{"id":9153,"date":"2026-06-16T05:11:48","date_gmt":"2026-06-15T21:11:48","guid":{"rendered":"https:\/\/infernews.com\/blog\/kaist-qualcomm-rag\/"},"modified":"2026-06-16T05:18:08","modified_gmt":"2026-06-15T21:18:08","slug":"kaist-qualcomm-rag","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/kaist-qualcomm-rag\/","title":{"rendered":"[\u6280\u8853\u6587\u7ae0] KAIST \u8207 Qualcomm \u91cd\u5851\u9577\u5f71\u7247 RAG \u8a55\u6e2c"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/06\/pasted-ae0e3dd32a6c.jpg\" alt=\"Hero image preview\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u9805\u7814\u7a76\u7531 <strong>KAIST<\/strong> \u8207 <strong>Qualcomm AI Research<\/strong>\u3001Qualcomm Korea \u5718\u968a\u5408\u4f5c\u63d0\u51fa\uff0c\u805a\u7126\u9577\u6642\u9593\u7b2c\u4e00\u8eab\u5f71\u7247\u4e2d\u7684 Retrieval-augmented generation\uff08RAG\uff09\u3002\u4f5c\u8005\u6307\u51fa\uff0c\u73fe\u6709 VideoRAG \u5e38\u6cbf\u7528\u300c\u6bcf\u689d\u67e5\u8a62\u53ea\u914d\u4e00\u7a2e modality \u8207\u4e00\u7a2e temporal granularity\u300d\u7684\u56fa\u5b9a\u7bc4\u5f0f\uff0c\u4f46\u9577\u5f71\u7247\u7684\u8b49\u64da\u7247\u6bb5\u5dee\u7570\u5f88\u5927\uff0c\u55ae\u4e00\u8a2d\u5b9a\u672a\u5fc5\u9069\u5408\u5168\u90e8\u7247\u6bb5\uff1b\u52a0\u4e0a\u4e0d\u5c11\u65e2\u6709 benchmark \u7684\u554f\u984c\u751a\u81f3\u4e0d\u7528\u770b\u5f71\u7247\u4e5f\u80fd\u7b54\u4e2d\uff0c\u4ee4\u6700\u7d42\u5206\u6578\u96e3\u4ee5\u53cd\u6620\u6aa2\u7d22\u662f\u5426\u771f\u7684\u505a\u5c0d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\uff0c\u5718\u968a\u63d0\u51fa <strong>V-RAGBench<\/strong>\uff0c\u628a\u8cc7\u6599\u6574\u7406\u6210 \u27e8query, evidence chunk, answer\u27e9 triplets\uff0c\u660e\u78ba\u5206\u958b\u67e5\u8a62\u3001\u8b49\u64da\u7247\u6bb5\u8207\u7b54\u6848\u3002\u9019\u7a2e\u8a2d\u8a08\u91dd\u5c0d\u7684\u662f\u904e\u53bb\u300c\u53ea\u770b\u6700\u7d42\u56de\u7b54\u6b63\u78ba\u7387\u300d\u7684\u76f2\u9ede\uff0c\u8b93\u7814\u7a76\u8005\u53ef\u4ee5\u66f4\u5fe0\u5be6\u5730\u5206\u958b\u6aa2\u67e5 retrieval \u8207 generation\uff0c\u77e5\u9053\u7cfb\u7d71\u7a76\u7adf\u662f\u9760\u5c0d\u7684\u5f71\u7247\u7247\u6bb5\uff0c\u9084\u662f\u9760\u8a9e\u8a00\u504f\u898b\u3001\u5e38\u8b58\u6216\u975c\u614b\u7dda\u7d22\u4f5c\u7b54\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u65b9\u6cd5\u4e0a\uff0c\u4f5c\u8005\u518d\u63d0\u51fa <strong>CARVE<\/strong>\u3002\u5b83\u4e0d\u662f\u66ff\u6574\u689d\u67e5\u8a62\u9810\u5148\u9078\u5b9a\u4e00\u7a2e\u8a2d\u5b9a\uff0c\u800c\u662f\u8b93\u591a\u500b retriever \u4ee5\u4e0d\u540c modality \u8207 granularity \u4e26\u884c\u5de5\u4f5c\uff0c\u518d\u7528 chunk-adaptive reranking \u70ba\u6bcf\u500b evidence chunk \u6311\u51fa\u6700\u5408\u9069\u7684 winning configuration\u3002\u4e4b\u5f8c\uff0c\u9019\u4e9b\u7247\u6bb5\u6703\u9023\u540c\u5404\u81ea\u52dd\u51fa\u7684\u8a2d\u5b9a\u4e00\u4f75\u9001\u5165 generator\uff0c\u5f62\u6210 interleaved evidence\uff0c\u4ee4\u6aa2\u7d22\u968e\u6bb5\u7684\u7247\u6bb5\u7d1a\u6c7a\u7b56\u5ef6\u7e8c\u5230\u751f\u6210\u968e\u6bb5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0d\u60f3\u4f7f\u7528\u9019\u500b\u9805\u76ee\u7684\u4eba\u4f86\u8aaa\uff0c\u5207\u5165\u9ede\u5f88\u6e05\u695a\uff1a\u5148\u7528 <strong>V-RAGBench<\/strong> \u6e2c\u8a66\u81ea\u5df1\u7684 VideoRAG \u6d41\u7a0b\uff0c\u5206\u958b\u770b\u6aa2\u7d22\u8207\u751f\u6210\u8868\u73fe\uff1b\u82e5\u7cfb\u7d71\u76ee\u524d\u4ecd\u63a1\u7528\u67e5\u8a62\u7d1a\u55ae\u4e00\u8a2d\u5b9a\uff0c\u53ef\u518d\u6bd4\u8f03 <strong>CARVE<\/strong> \u9019\u7a2e\u7247\u6bb5\u7d1a\u914d\u7f6e\u65b9\u5f0f\u3002\u9019\u7a2e\u601d\u8def\u8f03\u9069\u5408\u9577\u5f71\u7247\u554f\u7b54\u3001egocentric video \u5206\u6790\uff0c\u4ee5\u53ca\u9700\u8981\u5f9e\u591a\u6a21\u614b\u8b49\u64da\u4e2d\u627e\u51fa\u6b63\u78ba\u6642\u9593\u7247\u6bb5\u7684 Agentic \u7cfb\u7d71\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>V-RAGBench<\/strong> \u4ee5 evidence chunk \u70ba\u6838\u5fc3\uff0c\u88dc\u8db3\u820a benchmark \u7121\u6cd5\u6e96\u78ba\u6aa2\u67e5\u6aa2\u7d22\u5c0d\u932f\u7684\u554f\u984c<\/li>\n\n\n\n<li><strong>CARVE<\/strong> \u6539\u70ba\u7247\u6bb5\u7d1a\u9078\u64c7 configuration\uff0c\u4e0d\u518d\u5047\u8a2d\u4e00\u689d\u67e5\u8a62\u53ea\u9700\u4e00\u5957 modality\uff0fgranularity<\/li>\n\n\n\n<li>\u4f5c\u8005\u6307\u51fa generator \u6700\u5f8c\u63a5\u6536\u7684 chunks \u6703\u4ea4\u932f\u4f86\u81ea\u591a\u7a2e configuration\uff0c\u9019\u662f query-level \u65b9\u6cd5\u505a\u4e0d\u5230\u7684<\/li>\n\n\n\n<li>\u8ad6\u6587\u7a31 CARVE \u52dd\u904e 8 \u500b\u8fd1\u671f VideoRAG baselines\uff0c\u986f\u793a\u7247\u6bb5\u7d1a\u6c7a\u7b56\u5728\u9577\u5f71\u7247\u6aa2\u7d22\u66f4\u6709\u512a\u52e2<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u6574\u9ad4\u4f86\u770b\uff0c\u9019\u9805\u5de5\u4f5c\u4e0d\u662f\u55ae\u7d14\u518d\u52a0\u4e00\u500b VideoRAG \u65b9\u6cd5\uff0c\u800c\u662f\u5148\u6279\u8a55\u820a\u6709\u8a55\u6e2c\u8207\u5efa\u6a21\u7bc4\u5f0f\uff0c\u518d\u7528\u65b0 benchmark \u548c\u65b0 retrieval framing \u4e00\u8d77\u4fee\u6b63\u554f\u984c\u3002\u5982\u679c\u4f60\u95dc\u5fc3\u7684\u662f\u9577\u5f71\u7247 RAG \u5230\u5e95\u61c9\u8a72\u53d6\u56de\u4ec0\u9ebc\u3001\u4ee5\u53ca\u53d6\u56de\u5f8c\u600e\u6a23\u4ea4\u7d66\u6a21\u578b\u4f7f\u7528\uff0c\u9019\u9805\u7814\u7a76\u63d0\u4f9b\u4e86\u76f8\u7576\u6e05\u6670\u7684\u5206\u6790\u6846\u67b6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Paper\uff1a<\/strong> <a href=\"https:\/\/arxiv.org\/pdf\/2606.13141\" rel=\"noopener noreferrer\">https:\/\/arxiv.org\/pdf\/2606.13141<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9019\u9805\u7814\u7a76\u5148\u7531 KAIST \u8207 Qualcomm AI Research \u5718\u968a\u63d0\u51fa\u65b0\u57fa\u6e96\uff0c\u518d\u7528\u65b0\u65b9\u6cd5\u6539\u5584\u9577\u5f71\u7247 RAG \u6aa2\u7d22\u3002\u91cd\u9ede\u5728\u65bc\u62c6\u958b\u8a55\u6e2c\u6aa2\u7d22\u8207\u751f\u6210\uff0c\u627e\u51fa\u771f\u6b63\u6709\u6548\u7684\u8b49\u64da\u7247\u6bb5\u3002<\/p>\n","protected":false},"author":8,"featured_media":9152,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[116,31,162,109,119,76,23,197,199],"tags":[],"class_list":["post-9153","post","type-post","status-publish","format-standard","hentry","category-agentic","category-video","category-ai-productions","category-rag","category-119","category-76","category-news","category-framework","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9153","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=9153"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9153\/revisions"}],"predecessor-version":[{"id":9155,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9153\/revisions\/9155"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/9152"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=9153"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=9153"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=9153"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}