u73fe\u8173\u672c\uff0c\u4ee5\u53ca notebooks\/ \u7684\u5206\u6790\u8996\u89ba\u5316\uff0c\u5c0d\u6a21\u578b\u8f38\u51fa\u505a\u6279\u91cf\u6e2c\u8a66\u8207\u6bd4\u8f03\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7d50\u679c\u8868\u5217\u51fa mean@4\u3001pass@4\u3001out-tks \u8207 cost ($\/100) \u7b49\u6307\u6a19\uff0c\u4e26\u53ef\u898b GLM-4.7\u3001GLM-5\u3001GLM-5.1\u3001GLM-5.2 \u7b49\u76f8\u95dc\u6a21\u578b\u3002\u5b83\u8f03\u9069\u5408\u6a21\u578b\u7814\u767c\u5718\u968a\u3001\u8a55\u6e2c\u5de5\u7a0b\u5e2b\u3001AI \u7522\u54c1\u5718\u968a\u7528\u4f86\u88dc\u8db3\u4e00\u822c benchmark \u770b\u4e0d\u5230\u7684\u932f\u8aa4\u6a21\u5f0f\uff1b\u82e5\u53ea\u60f3\u627e\u804a\u5929\u6a5f\u68b0\u4eba\u7684\u65e5\u5e38\u6392\u884c\u699c\uff0c\u9019\u500b\u9805\u76ee\u7684\u7c92\u5ea6\u6703\u986f\u5f97\u66f4\u504f\u7814\u7a76\u8207\u8a3a\u65b7\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/huggingface.co\/datasets\/matsant01\/blind-spots-bench\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/matteosantelmo\/reasoning-blind-spots\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/arxiv.org\/pdf\/2607.08317\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>Paper<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>blind-spots-bench \u628a\u770b\u4f3c\u7c21\u55ae\u7684\u984c\u76ee\u8b8a\u6210\u58d3\u529b\u6e2c\u8a66\uff0c\u5e6b\u4f60\u770b\u6e05\u524d\u6cbf\u6a21\u578b\u5728\u54ea\u4e9b\u63a8\u7406\u6b65\u9a5f\u5bb9\u6613\u5931\u624b\u3002<\/p>\n","protected":false},"author":8,"featured_media":10229,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,153,30,119,197,199],"tags":[],"class_list":["post-10230","post","type-post","status-publish","format-standard","hentry","category-133","category-openai","category-image","category-119","category-framework","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10230","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=10230"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10230\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/10229"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=10230"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=10230"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=10230"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}