{"id":13335,"date":"2026-10-13T22:36:20","date_gmt":"2026-10-13T14:36:20","guid":{"rendered":"https:\/\/infernews.com\/blog\/vis-ground\/"},"modified":"2026-10-13T22:38:18","modified_gmt":"2026-10-13T14:38:18","slug":"vis-ground","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/vis-ground\/","title":{"rendered":"VIS-Ground \u8b93\u4e92\u52d5\u5f71\u7247\u771f\u6b63\u8a18\u4f4f\u524d\u6587\u8207\u8981\u6c42"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/10\/VIS-Ground.jpg\" alt=\"VIS-Ground teaser\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u89c0\u773e\u8981\u6c42\u300c\u7528\u8239\u904b\u85e5\uff0c\u800c\u4e14\u4e0d\u8981\u5f04\u6fd5\u300d\u6642\uff0c\u7cfb\u7d71\u4e0d\u80fd\u53ea\u7406\u89e3\u4e00\u53e5\u65b0\u6307\u4ee4\uff0c\u9084\u8981\u8a18\u5f97\u6a4b\u5df2\u65b7\u3001\u76ee\u7684\u5730\u662f\u7956\u6bcd\u5bb6\uff0c\u4ee5\u53ca\u6545\u4e8b\u539f\u672c\u4ea4\u4ee3\u7684\u80cc\u666f\u3002VIS-Ground \u5c6c\u65bc\u4e92\u52d5\u5f71\u7247\u751f\u6210\u7814\u7a76\u6846\u67b6\uff0c\u8655\u7406\u7684\u6b63\u662f\u4f86\u6e90\u8cc7\u6599\u3001\u5f71\u7247\u524d\u6bb5\u8207\u89c0\u773e\u4ecb\u5165\u4e4b\u9593\u5bb9\u6613\u4e92\u76f8\u7274\u89f8\u7684\u4f9d\u8cf4\u95dc\u4fc2\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u5148\u4ee5 Structured Context Abstraction \u5c0d\u9f4a grounding source\u3001\u5df2\u6e32\u67d3\u7684 video prefix \u548c viewer request\uff0c\u518d\u4ee5 Generation Constraints Induction \u62bd\u53d6\u5c0d\u4e0b\u4e00\u6bb5\u5f71\u7247\u771f\u6b63\u6709\u95dc\u7684\u689d\u4ef6\uff0c\u6700\u5f8c\u7d93\u904e plan\u3001verify\u3001revise\u3001render \u5faa\u74b0\uff0c\u6aa2\u67e5\u6210\u7247\u662f\u5426\u540c\u6642\u7b26\u5408\u5287\u60c5\u9023\u8cab\u3001\u77e5\u8b58\u4f86\u6e90\u548c\u89c0\u773e\u8981\u6c42\u3002\u9019\u6bd4\u55ae\u7d14\u628a\u65b0\u63d0\u793a\u8a5e\u4ea4\u7d66\u5f71\u7247\u751f\u6210\u5668\u66f4\u91cd\u8996\u524d\u6587\u7d04\u675f\uff0c\u4f46\u4ee3\u50f9\u662f\u6d41\u7a0b\u66f4\u8907\u96dc\uff0c\u4e5f\u9700\u8981\u984d\u5916\u9a57\u8b49\u3002<\/p>\n\n\n<div\n    \tclass=\"align wp-block-vpb-video\"    id='vpbpVideoPlayer-1'\n    data-attributes='{&quot;source&quot;:&quot;https:\\\/\\\/vis-ground.github.io\\\/assets\\\/videos\\\/teaser.mp4&quot;,&quot;repeat&quot;:true,&quot;autoplay&quot;:true,&quot;muted&quot;:true,&quot;align&quot;:&quot;&quot;,&quot;poster&quot;:&quot;&quot;,&quot;controls&quot;:{&quot;play-large&quot;:true,&quot;restart&quot;:false,&quot;rewind&quot;:true,&quot;play&quot;:true,&quot;fast-forward&quot;:true,&quot;progress&quot;:true,&quot;current-time&quot;:true,&quot;duration&quot;:false,&quot;mute&quot;:true,&quot;volume&quot;:true,&quot;pip&quot;:false,&quot;airplay&quot;:false,&quot;captions&quot;:false,&quot;settings&quot;:true,&quot;download&quot;:false,&quot;fullscreen&quot;:true},&quot;captions&quot;:[],&quot;ratio&quot;:&quot;16:9&quot;,&quot;accentColor&quot;:&quot;&quot;,&quot;lazyLoad&quot;:false,&quot;width&quot;:&quot;100%&quot;,&quot;radius&quot;:&quot;0px&quot;,&quot;resetOnEnd&quot;:false,&quot;autoHideControl&quot;:true,&quot;isSetup&quot;:false}'\n><\/div>\n\n\n<ul class=\"wp-block-list\">\n<li>\u4ee5\u53ef\u57f7\u884c constraint model \u9023\u63a5\u6587\u5b57\u4f86\u6e90\u3001\u5f71\u7247\u5167\u5bb9\u8207\u4e92\u52d5\u6307\u4ee4<\/li>\n\n\n\n<li>VIS-Bench \u5305\u542b 250 \u500b sources\u30011,004 \u500b viewer interventions \u548c 2,008 \u500b instances<\/li>\n\n\n\n<li>\u8a55\u4f30\u6db5\u84cb source faithfulness\u3001story continuity\u3001interaction fulfillment \u53ca joint score<\/li>\n\n\n\n<li>\u5728 Omni-1.1-Flash\u3001Veo 3.1 \u548c MiniMax-H3 \u4e09\u500b video backbones \u5747\u53d6\u5f97\u6700\u9ad8 composite score<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-dominant-color=\"cecfce\" data-has-transparency=\"false\" style=\"--dominant-color: #cecfce;\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"520\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/10\/VIS-Ground-1.jpg\" alt=\"\" class=\"wp-image-13338 not-transparent\" srcset=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/10\/VIS-Ground-1.jpg 1024w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/10\/VIS-Ground-1-300x152.jpg 300w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/10\/VIS-Ground-1-768x390.jpg 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Composite score \u70ba Omni-1.1-Flash 84.2\u3001Veo 3.1 84.6\u3001MiniMax-H3 78.8\uff0c\u8f03\u5404\u81ea\u6700\u5f37 baseline \u9ad8 12.3\u300115.3 \u548c 3.4 \u5206\uff1b\u63d0\u5347\u4e3b\u8981\u96c6\u4e2d\u5728 story continuity\u3002\u9019\u4e9b\u7d50\u679c\u53cd\u6620\u65b9\u6cd5\u80fd\u8de8\u8d8a\u4e0d\u540c\u5f71\u7247\u751f\u6210 backbone \u5de5\u4f5c\uff0c\u4f46\u8cc7\u6599\u53ea\u6db5\u84cb 1,004 \u500b\u4e92\u52d5\u4ecb\u5165\uff0c\u672a\u8db3\u4ee5\u4ee3\u8868\u6240\u6709\u6558\u4e8b\u985e\u578b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9069\u5408\u7814\u7a76\u4e92\u52d5\u6558\u4e8b\u3001\u53ef\u63a7\u5f71\u7247\u751f\u6210\u548c\u591a\u6a21\u614b\u4ee3\u7406\u7684\u5718\u968a\uff0c\u7528\u4f86\u6e2c\u8a66\u300c\u89c0\u773e\u6539\u8b8a\u6545\u4e8b\u5f8c\uff0c\u751f\u6210\u7d50\u679c\u80fd\u5426\u5b88\u4f4f\u65e2\u6709\u4e8b\u5be6\u8207\u65b0\u9650\u5236\u300d\u3002GitHub \u76ee\u524d\u53ea\u5217\u51fa\u4ee3\u78bc\u3001VIS-Bench \u8cc7\u6599\u548c\u8a55\u4f30\u8173\u672c\u9810\u544a\u5728 2026 \u5e74 12 \u6708 15 \u65e5\u524d\u91cb\u51fa\uff0c\u56e0\u6b64\u66ab\u6642\u7f3a\u4e4f\u53ef\u6309\u6b65\u9a5f\u5b89\u88dd\u53ca\u672c\u5730\u6e2c\u8a66\u7684\u5b8c\u6574\u8cc7\u8a0a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/vis-ground.github.io\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/vis-ground\/code\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u89c0\u773e\u66ab\u505c\u5f71\u7247\u5f8c\u63d0\u51fa\u8981\u6c42\uff0cVIS-Ground \u6703\u628a\u4f86\u6e90\u3001\u5df2\u64ad\u5167\u5bb9\u8207\u6307\u4ee4\u6574\u7406\u6210\u53ef\u9a57\u8b49\u7684\u751f\u6210\u7d04\u675f\u3002<\/p>\n","protected":false},"author":8,"featured_media":13334,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","wpai_meta_description":"","footnotes":""},"categories":[133,162,119,31,161,197,199,203],"tags":[],"class_list":["post-13335","post","type-post","status-publish","format-standard","hentry","category-133","category-ai-productions","category-119","category-video","category-161","category-framework","category-dataset-","category-minimax"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/13335","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=13335"}],"version-history":[{"count":2,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/13335\/revisions"}],"predecessor-version":[{"id":13339,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/13335\/revisions\/13339"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/13334"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=13335"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=13335"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=13335"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}