{"id":12168,"date":"2026-09-12T12:52:25","date_gmt":"2026-09-12T04:52:25","guid":{"rendered":"https:\/\/infernews.com\/blog\/temporal-cloze\/"},"modified":"2026-09-12T12:52:25","modified_gmt":"2026-09-12T04:52:25","slug":"temporal-cloze","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/temporal-cloze\/","title":{"rendered":"TempCloze\uff1a\u63ed\u958b Video-LLM \u7684\u6642\u9593\u76f2\u5340"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/09\/pasted-0f53f43104de.jpg\" alt=\"Overview of the TempCloze benchmark\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">TempCloze \u7684\u73a9\u6cd5\u76f8\u7576\u76f4\u89c0\uff1a\u7d66\u4e00\u6bb5\u5f71\u7247\u7684\u958b\u982d\u8207\u7d50\u5c3e\uff0c\u8981\u6c42\u6a21\u578b\u5f9e\u56db\u6bb5\u5019\u9078\u7247\u6bb5\u4e2d\u6311\u51fa\u771f\u6b63\u5c6c\u65bc\u4e2d\u9593\u7f3a\u5931\u7684\u90a3\u4e00\u6bb5\u3002\u56db\u500b\u9078\u9805\u5168\u90e8\u4f86\u81ea\u540c\u4e00\u689d\u5f71\u7247\u7684\u7d20\u6750\uff0c\u9023\u6587\u672c\u7dda\u7d22\u90fd\u58d3\u5230\u6700\u4f4e\uff0c\u7b49\u65bc\u903c\u6a21\u578b\u53ea\u80fd\u7528\u773c\u775b\u53bb\u5224\u65b7\u6642\u9593\u5148\u5f8c\u8207\u4e8b\u4ef6\u6d41\u66a2\u5ea6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u5957\u57fa\u6e96\u7279\u5225\u91dd\u5c0d\u4e09\u500b\u6642\u9593\u7dad\u5ea6\uff1a\u8a9e\u7fa9\uff08Semantic\uff0c\u8003\u300c\u767c\u751f\u4e86\u4ec0\u9ebc\u300d\uff09\u3001\u5c0d\u9f4a\uff08Alignment\uff0c\u8003\u300c\u61c9\u8a72\u5728\u4f55\u6642\u767c\u751f\u300d\uff09\u3001\u63a8\u9032\uff08Progression\uff0c\u8003\u300c\u4e8b\u4ef6\u5982\u4f55\u5c55\u958b\u300d\uff09\u3002\u5c0d\u9f4a\u7684\u5e72\u64fe\u9078\u9805\u8a2d\u8a08\u5f97\u5f88\u5de7\u5999\uff0c\u4f8b\u5982\u628a\u540c\u4e00\u6bb5\u5167\u5bb9\u524d\u79fb\u3001\u5f8c\u79fb\u6216\u62c9\u9577\uff1b\u63a8\u9032\u7dad\u5ea6\u5247\u628a\u7247\u6bb5\u5012\u64ad\u3001\u91cd\u6392\u3001\u91cd\u8907\uff0c\u770b\u6a21\u578b\u80fd\u5426\u8b58\u7834\u3002\u984c\u76ee\u7d20\u6750\u523b\u610f\u6311\u9078\u9577\u93e1\u982d\u8207\u7b2c\u4e00\u4eba\u7a31\u5f71\u7247\uff0c\u907f\u514d\u9760\u526a\u8f2f\u6216\u5834\u666f\u5207\u63db\u5c31\u80fd\u8499\u6df7\u904e\u95dc\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8dd1\u5b8c 31 \u500b Video-LLM\uff0810 \u500b\u9589\u6e90\u52a0 21 \u500b\u958b\u6e90\uff09\u5f8c\u7d50\u679c\u5f88\u6b98\u9177\uff1a\u7121\u8ad6\u662f GPT \u985e\u9084\u662f\u958b\u6e90\u6b0a\u91cd\uff0c\u6a21\u578b\u5728\u5c0d\u9f4a\u4efb\u52d9\u4e0a\u7684\u6e96\u78ba\u7387\u5e7e\u4e4e\u8170\u65ac\uff0c\u9589\u6e90\u5e73\u5747\u5f9e\u8a9e\u7fa9 70.73% \u8dcc\u5230\u5c0d\u9f4a 48.13%\uff0c\u958b\u6e90\u5e73\u5747\u66f4\u53ea\u5269 26.54%\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u4eba\u985e\u5728\u56b4\u683c\u5354\u8b70\u4e0b\u4ecd\u80fd\u9054\u5230 97% \u5e73\u5747\u6b63\u78ba\u7387\u3002\u63db\u8a00\u4e4b\uff0c\u73fe\u5728\u7684 Video-LLM \u5c0d\u756b\u9762\u5728\u6642\u9593\u8ef8\u4e0a\u7684\u4f4d\u7f6e\u5e7e\u4e4e\u6c92\u6982\u5ff5\uff0c\u53ea\u80fd\u9760\u8a9e\u7fa9\u95dc\u806f\u786c\u731c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0d\u65bc\u505a\u5f71\u7247\u7406\u89e3\u3001embodied AI\u3001\u591a\u6a21\u614b\u57fa\u6e96\u7814\u7a76\u7684\u4eba\u4f86\u8aaa\uff0c\u9019\u4efd\u5de5\u5177\u5305\u5f88\u503c\u5f97\u95dc\u6ce8\u3002\u5b83\u63d0\u4f9b\u7d71\u4e00\u62bd\u5e40\u5354\u8b70\uff08\u6bcf\u6bb5 16 \u5e40\uff0c\u516d\u7247\u6bb5\u984c 96 \u5e40\uff09\uff0c\u8a55\u6e2c\u6d41\u7a0b\u53ef\u76f4\u63a5\u5957\u7528\uff0c\u91cd\u9ede\u5728\u65bc\u6307\u51fa\u6642\u9593\u5c0d\u9f4a\u624d\u662f\u8996\u983b\u63a8\u7406\u7684\u771f\u6b63\u74f6\u9838\uff0c\u6578\u5b57\u8207\u5716\u8868\u90fd\u5df2\u7d93\u6574\u7406\u597d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u91cd\u9ede\u6458\u8981\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4efb\u52d9\u8a2d\u8a08<\/strong>\uff1a\u56db\u9078\u4e00\u5f71\u7247\u586b\u7a7a\uff0c\u6240\u6709\u5e72\u64fe\u9805\u4f86\u81ea\u540c\u4e00\u689d\u539f\u7247\uff0c\u6d88\u9664\u6587\u672c\u6377\u5f91<\/li>\n<li><strong>\u4e09\u7dad\u5ea6\u8003\u6838<\/strong>\uff1a\u8a9e\u7fa9\u3001\u5c0d\u9f4a\u3001\u63a8\u9032\uff0c\u5206\u5225\u6e2c\u4e8b\u4ef6\u3001\u4f4d\u7f6e\u3001\u5c55\u958b\u65b9\u5f0f<\/li>\n<li><strong>\u6578\u64da\u898f\u6a21<\/strong>\uff1a1,521 \u689d\u5f71\u7247\uff0c\u9577\u93e1\u982d\u8207\u7b2c\u4e00\u4eba\u7a31\u70ba\u4e3b\uff0c\u4e03\u500b\u516c\u958b\u4f86\u6e90<\/li>\n<li><strong>\u6838\u5fc3\u767c\u73fe<\/strong>\uff1a\u5c0d\u9f4a\u7dad\u5ea6\u662f\u6700\u5927\u74f6\u9838\uff0c\u958b\u6e90\u6a21\u578b\u8dcc\u81f3 26.54%\uff0c\u9589\u6e90\u4ea6\u50c5 48.13%<\/li>\n<li><strong>\u5de5\u5177\u50f9\u503c<\/strong>\uff1a\u7d71\u4e00\u62bd\u5e40\u5354\u8b70\u8207\u8a55\u6e2c\u8173\u672c\uff0c\u53ef\u76f4\u63a5\u6bd4\u8f03\u73fe\u6709 Video-LLM \u5728\u6642\u9593\u63a8\u7406\u4e0a\u7684\u5dee\u8ddd<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/CedricPei\/Temporal-Cloze\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>TempCloze \u662f\u4e00\u500b\u5c08\u9580\u6e2c\u8a66 Video-LLM \u8996\u89ba\u6642\u9593\u63a8\u7406\u80fd\u529b\u7684\u5f71\u7247\u586b\u7a7a\u57fa\u6e96\uff0c\u5f9e\u4e03\u500b\u4f86\u6e90\u6536\u96c6 1,521 \u689d\u9577\u93e1\u982d\u8207\u7b2c\u4e00\u4eba\u7a31\u5f71\u7247\uff0c\u6311\u6230\u6a21\u578b\u80fd\u5426\u5728\u56db\u9078\u4e00\u4e2d\u627e\u56de\u6b63\u78ba\u7684\u300c\u6d88\u5931\u4e2d\u6bb5\u300d\u3002\u5b83\u76f4\u63a5\u63ed\u793a\u73fe\u6709\u6a21\u578b\u5728\u6642\u9593\u5c0d\u9f4a\u4e0a\u7684\u660e\u986f\u77ed\u677f\u3002<\/p>\n","protected":false},"author":8,"featured_media":12167,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","footnotes":""},"categories":[133,116,76,149,31,120,197,38],"tags":[],"class_list":["post-12168","post","type-post","status-publish","format-standard","hentry","category-133","category-agentic","category-76","category-149","category-video","category-120","category-framework","category-38"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12168","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=12168"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12168\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/12167"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=12168"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=12168"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=12168"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}