{"id":8166,"date":"2026-05-13T19:27:32","date_gmt":"2026-05-13T11:27:32","guid":{"rendered":"https:\/\/infernews.com\/blog\/?p=8166"},"modified":"2026-05-13T19:27:48","modified_gmt":"2026-05-13T11:27:48","slug":"official-repository-for-the-paper-quot-loopus-recasting-pretrained-llms-into-loo","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/official-repository-for-the-paper-quot-loopus-recasting-pretrained-llms-into-loo\/","title":{"rendered":"LoopUS\u9ede\u6a23\u4ee4\u8a9e\u8a00\u6a21\u578b\u66f4\u8b58\u300c\u8ad7\u591a\u6b65\u300d"},"content":{"rendered":"
\"LoopUS<\/figure>\n

LoopUS \u662f\u4e00\u500b\u91dd\u5c0d\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u7684\u5f8c\u8a13\u7df4\u6846\u67b6\uff0c\u6838\u5fc3\u60f3\u6cd5\u4e0d\u662f\u53eb\u6a21\u578b\u8f38\u51fa\u66f4\u9577\u7b54\u6848\uff0c\u800c\u662f\u5148\u5728\u5167\u90e8\u96b1\u85cf\u8868\u793a\u4e0a\u53cd\u8986\u300c\u518d\u8ad7\u4e00\u6b21\u300d\u3002\u7c21\u55ae\u8b1b\uff0c\u5b83\u628a\u539f\u672c\u4e00\u6b21\u904e\u904b\u4f5c\u7684\u6a21\u578b\uff0c\u62c6\u6210\u7de8\u78bc\u3001\u5faa\u74b0\u63a8\u7406\u3001\u89e3\u78bc\u4e09\u90e8\u5206\uff0c\u8b93\u4e2d\u9593\u7684\u63a8\u7406\u5340\u584a\u53ef\u4ee5\u91cd\u7528\u591a\u6b21\u3002<\/p>\n

\u9019\u7a2e\u505a\u6cd5\u7684\u5be6\u969b\u7528\u9014\uff0c\u4e3b\u8981\u662f\u4ee4\u6a21\u578b\u5728\u56de\u7b54\u8f03\u9700\u8981\u63a8\u7406\u7684\u554f\u984c\u6642\uff0c\u53ef\u6309\u9700\u8981\u6295\u5165\u66f4\u591a\u8a08\u7b97\u91cf\uff0c\u800c\u6bcb\u9808\u7531\u96f6\u958b\u59cb\u8a13\u7df4\u5168\u65b0\u7684\u5faa\u74b0\u5f0f\u67b6\u69cb\u3002\u5c0d\u7814\u7a76\u4eba\u54e1\u6216\u5de5\u7a0b\u5718\u968a\u4f86\u8aaa\uff0c\u9019\u4ee3\u8868\u53ef\u4ee5\u57fa\u65bc\u73fe\u6709\u9810\u8a13\u7df4\u6aa2\u67e5\u9ede\u505a\u6539\u9020\uff0c\u517c\u9867\u90e8\u7f72\u73fe\u5be6\u8207\u8a13\u7df4\u6210\u672c\u3002<\/p>\n

LoopUS \u7684\u5275\u65b0\u4e4b\u8655\uff0c\u5728\u65bc\u5b83\u4e0d\u662f\u76f2\u76ee\u91cd\u8986\u4e2d\u9593\u5c64\uff0c\u800c\u662f\u5148\u6839\u64da\u6a21\u578b\u5167\u90e8\u8868\u793a\u96a8\u6df1\u5ea6\u8b8a\u5316\u7684\u7279\u5fb5\uff0c\u6c7a\u5b9a\u908a\u90e8\u5206\u9069\u5408\u62ff\u4f86\u5faa\u74b0\u4f7f\u7528\u3002\u540c\u6642\uff0c\u5b83\u52a0\u5165\u9078\u64c7\u6027\u9598\u9580\u53bb\u6e1b\u5c11\u53cd\u8986\u66f4\u65b0\u6642\u7684\u72c0\u614b\u6f02\u79fb\uff0c\u4e26\u7528\u8f03\u7bc0\u7701\u8a18\u61b6\u9ad4\u7684\u76e3\u7763\u65b9\u5f0f\u8a13\u7df4\u9577\u8ff4\u5708\uff0c\u53e6\u5916\u9084\u6709\u4fe1\u5fc3\u5206\u6578\u6a5f\u5236\uff0c\u63a8\u8ad6\u6642\u53ef\u63d0\u65e9\u505c\u6b62\uff0c\u907f\u514d\u4e0d\u5fc5\u8981\u7684\u984d\u5916\u6b65\u6578\u3002<\/p>\n

\u91cd\u9ede\u6458\u8981\uff1a
\n– \u628a\u9810\u8a13\u7df4 LLM \u91cd\u7d44\u6210\u7de8\u78bc\u5668\u3001\u5faa\u74b0\u63a8\u7406\u5340\u584a\u3001\u89e3\u78bc\u5668
\n– \u4e3b\u8981\u5728\u96b1\u85cf\u7a7a\u9593\u505a\u53cd\u8986\u7cbe\u4fee\uff0c\u800c\u975e\u55ae\u7d14\u62c9\u9577\u8f38\u51fa\u5167\u5bb9
\n– \u4ee5\u9078\u64c7\u6027\u9598\u9580\u7a69\u5b9a\u591a\u8f2a\u8fed\u4ee3\uff0c\u6e1b\u4f4e\u8868\u793a\u5d29\u58de\u98a8\u96aa
\n– \u652f\u63f4\u6309\u8f38\u5165\u96e3\u5ea6\u8abf\u7bc0\u63a8\u8ad6\u8a08\u7b97\u91cf\uff0c\u8f03\u91cd\u8996\u6548\u7387
\n– \u8a55\u4f30\u6d41\u7a0b\u7d50\u5408 lm-eval\uff0c\u8a13\u7df4\u7a0b\u5f0f\u4ea6\u96c6\u4e2d\u8655\u7406 checkpoint \u8207\u7e8c\u8dd1<\/p>\n

\u82e5\u4f60\u662f\u505a\u7814\u7a76\u539f\u578b\u3001\u63a8\u7406\u80fd\u529b\u6bd4\u8f03\uff0c\u6216\u60f3\u6e2c\u8a66\u300c\u540c\u4e00\u6a21\u578b\u53ef\u5426\u7528\u66f4\u591a\u601d\u8003\u6b65\u6578\u63db\u53d6\u66f4\u597d\u8868\u73fe\u300d\uff0cLoopUS \u6703\u7279\u5225\u503c\u5f97\u7559\u610f\u3002\u76f8\u5c0d\u4e00\u822c\u53ea\u8ffd\u6c42\u751f\u6210\u66f4\u9577\u6587\u5b57\u7684\u65b9\u6cd5\uff0c\u5b83\u66f4\u50cf\u5728\u6a21\u578b\u8166\u5167\u505a\u591a\u8f2a\u6574\u7406\uff1b\u4e0d\u904e\u5be6\u969b\u6536\u76ca\u4ecd\u53d6\u6c7a\u65bc\u57fa\u790e\u6a21\u578b\u3001\u8cc7\u6599\u8207\u4efb\u52d9\u8a2d\u5b9a\u3002<\/p>\n

Source:<\/strong> https:\/\/github.com\/Thrillcrazyer\/LoopUS<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

LoopUS\u5514\u4fc2\u91cd\u982d\u8a13\u7df4\u65b0\u6a21\u578b\uff0c\u800c\u4fc2\u628a\u73fe\u6709\u8a9e\u8a00\u6a21\u578b\u6539\u9020\u6210\u53ef\u53cd\u8986\u7cbe\u4fee\u7684\u63a8\u7406\u67b6\u69cb\u3002\u91cd\u9ede\u5728\u65bc\u7528\u8f03\u5be6\u969b\u7684\u65b9\u6cd5\u63d0\u5347\u63a8\u7406\u8868\u73fe\u3002<\/p>\n","protected":false},"author":8,"featured_media":8165,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[133,197],"tags":[],"class_list":["post-8166","post","type-post","status-publish","format-standard","hentry","category-133","category-framework"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8166","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=8166"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8166\/revisions"}],"predecessor-version":[{"id":8167,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8166\/revisions\/8167"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/8165"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=8166"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=8166"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=8166"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}