{"id":10079,"date":"2026-07-10T02:30:48","date_gmt":"2026-07-09T18:30:48","guid":{"rendered":"https:\/\/infernews.com\/blog\/scaling-mixture-of-experts-video-pretraining-for-embodied-intelligence\/"},"modified":"2026-07-10T02:30:48","modified_gmt":"2026-07-09T18:30:48","slug":"scaling-mixture-of-experts-video-pretraining-for-embodied-intelligence","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/scaling-mixture-of-experts-video-pretraining-for-embodied-intelligence\/","title":{"rendered":"LingBot-Video \u60f3\u505a\u61c2\u7269\u7406\u7684\u751f\u6210\u5f71\u7247"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/07\/pasted-2ce523c38766.jpg\" alt=\"T2V Quality Score\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u751f\u6210\u5f71\u7247\u8981\u505a\u5230\u300c\u4f3c\u771f\u300d\uff0c\u5514\u53ea\u4fc2\u756b\u9762\u975a\uff0c\u4ef2\u8981\u4ea4\u4ee3\u5230\u52d5\u4f5c\u3001\u7269\u4ef6\u540c\u7269\u7406\u4e16\u754c\u4e4b\u9593\u5605\u95dc\u4fc2\u3002LingBot-Video\u5c6c\u65bc<strong>\u958b\u6e90\u8996\u983b\u6a21\u578b<\/strong>\uff0c\u4e3b\u6253 embodied intelligence\uff0c\u60f3\u88dc\u8db3\u4e00\u822c T2V \u53ea\u91cd\u8996\u8996\u89ba\u6548\u679c\u3001\u4f46\u5c0d\u4efb\u52d9\u904e\u7a0b\u540c\u7269\u7406\u5408\u7406\u6027\u638c\u63e1\u8f03\u5f31\u5462\u500b\u7f3a\u53e3\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5462\u500b\u9805\u76ee\u7684\u53d6\u5411\u5e7e\u6e05\u695a\uff1a\u5514\u4fc2\u55ae\u7d14\u8ffd\u6c42\u66f4\u5927\u53c3\u6578\uff0c\u800c\u4fc2\u7528 MoE\uff08Mixture-of-Experts\uff09\u67b6\u69cb\u53bb\u5e73\u8861\u5bb9\u91cf\u540c\u63a8\u7406\u6210\u672c\uff0c\u5b98\u65b9\u8aaa\u6cd5\u6307\u63a8\u7406\u53ef\u5feb\u7d04 3 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adapter\uff0c\u8868\u793a\u63d0\u793a\u8a5e\u6539\u5beb\u90fd\u4fc2\u6574\u500b\u5de5\u4f5c\u6d41\u4e00\u90e8\u5206\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63d0\u4f9b <strong>LingBot-Video-Dense<\/strong> \u540c <strong>LingBot-Video-MoE<\/strong>\uff0c\u524d\u8005\u8f03\u50cf\u57fa\u7dda\u8def\u7dda\uff0c\u5f8c\u8005\u52a0\u5165 Refiner<\/li>\n<li>\u4efb\u52d9\u8986\u84cb T2I\u3001T2V\u3001TI2V\uff0c\u5514\u53ea\u9650\u7d14\u6587\u5b57\u8f49\u5f71\u7247<\/li>\n<li>\u4ee5 embodied data \u540c\u591a\u91cd\u734e\u52f5\u6a5f\u5236\u5f37\u5316\u52d5\u4f5c\u5408\u7406\u6027<\/li>\n<li>\u6709\u6587\u4ef6\u3001\u6a21\u578b\u9801\u540c\u6280\u8853\u5831\u544a\uff0c\u8f03\u9069\u5408\u7814\u7a76\u5718\u968a\u540c\u9032\u968e\u5167\u5bb9\u751f\u6210\u6d41\u7a0b\u6e2c\u8a66<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u53d7\u76ca\u6700\u5927\u5605\uff0c\u6703\u4fc2\u60f3\u505a\u6a5f\u68b0\u4eba\u6a21\u64ec\u3001\u5177\u8eab\u667a\u80fd\u7814\u7a76\u3001\u52d5\u4f5c\u5c0e\u5411\u5f71\u7247\u751f\u6210\uff0c\u6216\u8005\u9700\u8981\u6bd4\u8f03\u300c\u4efb\u52d9\u662f\u5426\u5b8c\u6210\u300d\u800c\u5514\u53ea\u4fc2\u300c\u756b\u9762\u662f\u5426\u597d\u7747\u300d\u5605\u5718\u968a\u3002\u73fe\u6709\u8cc7\u8a0a\u672a\u898b\u5230\u5b8c\u6574\u57fa\u6e96\u5206\u6578\u6574\u7406\uff0c\u6240\u4ee5\u6027\u80fd\u5224\u65b7\u66ab\u6642\u4ecd\u8981\u914d\u5408\u5b98\u65b9\u6280\u8853\u5831\u544a\u540c\u5be6\u6e2c\uff1b\u4e0d\u904e\u4ee5\u958b\u6e90\u5b9a\u4f4d\u3001MoE \u67b6\u69cb\u3001Refiner \u540c rewriter \u4e00\u4f75\u516c\u958b\u569f\u7747\uff0cLingBot-Video\u660e\u986f\u4fc2\u671d\u4f4f\u8f03\u5b8c\u6574\u5605\u7814\u7a76\u8207\u90e8\u7f72\u93c8\u8def\u53bb\u8a2d\u8a08\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/technology.robbyant.com\/lingbot-video\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/robbyant\/lingbot-video\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/collections\/robbyant\/lingbot-video\" rel=\"noopener noreferrer\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9996\u4e2a\u9762\u5411\u5177\u8eab\u667a\u80fd\u7684\u5927\u89c4\u6a21\u5f00\u6e90 MoE 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