{"id":10623,"date":"2026-08-01T04:01:37","date_gmt":"2026-07-31T20:01:37","guid":{"rendered":"https:\/\/infernews.com\/blog\/see2think\/"},"modified":"2026-08-01T04:01:37","modified_gmt":"2026-07-31T20:01:37","slug":"see2think","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/see2think\/","title":{"rendered":"See2Think \u9a57\u8b49\u591a\u6a21\u614b\u6a21\u578b\u6709\u5187\u300c\u7747\u5716\u518d\u8ad7\u300d"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/08\/see2think-hero.jpg\" alt=\"See2Think \u2014 Do Multimodal Models Really Use Intermediate Visual States?\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u898b\u5230\u6a21\u578b\u6703\u756b\u7dda\u3001\u88c1\u5716\u3001\u6a19\u8a18\u7269\u4ef6\uff0c\u5f88\u591a\u4eba\u81ea\u7136\u6703\u7576\u5b83\u300c\u6709\u7747\u904e\u5148\u7b54\u300d\u3002See2Think\u5c6c\u65bc<strong>\u57fa\u6e96\u6e2c\u8a66\u52a0\u8a3a\u65b7\u6846\u67b6<\/strong>\uff0c\u7126\u9ede\u4e0d\u662f\u53ea\u770b\u6700\u5f8c\u7b54\u5571\u5e7e\u591a\uff0c\u800c\u662f\u62c6\u958b\u6aa2\u67e5\u4e2d\u9593\u8996\u89ba\u72c0\u614b\u6709\u5187\u88ab\u771f\u6b63\u7528\u5230\u3001\u6e32\u67d3\u662f\u5426\u5fe0\u5be6\uff0c\u4ee5\u53ca\u5f8c\u7e8c\u63a8\u7406\u6709\u5187\u56e0\u6b64\u6539\u8b8a\uff0c\u9019\u9ede\u5c0d\u591a\u6a21\u614b\u6a21\u578b\uff08Multimodal Models\uff09\u5c24\u5176\u95dc\u9375\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u7684\u6838\u5fc3\u8a2d\u8a08\u5206\u6210\u5169\u90e8\u5206\uff1aSee2ThinkBench \u6536\u9304 1,200 \u689d visually dependent \u554f\u984c\uff0c\u6db5\u84cb 2D structured reasoning\u30013D scene reasoning \u540c real-world visual reasoning\uff1b\u53e6\u4e00\u90e8\u5206\u662f Visual Action-of-Thought\uff08VAoT\uff09\u6d41\u7a0b\uff0c\u6703\u628a\u6587\u5b57\u601d\u8def\u3001structured visual actions\u3001rendered states \u540c\u4e4b\u5f8c\u7684\u63a8\u7406\u4e32\u9023\u8d77\u4f86\u3002\u9019\u7a2e\u505a\u6cd5\u6bd4\u55ae\u770b final-answer accuracy \u66f4\u6709\u8a3a\u65b7\u529b\uff0c\u56e0\u70ba\u53ef\u4ee5\u5206\u8fa8\u6a21\u578b\u662f\u5728\u300c\u505a\u51fa\u5716\u50cf\u300d\u9084\u662f\u5728\u300c\u4f9d\u8cf4\u5716\u50cf\u300d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u540c\u985e\u7814\u7a76\u5e38\u505c\u7559\u5728\u7d50\u679c\u5206\u6578\uff0cSee2Think\u8f03\u8457\u91cd\u53d7\u63a7\u6bd4\u8f03\u3002\u5b83\u8a2d\u6709 CoT\u3001NoRender\u3001Full\u3001WrongRender \u7b49 matched comparisons\uff0c\u53c8\u6703\u6aa2\u67e5 render-benefit\u3001corrupted-feedback sensitivity\uff0c\u4ee5\u53ca process judging \u88e1\u7684 relevance\u3001faithfulness\u3001uptake\uff0c\u63db\u53e5\u8a71\u8aaa\uff0c\u4e0d\u53ea\u554f\u6a21\u578b\u7b54\u5f97\u5c0d\u4e0d\u5c0d\uff0c\u9084\u6703\u554f\u4e2d\u9593\u90a3\u4e00\u6b65\u662f\u5426\u76f8\u95dc\u3001\u662f\u5426\u88ab\u6b63\u78ba\u57f7\u884c\u3001\u4ee5\u53ca\u6a21\u578b\u6709\u6c92\u6709\u5438\u6536\u56de\u4f86\u7684\u8996\u89ba\u8cc7\u8a0a\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9069\u5408\u7814\u7a76\u591a\u6a21\u614b\u63a8\u7406\u3001agent \u884c\u70ba\u5206\u6790\u3001\u8996\u89ba\u5de5\u5177\u93c8\u8a2d\u8a08\u7684\u5718\u968a<\/li>\n<li>\u5f37\u9805\u5728\u65bc\u628a\u300c\u4e2d\u9593\u5716\u50cf\u662f\u5426\u6709\u7528\u300d\u8b8a\u6210\u53ef\u89c0\u5bdf\u3001\u53ef\u5e72\u9810\u7684\u6e2c\u8a66\u554f\u984c<\/li>\n<li>\u8986\u84cb\u5716\u8868\u3001\u5e7e\u4f55\u3001\u7b26\u865f\u7d50\u69cb\u30013D \u7a7a\u9593\u95dc\u4fc2\u5230\u771f\u5be6\u5716\u7247\u5834\u666f<\/li>\n<li>GitHub \u5df2\u516c\u958b\u7a0b\u5f0f\u8207 quick start \u7dda\u7d22\uff0c\u4f46\u8ad6\u6587\u4ecd\u6a19\u793a\u70ba coming soon\uff0c\u7d30\u90e8\u5be6\u9a57\u8a2d\u5b9a\u4ecd\u8981\u4ee5\u5f8c\u7e8c\u6b63\u5f0f\u6587\u4ef6\u6838\u5c0d<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0d\u6a21\u578b\u8a55\u4f30\u8981\u6c42\u8f03\u7d30\u7dfb\u7684\u60c5\u5883\uff0c\u9019\u500b\u9805\u76ee\u5f88\u6709\u53c3\u8003\u50f9\u503c\uff1b\u60f3\u62ff\u5b83\u76f4\u63a5\u7576\u61c9\u7528\u5de5\u5177\u5c31\u672a\u5fc5\u662f\u540c\u4e00\u56de\u4e8b\u3002\u5b83\u66f4\u50cf\u7814\u7a76\u578b\u57fa\u790e\u8a2d\u65bd\uff0c\u5e6b\u5718\u968a\u5224\u65b7\u591a\u6a21\u614b\u7cfb\u7d71\u7684\u63a8\u7406\u93c8\u662f\u5426\u53ef\u4fe1\uff0c\u800c\u4e0d\u662f\u55ae\u7d14\u8ffd\u6c42\u66f4\u9ad8\u7b54\u984c\u5206\u6578\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/sgysy.github.io\/seetothink\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/CSU-JPG\/See2Think\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u591a\u6a21\u614b\u6a21\u578b\u6703\u756b\u8f14\u52a9\u7dda\u3001\u6a19\u793a\u5340\u57df\uff0c\u672a\u5fc5\u4ee3\u8868\u5f8c\u7e8c\u63a8\u7406\u771f\u4fc2\u4f9d\u8cf4\u5497\u5462\u4e9b\u4e2d\u9593\u8996\u89ba\u72c0\u614b\u3002See2Think\u60f3\u91cf\u5ea6\u7684\uff0c\u6b63\u6b63\u5c31\u662f\u9019\u6bb5\u5e38\u88ab\u5ffd\u7565\u7684\u904e\u7a0b\u3002<\/p>\n","protected":false},"author":8,"featured_media":10622,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,165,116,132,119,199,200],"tags":[],"class_list":["post-10623","post","type-post","status-publish","format-standard","hentry","category-133","category-165","category-agentic","category-3d","category-119","category-dataset-","category-200"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10623","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=10623"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10623\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/10622"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=10623"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=10623"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=10623"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}