{"id":10253,"date":"2026-07-17T00:23:50","date_gmt":"2026-07-16T16:23:50","guid":{"rendered":"https:\/\/infernews.com\/blog\/1t-2\/"},"modified":"2026-07-17T00:24:29","modified_gmt":"2026-07-16T16:24:29","slug":"1t-2","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/1t-2\/","title":{"rendered":"Ring-Zero 1T \u53c3\u6578\u96f6\u6a23\u672c\u5f37\u5316\u5b78\u7fd2"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/07\/maxresdefault-2-1.jpg\" alt=\"Og image\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u7576\u6a21\u578b\u6108\u505a\u6108\u5927\uff0c\u771f\u6b63\u56f0\u96e3\u5514\u53ea\u4fc2\u7b97\u529b\uff0c\u800c\u4fc2\u9ede\u6a23\u4ee4\u4f62\u55ba\u5187\u4eba\u5de5\u793a\u7bc4\u63a8\u7406\u93c8\u5605\u60c5\u6cc1\u4e0b\uff0c\u4ecd\u7136\u5b78\u5230\u6e05\u6670\u3001\u6709\u6548\u53c8\u53ef\u5ef6\u4f38\u5605\u601d\u8003\u65b9\u5f0f\u3002Ring-Zero \u5c6c\u65bc\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u63a8\u7406\u8a13\u7df4\u7814\u7a76\uff0c\u91cd\u9ede\u653e\u55ba\u5c07 zero RL \u64f4\u5c55\u5230 1T \u53c3\u6578\uff0c\u89c0\u5bdf\u63a8\u7406\u80fd\u529b\u6703\u5514\u6703\u96a8\u898f\u6a21\u81ea\u7136\u6e67\u73fe\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5462\u500b\u9805\u76ee\u8981\u8655\u7406\u5605\u554f\u984c\u5e7e\u5177\u9ad4\uff1a\u4ee5 Reinforcement Learning with Verifiable Rewards\uff08RLVR\uff09\u76f4\u63a5\u8a13\u7df4 base model\uff0c\u96d6\u7136\u53ef\u4ee5\u907f\u958b\u6602\u8cb4\u5605\u4eba\u5de5 chain-of-thought\uff08CoT\uff09\u8cc7\u6599\uff0c\u4f46\u7c21\u55ae\u653e\u5927\u898f\u6a21\u6703\u5e36\u4f86\u53ef\u8b80\u6027\u5dee\u3001token \u5197\u9918\uff0c\u540c\u57cb\u63a8\u7406\u6df1\u5ea6\u5514\u5920\u9748\u6d3b\u3002Ring-Zero \u91dd\u5c0d\u5462\u5e7e\u500b\u5361\u4f4d\uff0c\u52a0\u5165 clipped importance sampling\u3001training-inference ratio correction \u540c mixed-precision control\uff0c\u76ee\u6a19\u4fc2\u4ee4\u8a13\u7df4\u6d41\u7a0b\u66f4\u7a69\u5b9a\uff0c\u8f38\u51fa\u4ea6\u66f4\u7cbe\u7149\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u540c\u5e38\u898b\u4f9d\u8cf4\u76e3\u7763\u5f0f\u63a8\u7406\u793a\u7bc4\u6216\u8005\u8f03\u7d30\u6a21\u578b\u505a zero RL \u5605\u505a\u6cd5\u76f8\u6bd4\uff0cRing-Zero \u60f3\u8b49\u660e\u4e00\u4ef6\u4e8b\uff1a\u898f\u6a21\u672c\u8eab\u6703\u6539\u8b8a\u6a21\u578b\u5b78\u63a8\u7406\u5605\u65b9\u5f0f\u3002\u7814\u7a76\u8005\u89c0\u5bdf\u5230\u8a13\u7df4\u5927\u81f4\u6703\u7d93\u6b77\u300cdiscovery\u300d\u518d\u5230\u300csharpening\u300d\u5169\u500b\u968e\u6bb5\uff0c\u800c\u4e14\u6a21\u578b\u6703\u81ea\u767c\u51fa\u73fe anthropomorphism\u3001structured formatting\u3001self-verification\u3001parallel reasoning \u540c context anxiety \u7b49\u884c\u70ba\uff0c\u986f\u793a\u90e8\u5206\u4eba\u624b\u8a2d\u8a08\u6280\u5de7\u672a\u5fc5\u518d\u4fc2\u5fc5\u8981\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u628a zero RL \u64f4\u5c55\u5230 1T \u53c3\u6578\uff0c\u6838\u5fc3\u7126\u9ede\u4fc2\u5927\u898f\u6a21\u63a8\u7406\u6e67\u73fe<\/li>\n\n\n\n<li>\u5514\u7528\u4eba\u5de5\u6a19\u8a3b CoT\uff0c\u6539\u7528 RLVR \u5f9e trial-and-error \u4e2d\u5b78\u7fd2<\/li>\n\n\n\n<li>\u9664\u5497\u6700\u7d42\u7b54\u6848\uff0c\u4ef2\u984d\u5916\u6aa2\u67e5 comprehensibility\u3001reproducibility\u3001efficiency<\/li>\n\n\n\n<li>\u5728\u4e03\u500b\u6578\u5b78 benchmark \u4e0a\uff0cRing-2.5-1T-Zero \u8868\u73fe\u5177\u7af6\u722d\u529b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0d\u7814\u7a76 LLM \u63a8\u7406\u3001\u6a21\u578b\u8a13\u7df4\u540c scaling law \u5605\u8b80\u8005\uff0c\u5462\u500b\u9805\u76ee\u6700\u6709\u53c3\u8003\u50f9\u503c\u3002\u4f62\u5514\u55ae\u6b62\u95dc\u5fc3\u5206\u6578\u9ad8\u4f4e\uff0c\u4ef2\u5617\u8a66\u56de\u7b54\u5927\u6a21\u578b\u9ede\u6a23\u5b78\u6703\u66f4\u77ed\u3001\u66f4\u6709\u7d50\u69cb\u3001\u4ea6\u66f4\u5bb9\u6613\u91cd\u73fe\u5605 CoT\uff1b\u5462\u4e00\u9ede\u5c0d\u4e4b\u5f8c\u505a AGI\u3001\u6a21\u578b\u8a13\u7df4\u540c\u63a8\u7406\u512a\u5316\u90fd\u5e7e\u95dc\u9375\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.youtube.com\/watch?v=_563AE7e7-E\" target=\"_blank\" rel=\"noreferrer noopener\">Youtube<\/a> \u00b7 <a href=\"https:\/\/arxiv.org\/pdf\/2607.12395\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>Paper<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5514\u9760\u4eba\u5de5\u6a19\u8a3b\u63a8\u7406\u6b65\u9a5f\uff0c\u6a21\u578b\u4e00\u6a23\u53ef\u4ee5\u7df4\u51fa\u66f4\u6210\u719f\u7684\u601d\u8003\u65b9\u5f0f\u3002Ring-Zero \u60f3\u89e3\u7684\uff0c\u6b63\u662f\u5927\u6a21\u578b\u63a8\u7406\u6108\u5927\u6108\u96e3\u6559\u3001\u6108\u96e3\u7a69\u5b9a\u8a13\u7df4\u7684\u554f\u984c\u3002<\/p>\n","protected":false},"author":8,"featured_media":10252,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[170,193,199,189,127,196],"tags":[],"class_list":["post-10253","post","type-post","status-publish","format-standard","hentry","category-170","category-agi","category-dataset-","category-189","category-127","category-196"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10253","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=10253"}],"version-history":[{"count":2,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10253\/revisions"}],"predecessor-version":[{"id":10256,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10253\/revisions\/10256"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/10252"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=10253"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=10253"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=10253"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}