{"id":13571,"date":"2026-10-20T02:20:41","date_gmt":"2026-10-19T18:20:41","guid":{"rendered":"https:\/\/infernews.com\/blog\/knowledge-transfer-probing\/"},"modified":"2026-10-20T02:22:48","modified_gmt":"2026-10-19T18:22:48","slug":"knowledge-transfer-probing","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/knowledge-transfer-probing\/","title":{"rendered":"KTP(Knowledge-Transfer-Probing) \u7d71\u4e00\u591a\u6a21\u614b\u6a21\u578b\u505a\u77e5\u8b58\u8f49\u79fb\u8003\u6838"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/10\/KTP-Knowledge-Transfer-Probing.jpg\" alt=\"knowledge transfer probing\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u7d71\u4e00\u591a\u6a21\u614b\u6a21\u578b\uff08Unified Multimodal Models, UMMs\uff09\u4e00\u908a\u505a\u5716\u50cf\u751f\u6210\u3001\u4e00\u908a\u505a\u8a9e\u8a00\u7406\u89e3\uff0c\u4f46\u8a13\u7df4\u6642\u5f9e\u5716\u50cf\u5438\u6536\u7684\u77e5\u8b58\uff0c\u4e00\u76f4\u96e3\u4ee5\u91cf\u5316\u7a76\u7adf\u6709\u591a\u5c11\u771f\u7684\u80fd\u5728\u7d14\u6587\u5b57 QA \u5834\u666f\u6d3e\u4e0a\u7528\u5834\u3002Knowledge Transfer Probing\uff08KTP\uff09\u9019\u500b\u9805\u76ee\u6b63\u6b63\u586b\u88dc\u9019\u500b\u7f3a\u53e3\uff1a\u5b83\u8a2d\u8a08\u4e86\u4e00\u5957\u53d7\u63a7\u7684\u8a55\u6e2c\u5354\u8b70\uff0c\u5148\u4ee5\u5716\u50cf\u751f\u6210\u8a13\u7df4\u628a\u65b0\u77e5\u8b58\u9935\u9032\u6a21\u578b\uff0c\u518d\u4ee5\u7d14\u6587\u5b57\u554f\u7b54\u6aa2\u9a57\u6a21\u578b\u80fd\u5426\u53d6\u51fa\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-dominant-color=\"d0d3d0\" data-has-transparency=\"false\" style=\"--dominant-color: #d0d3d0;\" loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"417\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/10\/kpt.jpg\" alt=\"\" class=\"wp-image-13573 not-transparent\" srcset=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/10\/kpt.jpg 800w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/10\/kpt-767x400.jpg 767w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/10\/kpt-300x156.jpg 300w\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5718\u968a\u8de8\u8d8a\u4e03\u500b\u77e5\u8b58\u985e\u5225\uff08\u8272\u5f69\u3001\u6578\u91cf\u3001\u5f62\u72c0\u3001\u76f8\u5c0d\u7a7a\u9593\u3001\u76f8\u5c0d\u5927\u5c0f\u7b49\uff09\uff0c\u5728\u4e09\u500b UMM \u4e0a\u89c0\u5bdf\u5230\u4e00\u500b\u95dc\u9375\u73fe\u8c61\uff1a\u76f4\u63a5\u5f9e\u8996\u89ba\u76e3\u7763\u9077\u79fb\u5230\u8a9e\u8a00\u7684\u77e5\u8b58\uff0c\u6548\u679c\u4e26\u4e0d\u5747\u52fb\uff0c\u90e8\u5206\u985e\u5225\u77e5\u8b58\u5b58\u53d6\u660e\u986f\u504f\u5f31\u3002\u6709\u8da3\u7684\u662f\uff0c\u5728\u90e8\u5206\u5be6\u9ad4\u4e0a\u505a Textual Alignment \u6216 Interleaved Image-Text Alignment \u5c0d\u9f4a\u8a13\u7df4\u5f8c\uff0c\u6a21\u578b\u5728\u672a\u5c0d\u9f4a\u7684\u5176\u9918\u5be6\u9ad4\u4e0a\u540c\u6a23\u80fd\u6539\u5584\u77e5\u8b58\u5b58\u53d6\uff0c\u5176\u4e2d\u4ea4\u932f\u5f0f\u5c0d\u9f4a\u7684\u5e73\u5747\u6e96\u78ba\u7387\u6bd4\u7d14\u6587\u5b57\u5c0d\u9f4a\u66f4\u9ad8\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9805\u76ee\u5c6c\u65bc\u7814\u7a76\u578b\u8cc7\u6599\u96c6\u8207\u8a55\u6e2c\u6846\u67b6\uff0c\u96a8\u5009\u5eab\u91cb\u51fa KTP-Data\uff08\u5206\u70ba <code>train\/<\/code> \u8207 <code>eval\/<\/code>\uff09\uff0c\u8a13\u7df4\u6a94\u6db5\u84cb\u6587\u5b57\u751f\u6210\u5716\u50cf\u3001\u6587\u5b57\u5c0d\u9f4a\u53ca\u4ea4\u932f\u5716\u6587\u5c0d\u9f4a\u4e09\u985e\u6a23\u672c\uff0c\u8a55\u4f30\u6a94\u5247\u63d0\u4f9b\u6587\u5b57\u53ef\u9054\u6027\uff08QA \u984c\u76ee\u8207\u53c3\u8003\u7b54\u6848\uff09\u8207\u8996\u89ba\u53ef\u9054\u6027\uff08\u751f\u6210\u63d0\u793a\u8207\u5c6c\u6027\uff09\u3002\u8a55\u5206\u8173\u672c\u53ea\u7528 Python \u6a19\u6e96\u5eab\uff0c\u8dd1\u5206\u7d50\u679c\u6703\u8f38\u51fa <code>results.jsonl<\/code> \u8207 <code>summary.json<\/code>\uff0c\u65b9\u4fbf\u7814\u7a76\u8005\u76f4\u63a5\u66ff\u63db\u81ea\u5bb6\u6a21\u578b\u56de\u61c9\u505a\u6bd4\u8f03\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0d\u6b63\u5728\u8a13\u7df4\u6216\u5fae\u8abf UMM \u5605\u5718\u968a\u800c\u8a00\uff0cKTP \u63d0\u4f9b\u4e00\u500b\u53ef\u91cd\u73fe\u7684\u57fa\u6e96\u53bb\u91cf\u5ea6\u300c\u5716\u50cf\u751f\u6210\u5e36\u4f86\u591a\u5c11\u7d14\u6587\u5b57\u4e16\u754c\u53ef\u7528\u7684\u77e5\u8b58\u300d\uff0c\u540c\u6642\u6307\u51fa\u4ea4\u932f\u5c0d\u9f4a\u662f\u4e00\u689d\u6709\u5be6\u8b49\u652f\u6301\u7684\u6539\u9032\u8def\u5f91\u3002\u591a\u6a21\u614b\u6a21\u578b\u7814\u7a76\u8005\u3001\u8a13\u7df4\u6578\u64da\u8a2d\u8a08\u8005\uff0c\u4ee5\u53ca\u95dc\u5fc3\u8996\u89ba-\u8a9e\u8a00\u806f\u5408\u8868\u5fb5\u67b6\u69cb\u7684\u4eba\u90fd\u6703\u5f9e\u4e2d\u53d7\u76ca\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b\u9805\u76ee\u7684\u9650\u5236\u540c\u6a23\u9700\u8981\u7559\u610f\uff1aKTP \u76ee\u524d\u53ea\u8986\u84cb\u4e03\u985e\u8996\u89ba\u5c6c\u6027\uff0c\u4e14\u53ea\u6e2c\u8a66\u4e09\u500b UMM\uff0c\u4e26\u672a\u6db5\u84cb\u8907\u96dc\u8a9e\u5883\u6216\u591a\u8f2a\u63a8\u7406\uff0c\u7d50\u8ad6\u7684\u666e\u904d\u6027\u4ecd\u6709\u5f85\u64f4\u5145\u6a23\u672c\u9a57\u8b49\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/kevinlllee.github.io\/Knowledge-Transfer-Probing\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/kevinlllee\/Knowledge-Transfer-Probing\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6e05\u83ef\u8207 Z.AI \u5718\u968a\u63d0\u51fa KTP \u8a55\u6e2c\u5354\u8b70\uff0c\u5c08\u9580\u6e2c\u8a66\u7d71\u4e00\u591a\u6a21\u614b\u6a21\u578b\u5f9e\u5716\u50cf\u751f\u6210\u5b78\u5230\u7684\u65b0\u77e5\u8b58\u80fd\u5426\u900f\u904e\u7d14\u6587\u5b57\u554f\u7b54\u53d6\u51fa\uff0c\u9010\u6b65\u88dc\u4e0a\u8996\u89ba\u8207\u8a9e\u8a00\u4e4b\u9593\u7684\u77e5\u8b58\u6d41\u52d5\u7f3a\u53e3\u3002<\/p>\n","protected":false},"author":8,"featured_media":13570,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","wpai_meta_description":"","footnotes":""},"categories":[133,196,76,119,127,30,197,152,150,199],"tags":[],"class_list":["post-13571","post","type-post","status-publish","format-standard","hentry","category-133","category-196","category-76","category-119","category-127","category-image","category-framework","category-python","category-150","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/13571","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=13571"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/13571\/revisions"}],"predecessor-version":[{"id":13574,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/13571\/revisions\/13574"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/13570"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=13571"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=13571"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=13571"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}