{"id":8613,"date":"2026-05-30T08:40:29","date_gmt":"2026-05-30T00:40:29","guid":{"rendered":"https:\/\/infernews.com\/blog\/omniretrieval\/"},"modified":"2026-05-30T08:40:29","modified_gmt":"2026-05-30T00:40:29","slug":"omniretrieval","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/omniretrieval\/","title":{"rendered":"OmniRetrieval\uff1a\u6574\u5408\u591a\u7a2e\u77e5\u8b58\u4f86\u6e90\u7684\u6aa2\u7d22\u9805\u76ee"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/05\/overview-b3c6d087d006.jpg\" alt=\"OmniRetrieval overview\"><\/figure>\n<p>OmniRetrieval \u60f3\u8655\u7406\u7684\uff0c\u662f\u8cc7\u6599\u6563\u843d\u5728\u4e0d\u540c\u7cfb\u7d71\u6642\u7684\u67e5\u8a62\u9ebb\u7169\u3002\u4e00\u822c\u6aa2\u7d22\u5de5\u5177\u591a\u6578\u53ea\u61c2\u4e00\u7a2e\u4f86\u6e90\uff0c\u4f46\u9019\u500b\u9805\u76ee\u6703\u5148\u7406\u89e3\u81ea\u7136\u8a9e\u8a00\u554f\u984c\uff0c\u518d\u6311\u9078\u5408\u9069\u77e5\u8b58\u4f86\u6e90\uff0c\u70ba\u5404\u4f86\u6e90\u751f\u6210\u5c0d\u61c9\u67e5\u8a62\uff0c\u6700\u5f8c\u5408\u4f75\u7d50\u679c\u3002<\/p>\n<p>\u4f7f\u7528\u9019\u500b\u9805\u76ee\u6642\uff0c\u6838\u5fc3\u6d41\u7a0b\u5206\u6210 route\u3001generate\u3001execute\u3001select \u56db\u6b65\uff1a\u5148\u9078\u4f86\u6e90\uff0c\u518d\u5beb\u51fa\u4f86\u6e90\u539f\u751f\u67e5\u8a62\uff0c\u4e4b\u5f8c\u57f7\u884c\uff0c\u6700\u5f8c\u5f9e\u591a\u4efd\u7d50\u679c\u4e2d\u6311\u51fa\u8f03\u5408\u9069\u7684\u8b49\u64da\u3002\u5c0d\u975e\u7814\u7a76\u7528\u9014\u8b80\u8005\u4f86\u8aaa\uff0c\u53ef\u628a\u5b83\u7406\u89e3\u6210\u4e00\u500b\u300c\u8de8\u7cfb\u7d71\u554f\u7b54\u5354\u8abf\u5c64\u300d\uff0c\u653e\u5728\u6587\u5b57\u8a9e\u6599\u3001SQL\u3001SPARQL\u3001Cypher \u4e4b\u4e0a\u3002<\/p>\n<p>\u5b83\u7684\u91cd\u9ede\u4e0d\u5728\u628a\u6240\u6709\u8cc7\u6599\u786c\u8f49\u6210\u540c\u4e00\u683c\u5f0f\uff0c\u800c\u662f\u4fdd\u7559\u5404\u7a2e\u4f86\u6e90\u539f\u672c\u7684\u8868\u9054\u80fd\u529b\u3002\u9019\u7a2e\u505a\u6cd5\u80fd\u4fdd\u4f4f\u95dc\u806f\u5f0f\u8cc7\u6599\u5eab\u7684 schema\u3001RDF knowledge graph \u7684 ontology\uff0c\u4ee5\u53ca property graph \u7684\u5716\u7d50\u69cb\u67e5\u8a62\u80fd\u529b\uff0c\u907f\u514d\u7d71\u4e00\u683c\u5f0f\u5f8c\u53cd\u800c\u640d\u5931\u8cc7\u8a0a\u3002<\/p>\n<ul>\n<li>\u652f\u63f4\u56db\u985e\u4f86\u6e90\uff1afree-form text\u3001SQL\u3001SPARQL\u3001Cypher<\/li>\n<li>\u57fa\u6e96\u6db5\u84cb 13 \u500b\u8cc7\u6599\u96c6\u3001309 \u500b distinct knowledge bases<\/li>\n<li>\u53ef\u91cf\u5ea6 source selection accuracy\uff0c\u4ee5\u53ca query formulation \u7684 exact match \u8207 token-level F1<\/li>\n<li>\u63d0\u4f9b LLM provider \u9078\u64c7\uff0c\u6587\u4e2d\u53ef\u898b openai \u8207\u672c\u5730 vllm \u8a2d\u5b9a<\/li>\n<li>\u76f8\u95dc\u8cc7\u6599\u96c6\u5305\u62ec BEIR\u3001Spider\u3001BIRD\u3001LC-QuAD 2.0\u3001QALD-10\u3001SimpleQuestions\u3001Text2Cypher<\/li>\n<\/ul>\n<p>\u8868\u73fe\u65b9\u9762\uff0c\u4f86\u6e90\u8cc7\u6599\u6307\u51fa OmniRetrieval \u5728\u8de8\u4f86\u6e90\u57fa\u6e96\u4e0a\u8d85\u8d8a single-source baselines\uff0c\u4f46\u4e0d\u540c\u6a21\u578b\u3001\u8cc7\u6599\u9810\u8655\u7406\u548c\u5916\u90e8\u57f7\u884c\u74b0\u5883\u90fd\u6703\u5f71\u97ff\u7d50\u679c\u3002\u5f9e\u9805\u76ee\u7d50\u69cb\u770b\uff0c\u5b83\u8f03\u9069\u5408\u7814\u7a76 heterogeneous knowledge retrieval\u3001\u4f01\u696d\u5167\u591a\u8cc7\u6599\u6e90\u554f\u7b54\uff0c\u6216\u60f3\u6e2c\u8a66 Large Language Model \u5982\u4f55\u751f\u6210 SQL\u3001SPARQL\u3001Cypher \u7684\u958b\u767c\u8005\u3002\u81f3\u65bc\u6a21\u578b\uff0c\u9805\u76ee\u81f3\u5c11\u63d0\u5230 openai \u9810\u8a2d\u9aa8\u5e79\u8207\u53ef\u672c\u5730\u904b\u884c\u7684 vllm\uff0c\u793a\u4f8b\u4ea6\u51fa\u73fe Qwen\/Qwen3.5-4B\u3002<\/p>\n<p><strong>GitHub\uff1a<\/strong> <a href=\"https:\/\/github.com\/JinheonBaek\/OmniRetrieval\" rel=\"noopener noreferrer\">https:\/\/github.com\/JinheonBaek\/OmniRetrieval<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>OmniRetrieval \u628a\u81ea\u7136\u8a9e\u8a00\u554f\u984c\u5206\u6d3e\u5230\u4e0d\u540c\u8cc7\u6599\u4f86\u6e90\uff0c\u518d\u6574\u5408\u6210\u55ae\u4e00\u8b49\u64da\u96c6\u3002\u5c0d\u8981\u8de8\u6587\u5b57\u3001\u8cc7\u6599\u5eab\u8207\u5716\u8b5c\u67e5\u8a62\u7684\u4eba\u5f88\u6709\u53c3\u8003\u50f9\u503c\u3002<\/p>\n","protected":false},"author":8,"featured_media":8612,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","wpai_meta_description":"","footnotes":""},"categories":[133,116,197],"tags":[],"class_list":["post-8613","post","type-post","status-publish","format-standard","hentry","category-133","category-agentic","category-framework"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8613","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=8613"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8613\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/8612"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=8613"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=8613"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=8613"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}