{"id":11296,"date":"2026-08-21T17:37:53","date_gmt":"2026-08-21T09:37:53","guid":{"rendered":"https:\/\/infernews.com\/blog\/witheveryone\/"},"modified":"2026-08-21T17:37:53","modified_gmt":"2026-08-21T09:37:53","slug":"witheveryone","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/witheveryone\/","title":{"rendered":"WithEveryone \u591a\u4eba\u5408\u7167\u4e0d\u518d\u649e\u81c9"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/08\/pasted-b514313bbd35.jpg\" alt=\"WithEveryone teaser\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5fa9\u65e6\u5927\u5b78\u3001\u9a30\u8a0a\u6df7\u5143\uff08Hunyuan\uff09\u53ca\u9999\u6e2f\u5927\u5b78\u7684\u7814\u7a76\u5718\u968a\u5171\u540c\u958b\u767c WithEveryone\uff0c\u91dd\u5c0d AI \u751f\u6210\u591a\u4eba\u5408\u7167\u6642\u4eba\u7269\u8eab\u4efd\u5bb9\u6613\u6df7\u6dc6\u7684\u554f\u984c\uff0c\u8b93\u4e94\u81f3\u5341\u500b\u53c3\u8003\u8eab\u4efd\u53ef\u4ee5\u540c\u6642\u51fa\u73fe\u5728\u9023\u8cab\u5834\u666f\u4e2d\u3002\u5b83\u5c6c\u65bc\u7fa4\u7d44\u5f71\u50cf\u751f\u6210\u7814\u7a76\u9805\u76ee\uff0c\u6838\u5fc3\u50f9\u503c\u662f\u7dad\u6301\u6bcf\u500b\u4eba\u300c\u8ab0\u662f\u8ab0\u300d\u7684\u5c0d\u61c9\u95dc\u4fc2\uff0c\u800c\u4e0d\u53ea\u662f\u589e\u52a0\u756b\u9762\u4eba\u7269\u6578\u91cf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7cfb\u7d71\u6703\u628a\u6bcf\u500b\u53c3\u8003\u4eba\u7269\u8f49\u63db\u6210\u7368\u7acb\u7684 identity token\uff0c\u518d\u900f\u904e Layout CoT \u9810\u5148\u63a8\u7406\u4eba\u7269\u3001\u81c9\u90e8\u3001\u8eab\u9ad4\u5340\u57df\u8207\u59ff\u52e2\u7684\u4f4d\u7f6e\uff0c\u6700\u5f8c\u4ea4\u7531 renderer \u751f\u6210\u8996\u89ba\u689d\u4ef6\u3002Layout-Grounded ID Loss \u6703\u5728\u6307\u5b9a\u81c9\u90e8\u5340\u57df\u63d0\u4f9b\u8eab\u4efd\u76e3\u7763\uff0cID Representation Forcing \u5247\u8981\u6c42\u6a21\u578b\u5728\u5408\u6210\u524d\u5148\u70ba\u6bcf\u500b\u8eab\u4efd\u5efa\u7acb\u9810\u6e2c\uff0c\u6e1b\u5c11\u591a\u4eba\u5834\u666f\u4e2d\u7684\u932f\u914d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7814\u7a76\u5c55\u793a\u63d0\u4f9b\u4e86 63 \u7d44\u751f\u6210\u7d50\u679c\uff0c\u4e26\u5728 identity-disjoint benchmark \u4e0a\u6bd4\u8f03\u8eab\u4efd\u4fdd\u771f\u5ea6\u8207\u8907\u88fd\u53c3\u8003\u5716\u7a0b\u5ea6\uff1aWithEveryone \u7684 ArcFace similarity \u70ba 0.614\uff0c\u9ad8\u65bc GPT-Image-2 \u7684 0.566\uff1bCopy-paste score \u70ba 0.055\uff0c\u4f4e\u65bc GPT-Image-2 \u7684 0.169\u3002\u9019\u8868\u793a\u5b83\u4e00\u65b9\u9762\u7dad\u6301\u4eba\u7269\u7279\u5fb5\uff0c\u53e6\u4e00\u65b9\u9762\u8f03\u5c11\u76f4\u63a5\u7167\u642c\u53c3\u8003\u5716\uff0c\u4f46\u76ee\u524d\u8cc7\u6599\u672a\u63d0\u4f9b\u66f4\u5b8c\u6574\u7684\u901f\u5ea6\u3001\u786c\u4ef6\u9700\u6c42\u6216\u4e0d\u540c\u4eba\u6578\u4e0b\u7684\u7d30\u5206\u7d50\u679c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u76ee\u524d GitHub \u5132\u5b58\u5eab\u5c1a\u672a\u63d0\u4f9b\u53ef\u4e0b\u8f09\u7684\u7814\u7a76\u7248 checkpoint\uff0c\u4ea6\u6c92\u6709\u5b8c\u6574\u5b89\u88dd\u53ca\u6e2c\u8a66\u6d41\u7a0b\u3002\u539f\u56e0\u662f\u7814\u7a76\u7248\u672c\u4f9d\u8cf4\u7684 foundation model \u6388\u6b0a\u4e0d\u5bb9\u8a31\u516c\u958b checkpoint\uff1b\u5718\u968a\u6b63\u4ee5\u652f\u63f4\u958b\u6e90\u767c\u4f48\u7684 foundation model \u8a13\u7df4\u65b0\u7248\u672c\uff0c\u5f85\u7a0b\u5f0f\u78bc\u53ca checkpoint \u6e96\u5099\u597d\u5f8c\u624d\u6703\u5206\u4eab\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u652f\u63f4\u4e94\u81f3\u5341\u500b\u53c3\u8003\u8eab\u4efd\u7684\u7fa4\u7d44\u5f71\u50cf\u751f\u6210<\/li>\n<li>\u4ee5 identity token \u7d81\u5b9a\u4eba\u7269\uff0c\u914d\u5408\u8eab\u4efd\u611f\u77e5\u7684\u7248\u9762\u63a8\u7406<\/li>\n<li>\u900f\u904e Layout-Grounded ID Loss \u76e3\u7763\u6307\u5b9a\u81c9\u90e8\u5340\u57df<\/li>\n<li>\u7814\u7a76\u7d50\u679c\u5728 ArcFace similarity \u53ca Copy-paste score \u4e0a\u52dd\u904e GPT-Image-2<\/li>\n<li>\u73fe\u968e\u6bb5\u53ea\u80fd\u95b1\u8b80\u7814\u7a76\u5c55\u793a\uff0c\u672a\u80fd\u6309\u5132\u5b58\u5eab\u8cc7\u6599\u81ea\u884c\u5b89\u88dd\u91cd\u73fe<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0d\u9700\u8981\u88fd\u4f5c\u591a\u4eba\u5ba3\u50b3\u7167\u3001\u89d2\u8272\u7fa4\u50cf\u6216\u6307\u5b9a\u4eba\u7269\u5834\u666f\u7684\u5f71\u50cf\u7814\u7a76\u5718\u968a\uff0c\u9019\u500b\u65b9\u6cd5\u63d0\u4f9b\u4e86\u6bd4\u55ae\u7d14\u5806\u758a\u53c3\u8003\u5716\u66f4\u5b8c\u6574\u7684\u8eab\u4efd\u8207\u69cb\u5716\u8655\u7406\u601d\u8def\u3002\u4e00\u822c\u5275\u4f5c\u8005\u66ab\u6642\u4ecd\u8981\u7b49\u5f85\u958b\u6e90\u7248\u672c\uff0c\u56e0\u70ba\u672a\u516c\u958b checkpoint \u4ee4\u9805\u76ee\u73fe\u968e\u6bb5\u66f4\u63a5\u8fd1\u7814\u7a76\u5c55\u793a\uff0c\u800c\u4e0d\u662f\u53ef\u5373\u6642\u63a1\u7528\u7684\u751f\u6210\u5de5\u5177\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/doby-xu.github.io\/WithEveryone\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/doby-xu\/WithEveryone\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5fa9\u65e6\u5927\u5b78\u3001\u9a30\u8a0a\u6df7\u5143\u8207\u9999\u6e2f\u5927\u5b78\u7814\u7a76\u5718\u968a\uff0c\u5617\u8a66\u4e00\u6b21\u4fdd\u7559\u4e94\u81f3\u5341\u500b\u4eba\u7269\u8eab\u4efd\u7684\u7fa4\u7d44\u751f\u6210\u3002<\/p>\n","protected":false},"author":8,"featured_media":11295,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","footnotes":""},"categories":[133,163,169,172,30,119,76,199],"tags":[],"class_list":["post-11296","post","type-post","status-publish","format-standard","hentry","category-133","category-163","category-169","category-172","category-image","category-119","category-76","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11296","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=11296"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11296\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/11295"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=11296"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=11296"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=11296"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}