{"id":25325,"date":"2025-04-08T10:12:48","date_gmt":"2025-04-08T02:12:48","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=25325"},"modified":"2025-04-08T10:12:48","modified_gmt":"2025-04-08T02:12:48","slug":"%e6%b8%85%e5%8d%8e%e8%80%b6%e9%b2%81%e6%8e%a8%e7%90%86%e6%a8%a1%e5%9e%8b%e6%96%b0%e8%8c%83%e5%bc%8f%ef%bc%9a%e5%8a%a8%e6%80%81%e6%8e%a8%e7%90%86%e5%ae%9e%e7%8e%b0%e9%ab%98%e6%95%88%e6%b5%8b%e8%af%95","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/04\/08\/25325\/","title":{"rendered":"\u6e05\u534e\u8036\u9c81\u63a8\u7406\u6a21\u578b\u65b0\u8303\u5f0f\uff1a\u52a8\u6001\u63a8\u7406\u5b9e\u73b0\u9ad8\u6548\u6d4b\u8bd5\u65f6\u6269\u5c55\uff0c\u5927\u5927\u8282\u7701Token\u6d88\u8017"},"content":{"rendered":"<div>\n<p><img data-dominant-color=\"a9b8c7\" data-has-transparency=\"false\" style=\"--dominant-color: #a9b8c7;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-25327\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/04\/6295f8965a9aaecaef0327d8934b9c83563206-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/04\/6295f8965a9aaecaef0327d8934b9c83563206-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/04\/6295f8965a9aaecaef0327d8934b9c83563206-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/p>\n<\/div>\n<div><\/div>\n<div class=\"article-desc\">\u6e05\u534e\u3001\u8036\u9c81\u56e2\u961f\u63d0\u51fa\u63a8\u7406\u6a21\u578b\u65b0\u8303\u5f0f\uff1a\u52a8\u6001\u63a8\u7406\u5b9e\u73b0\u9ad8\u6548\u6d4b\u8bd5\u65f6\u6269\u5c55\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-1d7a5742=\"\" 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Thinking Window\uff09<\/strong><\/p>\n<p>\u4f5c\u8005\u629b\u5f03\u4e86\u786c\u6027\u5206\u9694\u7b26\u7ea6\u675f\uff0c\u8bbe\u8ba1\u4e86<strong>Shifted Thinking Window<\/strong>\u673a\u5236\u3002\u5bf9\u4e8e\u7b80\u5355\u95ee\u9898\uff08\u5982BigCodeBench-Hard\u4e2d\u7684\u57fa\u7840\u51fd\u6570\u5b9e\u73b0\uff09\uff0c\u6a21\u578b\u81ea\u52a8\u89e6\u53d1\u5f31\u63a8\u7406\u6a21\u5f0f\uff0c\u53ef\u76f4\u63a5\u8f93\u51fa\u7b54\u6848\uff1b\u5f53\u9047\u5230GPQA\u94bb\u77f3\u7ea7\u96be\u9898\u65f6\uff0c\u5219\u81ea\u52a8\u542f\u7528\u5f3a\u63a8\u7406\u6a21\u5f0f\uff0c\u5728max thinking tokens\u9608\u503c\u5185\u81ea\u7531\u63a8\u5bfc\u5e76\u7ed9\u51fa\u7ed3\u679c\uff0c\u5982\u679c\u601d\u8003\u8d85\u9650\u5219\u81ea\u52a8\u8ffd\u52a0\u63d0\u793a\u77ed\u8bed\u5f15\u5bfc\u8f93\u51fa\u7b54\u6848\u3002<\/p>\n<p>\u4e8c\u8005\u7ed3\u5408\uff0c\u4f7fZ1\u6a21\u578b\u5177\u5907\u52a8\u6001\u601d\u8003\u80fd\u529b\u548c\u9884\u7b97\u8c03\u6574\u80fd\u529b\uff0c\u5728\u4f7f\u7528\u8f83\u5c11thinking tokens\u7684\u540c\u65f6\uff0c\u4fdd\u6301\u8f83\u9ad8\u7684\u57fa\u51c6\u51c6\u786e\u7387\uff0c\u5b9e\u73b0\u9ad8\u6548\u52a8\u6001\u7684\u63a8\u7406\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202504\/08\/46284194722e549d5107373256c2cd49867c21.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h6>\u25b3Z1\u65b9\u6cd5\u7684\u6570\u636e\u6784\u5efa\u3001\u8bad\u7ec3\u4e0e\u52a8\u6001\u601d\u8003\u8303\u5f0f<\/h6>\n<h2>\u5b9e\u9a8c\u7ed3\u679c<\/h2>\n<h4>\u591a\u4e2abenchmark\u4e0a\u7684\u5b9e\u9a8c\u7ed3\u679c<\/h4>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202504\/08\/961d62813b16fbbe417894d4d0ecb8eb19a484.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u5b9e\u9a8c\u8bc1\u660e\uff0c\u8be5\u65b9\u6cd5\u5728\u6548\u7387-\u6548\u679c\u5e73\u8861\u4e0a\u5b9e\u73b0\u663e\u8457\u63d0\u5347\u3002<\/p>\n<p>\u5728\u5305\u542b880\u9053\u7ade\u8d5b\u7f16\u7a0b\u9898\u7684LiveCodeBench v5\u6d4b\u8bd5\u4e2d\uff0cZ1-7B\u4ee535.3%\u51c6\u786e\u7387\u660e\u663e\u8d85\u8fc7\u5176\u4ed6\u5f00\u6e907B\u601d\u8003\u6a21\u578b\uff0c\u4e14\u5e73\u5747\u601d\u8003token\u5927\u5927\u964d\u4f4e\uff08R1-Distill-Qwen-7B\u9700\u8981\u56db\u500d\u4ee5\u4e0a\u601d\u8003token\u624d\u80fd\u8fbe\u5230\u76f8\u540c\u6027\u80fd\uff09\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u4ec5\u4f7f\u7528\u4ee3\u7801\u8f68\u8ff9\u8bad\u7ec3\u4e5f\u4f7f\u6a21\u578b\u5728\u6570\u5b66\u63a8\u7406\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u63d0\u5347\uff0c\u4f8b\u5982\u5728GPQA\u94bb\u77f3\u7ea7\u79d1\u5b66\u96be\u9898\u4e0a\uff0cZ1-7B\u4ee547.5%\u51c6\u786e\u7387\u8d85\u8d8a\u539f\u59cbQwen2.5-Coder-7B\uff0837.4%\uff0910.1\u4e2a\u767e\u5206\u70b9\uff0c\u540c\u65f6\u51cf\u5c1128%\u7684tokens\u6d88\u8017\uff0c\u63ed\u793a\u4e86\u6b64\u9ad8\u6548\u63a8\u7406\u80fd\u529b\u7684\u6cdb\u5316\u6027\u3002<\/p>\n<h4>Test-Time Scaling Evaluation<\/h4>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202504\/08\/7947d262046667a370c9008a1099cdd05df6d0.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\u5728\u4e09\u4e2a\u63a8\u7406benchmark\u4e0a\u7684\u6d4b\u8bd5\u65f6\u6269\u5c55\u5b9e\u9a8c\u53ef\u4ee5\u770b\u5230\uff0c\u4ec5\u5728\u4ee3\u7801\u7684\u63a8\u7406\u6570\u636e\u4e0a\u5fae\u8c03\u540e\u7684Z1-7B\u5728\u4ee3\u7801\u4e4b\u5916\u7684\u4efb\u52a1\u4e0a\u4e5f\u5b9e\u73b0\u4e86Test-time scaling\u7684\u80fd\u529b\u3002<\/p>\n<p>\u540c\u65f6\uff0c\u76f8\u8f83\u4e8eR1-Distill-Qwen-7B\uff0cZ1-7B\u7684\u90fd\u80fd\u4ee5\u66f4\u77ed\u7684\u5e73\u5747\u601d\u8003\u957f\u5ea6\u83b7\u5f97\u66f4\u9ad8\u7684\u5206\u6570\uff0c\u4f53\u73b0\u5176\u9ad8\u6548\u7684\u6d4b\u8bd5\u65f6\u6269\u5c55\u80fd\u529b\u3002<\/p>\n<p>\u8fd9\u9879\u7814\u7a76\u8bc1\u660e\uff0c\u901a\u8fc7\u591a\u6837\u6027\u601d\u8003\u8f68\u8ff9\u7684\u6df7\u5408\u8bad\u7ec3\u548c\u52a8\u6001\u8ba1\u7b97\u8d44\u6e90\u5206\u914d\uff0c\u5927\u6a21\u578b\u80fd\u591f\u7a81\u7834\u201d\u66b4\u529b\u8ba1\u7b97\u201d\u7684\u5c40\u9650\uff0c\u81ea\u9002\u5e94\u5730\u5728\u4e0d\u540c\u96be\u5ea6\u7684\u4efb\u52a1\u4e2d\u4f7f\u7528\u4e0d\u540c\u7ea7\u522b\u7684\u63a8\u7406\u65f6\u8ba1\u7b97\u8d44\u6e90\uff1b\u540c\u65f6\u8fd9\u4e2a\u6a21\u578b\u4e5f\u5c06\u975e\u63a8\u7406\u6a21\u578b\u4e0e\u957f\u63a8\u7406\u6a21\u578b\u8fdb\u884c\u7edf\u4e00\uff0c\u4e3a\u5927\u578b\u63a8\u7406\u6a21\u578b\u5728\u9ad8\u6548\u601d\u8003\u65b9\u9762\u7684\u53d1\u5c55\u63d0\u4f9b\u4e86\u91cd\u8981\u7684\u8d21\u732e\u3002<\/p>\n<p>\u8bba\u6587\u94fe\u63a5\uff1a\u00a0https:\/\/arxiv.org\/abs\/2504.00810<\/p>\n<p>\u4ee3\u7801\u94fe\u63a5\uff1a\u00a0https:\/\/github.com\/efficientscaling\/Z1<\/p>\n<p>\u6a21\u578b\u94fe\u63a5\uff1a\u00a0https:\/\/huggingface.co\/efficientscaling\/Z1-7B<\/p>\n<p>\u6570\u636e\u94fe\u63a5\uff1a\u00a0https:\/\/huggingface.co\/datasets\/efficientscaling\/Z1-Code-Reasoning-107K<\/p>\n<\/div>\n<p>\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<div 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class=\"pvc_clear\"><\/div>\n","protected":false},"author":56,"featured_media":25327,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[23,20,80],"tags":[124,1549,820],"class_list":["post-25325","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-23","category-20","category-80","tag-ai","tag-1549","tag-820"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/25325","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=25325"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/25325\/revisions"}],"predecessor-version":[{"id":25328,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/25325\/revisions\/25328"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/25327"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=25325"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=25325"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=25325"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}