{"id":9938,"date":"2026-07-07T17:50:30","date_gmt":"2026-07-07T09:50:30","guid":{"rendered":"https:\/\/infernews.com\/blog\/tastegap\/"},"modified":"2026-07-07T17:50:30","modified_gmt":"2026-07-07T09:50:30","slug":"tastegap","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/tastegap\/","title":{"rendered":"TasteGap\uff1a\u91cf\u5ea6\u4eba\u985e\u8207 LLM \u7684 Research Taste"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/07\/pasted-cf1aaebab071.jpg\" alt=\"Repository image for ziyuuc\/TasteGap\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">TasteGap \u662f\u4e00\u500b\u7814\u7a76\u8a55\u6e2c\u5de5\u5177\u8207\u7814\u7a76\u539f\u578b\uff0c\u6838\u5fc3\u5de5\u4f5c\u662f\u6bd4\u8f03\u4eba\u985e\u7814\u7a76\u8005\u8207 Large Language Models\uff08LLMs\uff09\u751f\u6210\u7814\u7a76\u69cb\u601d\u4e4b\u9593\u7684\u5dee\u8ddd\u3002\u5b83\u4e26\u975e\u8655\u7406\u55ae\u7bc7\u63d0\u6848\u597d\u5514\u597d\uff0c\u800c\u662f\u540c\u4e00\u6279\u6587\u737b\u80cc\u666f\u4e0b\uff0c\u4eba\u985e\u8207\u6a21\u578b\u6703\u50be\u5411\u63d0\u51fa\u908a\u985e\u52d5\u6a5f\u3001\u908a\u985e\u65b9\u6cd5\uff0c\u5f9e\u800c\u91cf\u5ea6\u6240\u8b02 research taste\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u6709\u505a\u6cd5\u591a\u6578\u7528 novelty\u3001feasibility \u6216\u5c08\u5bb6\u504f\u597d\u53bb\u8a55\u5206\u55ae\u500b idea\uff0c\u4f5c\u8005\u8a8d\u70ba\u5462\u7a2e\u56fa\u5b9a\u7bc4\u5f0f\u53ea\u80fd\u5224\u65b7\u300c\u50cf\u4e0d\u50cf\u597d\u4e3b\u610f\u300d\uff0c\u4f46\u672a\u5fc5\u898b\u5230\u5206\u4f48\u504f\u5dee\u3002TasteGap \u6539\u7528 shared literature context\uff1a\u5148\u5f9e\u9ad8\u8cea\u8ad6\u6587\u53cd\u63a8\u4e00\u7d44\u53ef\u80fd\u555f\u767c\u8a72\u8ad6\u6587\u7684 related works\uff0c\u518d\u8981\u6c42 LLM \u5f9e\u76f8\u540c\u6750\u6599\u751f\u6210\u65b0 idea\uff0c\u4e4b\u5f8c\u7528 two-axis research-taste taxonomy\uff0c\u5206\u5225\u6a19\u8a3b motivation \u540c method\uff0c\u5c0d\u6bd4 human ideas \u8207 LLM ideas \u7684\u6574\u9ad4\u5206\u4f48\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">GitHub \u5132\u5b58\u5eab\u76ee\u524d\u63d0\u4f9b evaluation code\uff0c\u800c\u5514\u4fc2\u5b8c\u6574\u8a13\u7df4\u6846\u67b6\u3002\u5b89\u88dd\u7406\u89e3\u4e0a\u76f8\u7576\u76f4\u63a5\uff1a\u6e96\u5099 Python \u4f9d\u8cf4\u3001\u8a2d\u5b9a <code>config.json<\/code> \u5167\u7684 generation \u8207 labeling \u6a21\u578b\u3001\u586b\u5165 OpenAI \u6216\u517c\u5bb9 API \u7aef\u9ede\uff0c\u518d\u7528 JSONL \u8f38\u5165\u8dd1 <code>generate_ideas.py<\/code> \u540c <code>label_research_taste.py<\/code>\uff1b\u8981\u91cd\u73fe\u5b8c\u6574\u8cc7\u6599\uff0c\u5247\u9700\u53e6\u5916\u4e0b\u8f09 Hugging Face \u4e0a\u7684 IdeaSeed\u3002\u8f38\u5165\u8a18\u9304\u5305\u542b paper title\u3001URL\u3001domain\u3001related works\uff0c\u4ee5\u53ca\u4eba\u985e\u53c3\u8003 proposal \u7684 motivation \u540c method\uff0c\u4ee3\u8868\u9019\u500b\u9805\u76ee\u8a2d\u8a08\u91cd\u9ede\u662f\u53ef\u91cd\u8dd1\u6bd4\u8f03\uff0c\u800c\u5514\u4fc2\u55ae\u6b21\u5c55\u793a\u7d50\u679c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f5c\u8005\u63d0\u51fa\u7684\u4e3b\u8981\u5224\u65b7\u5e7e\u6e05\u695a\uff1a\u4e0d\u540c LLM \u751f\u6210\u7684 idea sets \u90fd\u51fa\u73fe\u4e00\u81f4 distributional gap\u3002LLM ideas \u8f03\u96c6\u4e2d\u5728 bridge-like opportunities \u540c synthesis methods\uff0c\u4eba\u985e\u8ad6\u6587\u53c3\u8003\u5206\u4f48\u5c31\u8986\u84cb\u66f4\u5ee3\uff0c\u8868\u793a\u6a21\u578b\u53ef\u4ee5\u63d0\u51fa\u5408\u7406\u9ede\u5b50\uff0c\u4f46\u7814\u7a76\u53d6\u5411\u4ecd\u7136\u8f03\u7a84\uff0c\u4ea6\u6709\u7cfb\u7d71\u6027\u504f\u79fb\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e0d\u662f\u4e00\u822c brainstorming \u5de5\u5177\uff0c\u800c\u662f\u7528\u4f86\u91cf\u5ea6 ideation \u5206\u4f48\u5dee\u7570\u7684\u8a55\u6e2c\u9805\u76ee<\/li>\n<li>\u4fdd\u7559 human ideation \u8207 LLM ideation \u5728\u76f8\u540c\u6587\u737b\u8108\u7d61\u4e0b\u7684\u53ef\u6bd4\u8f03\u6027<\/li>\n<li>\u7814\u7a76\u53e3\u5473\u4ee5 motivation \u8207 method \u5169\u689d\u8ef8\u7dda\u6a19\u8a3b\uff0c\u5206\u6790\u89d2\u5ea6\u6bd4\u55ae\u7d14\u6253\u5206\u66f4\u7d30<\/li>\n<li>GitHub \u5167\u5bb9\u504f\u5411\u751f\u6210\u8207\u6a19\u8a3b\u6d41\u7a0b\uff0c\u5b8c\u6574\u8cc7\u6599\u9700\u914d\u5408 IdeaSeed dataset<\/li>\n<li>\u9069\u5408\u505a AI for science\u3001LLM ideation\u3001\u79d1\u7814\u6d41\u7a0b\u7814\u7a76\u7684\u5718\u968a\u4f5c\u5167\u90e8\u57fa\u6e96<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">TasteGap \u6c92\u6709\u7d81\u5b9a\u76f8\u95dc\u6a21\u578b\uff0c\u53ea\u8981\u6c42\u5728 <code>generation<\/code> \u8207 <code>labeling<\/code> \u586b\u5165\u53ef\u7528\u6a21\u578b\uff0c\u4e26\u652f\u63f4 OpenAI-compatible endpoint\u3002\u9019\u7a2e\u8a2d\u8a08\u65b9\u4fbf\u5718\u968a\u6a6b\u5411\u6bd4\u8f03\u4e0d\u540c LLM\uff0c\u4f46\u73fe\u968e\u6bb5\u5132\u5b58\u5eab\u672a\u63d0\u4f9b\u5b8c\u6574\u6548\u80fd\u8868\u6216\u57fa\u6e96\u8173\u672c\u6574\u7406\u9801\uff0c\u56e0\u6b64\u4e0d\u7b97\u662f\u4ea4\u4ed8\u5373\u7528\u578b\u7522\u54c1\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/ziyuuc\/TasteGap\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/arxiv.org\/pdf\/2607.01233\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>Paper<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9019\u662f\u4e00\u5957\u7814\u7a76\u69cb\u601d\u8a55\u6e2c\u5de5\u5177\uff0c\u7528\u4f86\u6bd4\u8f03\u4eba\u985e\u8207 LLM \u60f3\u6cd5\u5206\u4f48\u6709\u5e7e\u5514\u540c\u3002\u5b83\u5514\u4fc2\u53ea\u770b\u65b0\u7a4e\u5ea6\uff0c\u800c\u662f\u8ffd\u8e64\u7814\u7a76\u53e3\u5473\u504f\u5411\u3002<\/p>\n","protected":false},"author":8,"featured_media":9937,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,140,153,137,38,152,76,191,199],"tags":[],"class_list":["post-9938","post","type-post","status-publish","format-standard","hentry","category-133","category-gemini","category-openai","category-api","category-38","category-python","category-76","category-anthropic","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9938","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=9938"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9938\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/9937"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=9938"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=9938"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=9938"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}