{"id":13350,"date":"2026-10-14T17:18:39","date_gmt":"2026-10-14T09:18:39","guid":{"rendered":"https:\/\/infernews.com\/blog\/woven\/"},"modified":"2026-10-14T17:21:42","modified_gmt":"2026-10-14T09:21:42","slug":"woven","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/woven\/","title":{"rendered":"WOVEN\uff1a\u628a\u8996\u89ba\u4e16\u754c\u6a21\u578b\u653e\u5165\u591a\u6a21\u614b LLM \u7684\u65b0\u8a13\u7df4\u7bc4\u5f0f"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/10\/WOVEN-LLM.jpg\" alt=\"WOVEN\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Multimodal LLMs \u5728\u7a7a\u9593\u63a8\u7406\u3001\u5177\u8eab\u64cd\u4f5c\u3001\u7269\u7406\u5e38\u8b58\u3001\u6642\u9593\u7406\u89e3\u7b49\u591a\u500b\u7bc4\u7587\u9577\u671f\u88ab\u7576\u4f5c\u7368\u7acb\u554f\u984c\u8655\u7406\u3002WOVEN \u628a\u9019\u4e9b\u5dee\u8ddd\u6536\u6582\u5230\u540c\u4e00\u500b\u539f\u8a9e\uff1a\u8996\u89ba\u8f49\u63db\u63a8\u7406\uff08visual transition reasoning\uff09\uff0c\u4e5f\u5c31\u662f\u5728\u72c0\u614b\u2014\u52d5\u4f5c\u2014\u65b0\u72c0\u614b (s, a, s\u2032) \u4e2d\uff0c\u6839\u64da\u5df2\u89c0\u5bdf\u90e8\u5206\u63a8\u65b7\u672a\u89c0\u5bdf\u90e8\u5206\u3002\u9019\u500b\u6846\u67b6\u65e2\u662f\u8a13\u7df4\u7d20\u6750\uff0c\u4e5f\u662f\u4e00\u500b\u8a55\u6e2c\u57fa\u6e96\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">WOVEN \u5167\u542b 36,076 \u689d\u56db\u9078\u984c\uff0c\u8986\u84cb 20 \u7a2e\u5834\u666f\u30015 \u7a2e\u52d5\u4f5c\u30018 \u7a2e\u63a8\u7406\u985e\u578b\uff0c\u4e26\u7528\u5f71\u7247\u751f\u6210\u6a21\u578b\u5605 rollout \u69cb\u5efa\u3002\u7814\u7a76\u5718\u968a\u5728 Qwen2.5-VL-3B-Instruct \u4e0a\u4ee5\u76e3\u7763\u5fae\u8abf\uff08SFT\uff09\u52a0\u4e0a GRPO \u8a13\u7df4\uff0c11 \u500b\u7d04 2,000 \u689d\u5605\u53d7\u63a7\u5b50\u96c6\u5206\u5225\u91dd\u5c0d\u4e00\u985e\u52d5\u4f5c\u540c\u63a8\u7406\u5bb6\u65cf\uff0c\u6700\u7d42\u4ee4 26 \u500b\u5916\u90e8\u57fa\u6e96\u4e2d\u5605 22 \u500b\u51fa\u73fe\u63d0\u5347\uff0c\u5e45\u5ea6\u6700\u9ad8\u9054 27.3 \u500b\u767e\u5206\u9ede\uff0c\u5462\u500b\u5e45\u5ea6\u4ee4\u4eba\u610f\u5916\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-dominant-color=\"e5e7ef\" data-has-transparency=\"false\" style=\"--dominant-color: #e5e7ef;\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"334\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/10\/WOVEN.jpg\" alt=\"\" class=\"wp-image-13352 not-transparent\" srcset=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/10\/WOVEN.jpg 1024w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/10\/WOVEN-300x98.jpg 300w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/10\/WOVEN-766x250.jpg 766w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">WOVEN \u5605\u5206\u985e\u5305\u542b\u524d\u5411\u52d5\u529b\u5b78\u3001\u9006\u5411\u52d5\u529b\u5b78\u3001\u53cd\u4e8b\u5be6\u79fb\u9664\u3001\u53cd\u4e8b\u5be6\u66ff\u63db\u3001\u7d50\u679c\u9810\u6e2c\u3001\u7dda\u7d22\u9810\u6e2c\u3001\u6642\u9593\u6392\u5e8f\u540c\u6642\u9593\u76f8\u9130\u6027\u516b\u7a2e\uff0c\u4e26\u8a2d\u8a08\u5497\u55ae\u56e0\u5b50\u53d7\u63a7\u8b8a\u5316\u3001\u53cd\u4e8b\u5be6 rollout\u3001\u932f\u8aa4\u985e\u578b\u8a98\u990c\u540c\u4e09\u985e\u6e2c\u8a66\u96c6\u4ee5\u6392\u9664\u504f\u5dee\u3002\u7814\u7a76\u8005\u4ea6\u55ba\u4e0d\u540c\u6a21\u578b\u898f\u6a21\u540c\u6a21\u578b\u5bb6\u65cf\u4e0a\u505a\u5497\u8907\u73fe\u3002WOVEN \u5c07\u8996\u89ba\u4e16\u754c\u5efa\u6a21\u5b9a\u7fa9\u70ba\u53ef\u91cd\u7528\u5605\u539f\u8a9e\uff0c\u4e26\u975e\u55ae\u4e00\u4efb\u52d9\u5605\u6548\u679c\u96c6\u5408\u3002\u5c0d\u505a\u8996\u89ba\u63a8\u7406\u3001\u5177\u8eab\u667a\u80fd\u540c\u591a\u6a21\u614b\u57fa\u6e96\u5efa\u8a2d\u5605\u5718\u968a\uff0c\u5462\u5957\u8cc7\u6599\u540c\u8a13\u7df4\u98df\u8b5c\u63d0\u4f9b\u5497\u4e00\u500b\u7d71\u4e00\u5207\u5165\u9ede\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/woven-ai.github.io\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/mll-lab-nu\/WOVEN\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>WOVEN \u63d0\u51fa\u8996\u89ba\u8f49\u63db\u63a8\u7406\uff08visual transition reasoning\uff09\u6846\u67b6\uff0c\u7528\u7d04 2,000 \u689d\u53d7\u63a7\u6a23\u672c\u5c31\u80fd\u8b93\u591a\u6a21\u614b LLM \u5728 22 \u500b\u5916\u90e8\u57fa\u6e96\u4e0a\u9032\u6b65\u6700\u591a 27.3 \u500b\u767e\u5206\u9ede\u3002<\/p>\n","protected":false},"author":8,"featured_media":13349,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","wpai_meta_description":"","footnotes":""},"categories":[133,162,76,119,186,127,185,31,197],"tags":[],"class_list":["post-13350","post","type-post","status-publish","format-standard","hentry","category-133","category-ai-productions","category-76","category-119","category-186","category-127","category-qwen","category-video","category-framework"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/13350","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=13350"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/13350\/revisions"}],"predecessor-version":[{"id":13353,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/13350\/revisions\/13353"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/13349"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=13350"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=13350"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=13350"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}