{"id":10012,"date":"2026-07-08T18:24:19","date_gmt":"2026-07-08T10:24:19","guid":{"rendered":"https:\/\/infernews.com\/blog\/paperpilot\/"},"modified":"2026-07-08T18:24:19","modified_gmt":"2026-07-08T10:24:19","slug":"paperpilot","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/paperpilot\/","title":{"rendered":"PaperPilot\uff1a\u628a\u6587\u737b\u641c\u5c0b\u8b8a\u6210\u53ef\u4fee\u6539\u6d41\u7a0b"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/07\/logo_small.png\" alt=\"PaperPilot logo\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u505a\u7814\u7a76\u6642\uff0c\u6700\u9ebb\u7169\u5f80\u5f80\u5514\u4fc2\u300c\u6435\u5514\u5230\u8ad6\u6587\u300d\uff0c\u800c\u4fc2\u7b2c\u4e00\u8f2a\u7d50\u679c\u672a\u5fc5\u8cbc\u8fd1\u4f60\u771f\u6b63\u60f3\u8ffd\u5605\u65b9\u5411\u3002PaperPilot\u5c6c\u65bc\u958b\u6e90\u6846\u67b6\uff0c\u540c\u6642\u4ea6\u5e36\u6709\u5df2\u8a13\u7df4\u4ee3\u7406\u6a21\u578b\uff0c\u7528 workflow induction \u8655\u7406\u591a\u8f2a\u5b78\u8853\u6587\u737b\u641c\u5c0b\uff1a\u5b83\u6703\u570d\u7e5e anchor paper \u540c\u67e5\u8a62\uff0c\u5148\u5efa\u7acb\u4e00\u500b typed DAG\uff0c\u518d\u7528\u6f84\u6e05\u554f\u984c\u540c\u5f8c\u7e8c\u56de\u61c9\u53bb\u6539\u52d5\u641c\u5c0b\u6d41\u7a0b\u672c\u8eab\uff0c\u800c\u5514\u4fc2\u53ea\u4fc2\u55ba\u539f\u53e5\u5f8c\u9762\u518d\u52a0\u689d\u4ef6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5462\u500b\u5b9a\u4f4d\u540c\u4e00\u822c\u56fa\u5b9a pipeline\uff0c\u6216\u8005\u53ea\u9760\u8a9e\u8a00\u6a21\u578b\u96b1\u5f0f\u63a8\u7406\u5605\u641c\u5c0b\u4ee3\u7406\uff0c\u597d\u5514\u4e00\u6a23\u3002\u4f5c\u8005\u8a8d\u70ba\u820a\u7bc4\u5f0f\u5605\u554f\u984c\uff0c\u5728\u65bc\u641c\u5c0b\u7b56\u7565\u96e3\u4ee5\u63a7\u5236\u3001\u96e3\u4ee5\u6aa2\u67e5\uff0c\u4ea6\u5514\u5bb9\u6613\u6839\u64da\u4eba\u5605\u504f\u597d\u9010\u6b65\u4fee\u6b63\uff1bPaperPilot\u5c31\u628a keyword search\u3001citation expansion\u3001filtering\u3001scoring\u3001reranking\u3001evidence extraction \u7d44\u6210\u53ef\u57f7\u884c\u6d41\u7a0b\uff0c\u6bcf\u4e00\u6b65\u6539\u52d5\u90fd\u53ef\u4ee5\u4fdd\u7559\uff0c\u4ee4\u7d50\u679c\u66f4\u53ef\u8ffd\u6eaf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u516c\u958b\u8cc7\u6599\u5df2\u7d93\u63d0\u4f9b live demo\uff0c\u4ea6\u6709 FastAPI \u5f8c\u7aef\u3001Streamlit \u4ecb\u9762\u3001evaluation scripts \u540c tests\uff0c\u53ef\u7406\u89e3\u6210\u4e00\u5957\u53ef\u90e8\u7f72\u3001\u53ef\u89c0\u5bdf\u3001\u53ef\u91cd\u8dd1\u5605\u7814\u7a76\u5de5\u5177\u93c8\u3002\u4e0d\u904e initial release \u672a\u5305\u542b <code>web\/<\/code> React front-end\uff0c\u540c <code>training_infra\/<\/code> \u4ea6\u672a\u5b8c\u6574\u958b\u653e\uff1bREADME \u7247\u6bb5\u4ea6\u672a\u898b\u5b8c\u6574\u5b89\u88dd\u6d41\u7a0b\uff0c\u73fe\u968e\u6bb5\u8f03\u9069\u5408\u5148\u7528 demo\u3001\u95b1\u8b80\u8ad6\u6587\uff0c\u518d\u6309\u5132\u5b58\u5eab\u7d50\u69cb\u81ea\u884c\u90e8\u7f72 backend \u8207\u672c\u5730\u4ecb\u9762\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u591a\u8f2a\u4e92\u52d5\u5514\u6b62\u6539 query\uff0c\u4ef2\u6703\u76f4\u63a5\u7de8\u8f2f typed DAG workflow<\/li>\n<li>\u7d04 50 \u500b typed operators\uff0c\u8986\u84cb\u6aa2\u7d22\u3001\u96c6\u5408\u64cd\u4f5c\u3001\u6392\u5e8f\u540c\u8b49\u64da\u62bd\u53d6<\/li>\n<li>\u6bcf\u6b21\u57f7\u884c\u6703\u4fdd\u5b58\u6d41\u7a0b\u3001\u9010\u8f2a\u4fee\u6539\u3001\u6642\u9593\u8207\u6210\u672c\uff0c\u65b9\u4fbf\u91cd\u73fe\u7d50\u679c<\/li>\n<li>PaperPilot-9B \u4ee5 workflow imitation \u52a0 preference optimization \u8a13\u7df4\u800c\u6210<\/li>\n<li>\u6307\u6a19\u4e0a\u8f03 base Qwen3.5-9B toolset agent \u63d0\u5347 Hit@5\u3001MRR\u3001nDCG@10\uff0c\u4e26\u628a workflow execution errors \u7531 9.5% \u964d\u5230 0%<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u76f8\u95dc\u6a21\u578b\u65b9\u9762\uff0c\u6838\u5fc3\u6bd4\u8f03\u5c0d\u8c61\u4fc2 base Qwen3.5-9B toolset agent\uff0c\u800c\u5be6\u4f5c\u5f8c\u7aef\u5c31\u6a19\u660e\u652f\u63f4 OpenAI\u3001Together\u3001Anthropic \u540c OpenAI-compatible endpoint\u3002\u5462\u7a2e\u8a2d\u8a08\u5c0d\u7814\u7a76\u54e1\u3001\u9700\u8981\u505a\u7cfb\u7d71\u6027\u6587\u737b\u6574\u7406\u5605\u5b78\u751f\uff0c\u6216\u8005\u60f3\u628a\u6aa2\u7d22\u6d41\u7a0b\u7d0d\u5165\u5718\u968a\u77e5\u8b58\u7ba1\u7406\u5605\u4eba\u90fd\u5e7e\u6709\u50f9\u503c\uff1b\u53d6\u6368\u5728\u65bc\u5b83\u8ffd\u6c42\u53ef\u63a7\u8207\u53ef\u5be9\u6838\uff0c\u6d41\u7a0b\u6703\u6bd4\u55ae\u6b21\u5c0d\u8a71\u641c\u5c0b\u66f4\u91cd\uff0c\u4ea6\u66f4\u4f9d\u8cf4\u4f7f\u7528\u8005\u9858\u610f\u9010\u8f2a\u63d0\u4f9b\u6e05\u6670\u53cd\u994b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/paperpilot.papersearch.org\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/mtilyxuegao\/PaperPilot\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/arxiv.org\/pdf\/2607.00597\" rel=\"noopener noreferrer\"><strong>Paper<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u627e\u76f8\u95dc\u7814\u7a76\u5514\u4e00\u5b9a\u53ea\u9760\u4e00\u689d\u95dc\u9375\u5b57\u3002PaperPilot\u628a\u6587\u737b\u641c\u5c0b\u62c6\u6210\u53ef\u6aa2\u67e5\u3001\u53ef\u6539\u5beb\u7684\u6d41\u7a0b\uff0c\u4ee4\u591a\u8f2a\u4e92\u52d5\u771f\u4fc2\u6703\u6539\u8b8a\u641c\u5c0b\u7b56\u7565\u3002<\/p>\n","protected":false},"author":8,"featured_media":10011,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,185,116,137,199],"tags":[],"class_list":["post-10012","post","type-post","status-publish","format-standard","hentry","category-133","category-qwen","category-agentic","category-api","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10012","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=10012"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10012\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/10011"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=10012"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=10012"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=10012"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}