{"id":13783,"date":"2026-10-23T03:17:39","date_gmt":"2026-10-22T19:17:39","guid":{"rendered":"https:\/\/infernews.com\/blog\/socratic-skill-learning\/"},"modified":"2026-10-23T13:42:26","modified_gmt":"2026-10-23T05:42:26","slug":"socratic-skill-learning","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/socratic-skill-learning\/","title":{"rendered":"Socratic-Skill-Learning\uff1aAgent \u6280\u80fd\u80fd\u5426\u771f\u6b63\u8de8\u4efb\u52d9\u91cd\u7528\uff1f\u5357\u4eac\u5927\u5b78\u63d0\u51fa SSL"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/10\/Socratic-Skill-Learning-Agent-SSL.jpg\" alt=\"NJU-LINK\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Agent \u5f9e\u4e00\u6b21\u4efb\u52d9\u5b78\u5230\u7684\u505a\u6cd5\uff0c\u672a\u5fc5\u80fd\u76f4\u63a5\u5957\u7528\u5230\u65b0\u60c5\u5883\uff1bSSL\uff08Socratic Skill Learning\uff09\u628a\u9019\u7a2e\u300c\u5b78\u6703\u8207\u91cd\u7528\u300d\u62c6\u958b\uff0c\u8b93 Student \u7df4\u7fd2\u3001\u63d0\u554f\u53ca\u7de8\u5beb Skill\uff0c\u518d\u7531\u5168\u65b0\u7684 solver \u63a5\u624b\u672a\u898b\u4efb\u52d9\u3002\u5357\u4eac\u5927\u5b78 NJU-LINK \u5c07\u5b83\u5b9a\u4f4d\u70ba\u53ef\u91cd\u7528 Agent Skills \u7684\u5b78\u7fd2\u6846\u67b6\uff0c\u95dc\u9375\u4e0d\u662f\u8907\u88fd\u5b8c\u6574\u7b54\u6848\uff0c\u800c\u662f\u4fdd\u7559\u7a0b\u5e8f\u53ca\u5176\u9069\u7528\u689d\u4ef6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-dominant-color=\"dcdde0\" data-has-transparency=\"false\" style=\"--dominant-color: #dcdde0;\" loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"598\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/10\/Socratic-Skill-Learning.jpg\" alt=\"\" class=\"wp-image-13785 not-transparent\" srcset=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/10\/Socratic-Skill-Learning.jpg 800w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/10\/Socratic-Skill-Learning-300x224.jpg 300w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/10\/Socratic-Skill-Learning-768x574.jpg 768w\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6d41\u7a0b\u7531 Educator \u4ecb\u5165\u6307\u5c0e\uff0c\u4f46 Student \u4ecd\u662f\u74b0\u5883\u64cd\u4f5c\u8005\u53ca Skill \u4f5c\u8005\uff0c\u53ef\u4ee5\u8cea\u7591\u3001\u6e2c\u8a66\u548c\u4fee\u6539\u5efa\u8b70\u3002Fixed-Window SSL \u6703\u6309\u56fa\u5b9a\u9593\u9694\u6aa2\u8996\u9032\u5ea6\uff1bIssue-Guided SSL \u5247\u8ffd\u8e64\u4ecd\u672a\u89e3\u6c7a\u7684\u554f\u984c\uff0c\u96a8 Skill \u7248\u672c\u8b8a\u5316\u96c6\u4e2d\u6aa2\u8996\uff0c\u907f\u514d\u6bcf\u8f2a\u90fd\u91cd\u65b0\u6559\u8a13\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8a55\u6e2c\u5de5\u5177 SkillTransferBench \u6db5\u84cb 35 \u500b\u4efb\u52d9\u7cfb\u5217\u3001408 \u500b\u53ef\u57f7\u884c\u500b\u6848\u53ca 6 \u500b\u9818\u57df\uff1b\u4e3b\u8a55\u4f30\u4f7f\u7528 22 \u500b\u7cfb\u5217\u3001155 \u500b held-out cases\uff0c\u4e26\u4ee5\u65b0 solver session \u6e2c\u8a66\u9077\u79fb\u3002Fixed-Window SSL \u7684 utility \u70ba 0.801\uff0c\u9ad8\u65bc\u7121 Skill \u7684 0.723\u3001Trace2Skill \u7684 0.761\uff0c\u4ee5\u53ca SKILL-KD \u7684 0.751\uff1bIssue-Guided SSL \u9054 0.805\uff0c\u8f03 Fixed-Window SSL \u7bc0\u7701 61.7% Educator tokens\uff0c\u4f46\u6574\u9ad4\u6d41\u7a0b\u4ecd\u9700 Node.js 22.19+\u3001Docker \u53ca OpenAI-compatible API \u652f\u63f4\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8b93 Agent \u81ea\u5df1\u63d0\u554f\u3001\u6e2c\u8a66\u548c\u4fee\u8a02 Skill<\/li>\n\n\n\n<li>\u4ee5\u672a\u898b\u4efb\u52d9\u53ca\u65b0 solver \u6aa2\u67e5\u6280\u80fd\u662f\u5426\u53ef\u9077\u79fb<\/li>\n\n\n\n<li>\u6bd4\u8f03\u56fa\u5b9a\u9593\u9694\u8207\u554f\u984c\u5c0e\u5411\u5169\u7a2e\u8907\u6838\u65b9\u5f0f<\/li>\n\n\n\n<li>\u63d0\u4f9b\u8de8 Qwen\u3001DeepSeek\u3001Kimi \u7b49\u6a21\u578b\u7684\u8a55\u6e2c<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u5957\u65b9\u6cd5\u8f03\u9069\u5408\u7814\u7a76 Agent \u6559\u5b78\u3001\u6280\u80fd\u8a18\u61b6\u53ca\u9577\u671f\u5de5\u4f5c\u6d41\u7a0b\u7684\u5718\u968a\uff0c\u800c\u4e0d\u53ea\u9069\u5408\u804a\u5929\u6a5f\u5668\u4eba\u3002\u5b83\u6c92\u6709\u76f4\u63a5\u628a\u5927\u578b\u6a21\u578b\u63db\u6389\uff0c\u800c\u662f\u8655\u7406\u66f4\u5be6\u969b\u7684\u554f\u984c\uff1a\u5982\u4f55\u628a\u4e00\u6b21\u6210\u529f\u4efb\u52d9\u8f49\u6210\u53ef\u651c\u3001\u53ef\u5be9\u6838\u7684 Skill\uff0c\u540c\u6642\u63a7\u5236\u5c0e\u5e2b\u4ecb\u5165\u6240\u5e36\u4f86\u7684\u984d\u5916\u6210\u672c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/NJU-LINK\/Socratic-Skill-Learning\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/datasets\/NJU-LINK\/SkillTransferBench\" rel=\"noopener noreferrer\"><strong>\u6578\u64da\u96c6<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>SSL \u8b93 Agent \u5728\u5c0e\u5e2b\u6307\u5c0e\u4e0b\u81ea\u884c\u7df4\u7fd2\u53ca\u7de8\u5beb\u6280\u80fd\uff0c\u4e26\u4ee5\u65b0\u4efb\u52d9\u6e2c\u8a66 transferable Skills \u662f\u5426\u771f\u6b63\u9077\u79fb\u3002<\/p>\n","protected":false},"author":8,"featured_media":13782,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","wpai_meta_description":"","footnotes":""},"categories":[133,198,116,76,185,153,147,137,197,27,38,199,207,201],"tags":[],"class_list":["post-13783","post","type-post","status-publish","format-standard","hentry","category-133","category-198","category-agentic","category-76","category-qwen","category-openai","category-deepseek","category-api","category-framework","category-paper","category-38","category-dataset-","category-kimi","category-skill-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/13783","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=13783"}],"version-history":[{"count":2,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/13783\/revisions"}],"predecessor-version":[{"id":13788,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/13783\/revisions\/13788"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/13782"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=13783"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=13783"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=13783"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}