{"id":3922,"date":"2025-07-23T02:05:33","date_gmt":"2025-07-23T00:05:33","guid":{"rendered":"https:\/\/implementi.ai\/2025\/07\/23\/mixture-of-recursions-enables-2x-faster-inference-heres-how-to-implement-it\/"},"modified":"2025-07-23T02:05:33","modified_gmt":"2025-07-23T00:05:33","slug":"%e9%80%92%e5%bd%92%e6%b7%b7%e5%90%88%e5%8f%af%e4%bd%bf%e6%8e%a8%e7%90%86%e9%80%9f%e5%ba%a6%e6%8f%90%e9%ab%98-2-%e5%80%8d%ef%bc%8c%e4%b8%8b%e9%9d%a2%e6%98%af%e5%ae%9e%e7%8e%b0%e6%96%b9%e6%b3%95","status":"publish","type":"post","link":"https:\/\/implementi.ai\/zh\/2025\/07\/23\/mixture-of-recursions-enables-2x-faster-inference-heres-how-to-implement-it\/","title":{"rendered":"\u9012\u5f52\u6df7\u5408\u7269\u53ef\u52a0\u5feb 2 \u500d\u63a8\u7406\u901f\u5ea6--\u5982\u4f55\u5b9e\u73b0\u5b83"},"content":{"rendered":"

\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\uff1a\u6df7\u5408\u9012\u5f52\u67b6\u6784<\/h2>\n

\u5728\u98de\u901f\u53d1\u5c55\u7684\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u9886\u57df\uff0c\u67b6\u6784\u7684\u8fdb\u6b65\u4e0d\u65ad\u63a8\u52a8\u7740\u6027\u80fd\u548c\u6548\u7387\u7684\u53d1\u5c55\u3002\u6700\u65b0\u51fa\u73b0\u7684\u662f\u4e00\u79cd\u88ab\u79f0\u4e3a \"\u9012\u5f52\u6df7\u5408\"\uff08MoR\uff09\u7684\u6a21\u578b\u3002<\/p>\n

\u8fd9\u4e00\u5c16\u7aef\u67b6\u6784\u7531\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u6770\u51fa\u4eba\u624d\u63d0\u4f9b\uff0c\u6709\u671b\u5728\u4e0d\u5f71\u54cd\u6027\u80fd\u7684\u524d\u63d0\u4e0b\u5927\u5e45\u964d\u4f4e\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u63a8\u7406\u6210\u672c\u548c\u5185\u5b58\u4f7f\u7528\u91cf\u3002<\/p>\n

\u7528 MoR \u9769\u65b0\u4eba\u5de5\u667a\u80fd<\/h2>\n

\u7b80\u5355\u5730\u8bf4\uff0c\u9012\u5f52\u662f\u4e00\u4e2a\u51fd\u6570\u5728\u6267\u884c\u8fc7\u7a0b\u4e2d\u8c03\u7528\u81ea\u8eab\u7684\u8fc7\u7a0b\u3002\u5728\u5904\u7406\u5927\u578b\u6570\u636e\u96c6\u6216\u590d\u6742\u95ee\u9898\u65f6\uff0c\u8fd9\u79cd\u81ea\u6211\u5f15\u7528\u7b56\u7565\u53ef\u4ee5\u5728\u8ba1\u7b97\u4e2d\u8282\u7701\u5927\u91cf\u5185\u5b58\u3002<\/p>\n

\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u7684\u6307\u6570\u7ea7\u589e\u957f\u9700\u8981\u7a81\u7834\u6027\u7684\u65b9\u6cd5\u6765\u7ba1\u7406\u4e0d\u65ad\u589e\u957f\u7684\u8ba1\u7b97\u548c\u5185\u5b58\u9700\u6c42\u3002\u8fd9\u5c31\u662f MoR \u586b\u8865\u7a7a\u767d\u7684\u5730\u65b9\uff0c\u5b83\u5229\u7528\u9012\u5f52\u7684\u4f18\u52bf\uff0c\u901a\u8fc7\u4e00\u79cd \"\u6df7\u5408\u7269\"\uff08\u5982\u679c\u53ef\u4ee5\u7684\u8bdd\uff09\u6765\u63d0\u9ad8\u6f5c\u529b\uff0c\u4ece\u800c\u5728\u4eba\u5de5\u667a\u80fd\u6548\u7387\u65b9\u9762\u53d6\u5f97\u60ca\u4eba\u7684\u8fdb\u6b65\u3002<\/p>\n

\u53ef\u89c6\u5316\u9012\u5f52\u6a21\u578b\u662f\u9012\u5f52\u6a21\u578b\u7684\u4e00\u79cd\u5f15\u4eba\u6ce8\u76ee\u7684\u6392\u5217\u65b9\u5f0f\u3002\u7136\u800c\uff0c\u4e0e\u4f20\u7edf\u9012\u5f52\u6a21\u578b\u4e0d\u540c\u7684\u662f\uff0cMoR \u5e76\u4e0d\u4e25\u683c\u9075\u5faa\u7236\u8282\u70b9\u548c\u5b50\u8282\u70b9\u7684\u5c42\u6b21\u5212\u5206\u3002\u76f8\u53cd\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e00\u79cd\u66f4\u7075\u6d3b\u3001\u66f4\u9ad8\u6548\u7684\u66ff\u4ee3\u65b9\u6cd5\uff0c\u8ba9\u540c\u7ea7\u8282\u70b9\u4e4b\u95f4\u76f4\u63a5\u4ea4\u4e92\uff0c\u800c\u65e0\u9700\u5728\u5c42\u6b21\u7ed3\u6784\u4e2d\u5411\u4e0a\u904d\u5386\u5230\u5171\u4eab\u7684\u7236\u8282\u70b9--\u8fd9\u79cd\u65b9\u6cd5\u5927\u5927\u8282\u7701\u4e86\u8ba1\u7b97\u6210\u672c\u548c\u5185\u5b58\u4f7f\u7528\u3002<\/p>\n

MoR \u67b6\u6784\u7684\u5b9e\u9645\u4f18\u52bf\u4e0d\u5bb9\u4f4e\u4f30\u3002LLM \u63a8\u7406\u6210\u672c\u548c\u5185\u5b58\u4f7f\u7528\u91cf\u7684\u964d\u4f4e\uff0c\u5728\u8d44\u91d1\u548c\u7269\u7406\u8d44\u6e90\u65b9\u9762\u90fd\u5e26\u6765\u4e86\u5b9e\u5b9e\u5728\u5728\u7684\u8282\u7ea6\u3002\u91cd\u8981\u7684\u662f\uff0c\u8fd9\u4e9b\u964d\u4f4e\u5e76\u6ca1\u6709\u4ee5\u727a\u7272\u6027\u80fd\u4e3a\u4ee3\u4ef7\u3002\u6d4b\u8bd5\u8868\u660e\uff0cMoR \u7684\u6027\u80fd\u4e0e\u4f20\u7edf\u9012\u5f52\u6a21\u578b\u76f8\u5f53\uff0c\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\u751a\u81f3\u4f18\u4e8e\u4f20\u7edf\u9012\u5f52\u6a21\u578b--\u8fd9\u662f\u4e00\u4e2a\u53cc\u8d62\u7684\u5c40\u9762\u3002<\/p>\n

MoR \u7684\u524d\u666f\u5341\u5206\u5e7f\u9614\uff0c\u5b83\u8574\u542b\u7740\u6539\u53d8\u6211\u4eec\u6240\u719f\u77e5\u7684\u4eba\u5de5\u667a\u80fd\u683c\u5c40\u7684\u5de8\u5927\u6f5c\u529b\u3002\u8fd9\u79cd\u9769\u547d\u6027\u7684\u65b9\u6cd5\u4f1a\u4ea7\u751f\u5de8\u5927\u7684\u8fde\u9501\u53cd\u5e94\uff0c\u53ef\u80fd\u4f1a\u4e3a\u66f4\u590d\u6742\u7684\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u94fa\u5e73\u9053\u8def\uff0c\u4ece\u800c\u63a8\u52a8\u672a\u6765\u7684\u521b\u65b0\u3002<\/p>\n

\u968f\u7740\u4eba\u5de5\u667a\u80fd\u4e0d\u65ad\u6e17\u900f\u5230\u6211\u4eec\u751f\u6d3b\u7684\u65b9\u65b9\u9762\u9762\uff0c\u8fd9\u79cd\u53d1\u5c55\u7684\u91cd\u8981\u6027\u600e\u4e48\u5f3a\u8c03\u90fd\u4e0d\u4e3a\u8fc7\u3002\u8fd9\u4e0d\u4ec5\u5173\u7cfb\u5230\u63a8\u52a8\u66f4\u5927\u3001\u66f4\u590d\u6742\u8ba1\u7b97\u7684\u80fd\u529b\uff0c\u8fd8\u5173\u7cfb\u5230\u4ee5\u4e00\u79cd\u53ef\u6301\u7eed\u3001\u9ad8\u6548\u7684\u65b9\u5f0f\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\uff0c\u5e76\u80fd\u8ddf\u4e0a\u4e0d\u65ad\u52a0\u5feb\u7684\u79d1\u6280\u8fdb\u6b65\u6b65\u4f10\u3002<\/p>\n

\u56de\u6eaf\u6df7\u5408\u6a21\u578b\u662f\u4e00\u9879\u7a81\u7834\u6027\u7684\u53d1\u5c55\uff0c\u5b83\u51f8\u663e\u4e86\u4eba\u5de5\u667a\u80fd\u7684\u65e0\u9650\u6f5c\u529b\uff0c\u518d\u6b21\u5c06\u8fd9\u4e00\u6280\u672f\u9886\u57df\u6240\u7279\u6709\u7684\u975e\u51e1\u6bc5\u529b\u548c\u80fd\u529b\u63a8\u5230\u4e86\u524d\u6cbf\u3002<\/p>\n

\u8981\u8fdb\u4e00\u6b65\u4e86\u89e3 MoR \u67b6\u6784\u7684\u6765\u9f99\u53bb\u8109\uff0c\u8bf7\u8bbf\u95ee VentureBeat \u4e0a\u7684\u539f\u6587\u3002\u6587\u7ae0\u6df1\u5165\u63a2\u8ba8\u4e86\u4eba\u5de5\u667a\u80fd\u4e16\u754c\u4e2d\u8fd9\u4e00\u4ee4\u4eba\u5174\u594b\u7684\u65b0\u53d1\u5c55\u7684\u5177\u4f53\u7ec6\u8282\u3002\u60a8\u53ef\u4ee5\u8bbf\u95ee\u539f\u6587 \u8fd9\u91cc<\/a>.<\/p>","protected":false},"excerpt":{"rendered":"

The Evolution of AI: Mixture-of-Recursions Architecture In the rapidly evolving field of Artificial Intelligence (AI), advances in architecture are consistently pushing the boundaries of performance and efficiency. The newest arrival on the scene is a model known as Mixture-of-Recursions (MoR). This cutting-edge architecture, courtesy of the brilliant minds in the field of AI, promises to drastically reduce Language Model (LLM) […]<\/p>\n","protected":false},"author":1,"featured_media":3923,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[26],"tags":[],"class_list":["post-3922","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-automation"],"featured_image_src":"https:\/\/implementi.ai\/wp-content\/uploads\/2025\/07\/3922-1024x683.png","blog_images":{"medium":"https:\/\/implementi.ai\/wp-content\/uploads\/2025\/07\/3922-300x200.png","large":"https:\/\/implementi.ai\/wp-content\/uploads\/2025\/07\/3922-1024x683.png"},"ams_acf":[],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"https:\/\/implementi.ai\/wp-content\/uploads\/2025\/07\/3922.png","_links":{"self":[{"href":"https:\/\/implementi.ai\/zh\/wp-json\/wp\/v2\/posts\/3922","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/implementi.ai\/zh\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/implementi.ai\/zh\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/implementi.ai\/zh\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/implementi.ai\/zh\/wp-json\/wp\/v2\/comments?post=3922"}],"version-history":[{"count":0,"href":"https:\/\/implementi.ai\/zh\/wp-json\/wp\/v2\/posts\/3922\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/implementi.ai\/zh\/wp-json\/wp\/v2\/media\/3923"}],"wp:attachment":[{"href":"https:\/\/implementi.ai\/zh\/wp-json\/wp\/v2\/media?parent=3922"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/implementi.ai\/zh\/wp-json\/wp\/v2\/categories?post=3922"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/implementi.ai\/zh\/wp-json\/wp\/v2\/tags?post=3922"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}