{"id":5320,"date":"2026-06-17T22:31:38","date_gmt":"2026-06-17T14:31:38","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=5320"},"modified":"2026-06-17T22:31:38","modified_gmt":"2026-06-17T14:31:38","slug":"202606-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-hipporag-neurobiologically-inspired-long-term-memory-for-large-language-models","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202606-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-hipporag-neurobiologically-inspired-long-term-memory-for-large-language-models\/","title":{"rendered":"202606 \u8bba\u6587\u7814\u8bfb-HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models"},"content":{"rendered":"\n

\u6765\u6e90\uff1aarXiv<\/p>\n\n\n\n

\u4f5c\u8005\uff1aBernal Jim\u00e9nez Guti\u00e9rrez\uff0cYiheng Shu\uff0cYu Gu\uff0cMichihiro Yasunaga \u7b49<\/p>\n\n\n\n

\u5355\u4f4d\uff1a\u4fc4\u4ea5\u4fc4\u5dde\u7acb\u5927\u5b66<\/p>\n\n\n\n

\u53d1\u8868\u65f6\u95f4\uff1a 2024 \u5e744\u6708<\/p>\n\n\n\n

\u4e00\u3001\u8bba\u6587\u4ecb\u7ecd<\/h2>\n\n\n\n

\u80cc\u666f\uff1a\u73b0\u6709RAG\u7cfb\u7edf\u56e0\u5b64\u7acb\u7f16\u7801\uff0c\u96be\u4ee5\u5173\u8054\u4e0d\u540c\u6587\u6863\u7684\u4fe1\u606f\uff08\u5982\u9700\u7ed3\u5408\u5206\u6563\u7279\u5f81\u65f6\u65e0\u6cd5\u6709\u6548\u5173\u8054\uff09\uff1b\u4e14\u591a\u6b65\u68c0\u7d22\u65b9\u6cd5\uff08\u5982IRCoT\uff09\u8fed\u4ee3\u6574\u5408\u4fe1\u606f\u65f6\uff0c\u6bcf\u6b65\u8c03\u7528\u5927\u6a21\u578b\u5bfc\u81f4\u8fc7\u7a0b\u7f13\u6162\u6602\u8d35\u3002
\u6838\u5fc3\uff1a\u4e3a\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898\uff0cHippoRAG\u4eff\u751f\u6d77\u9a6c\u4f53\u8bb0\u5fc6\u673a\u5236\uff0c\u6784\u5efa\u5355\u6b65\u591a\u8df3\u68c0\u7d22\u6846\u67b6\u2014\u2014\u65b0\u76ae\u5c42\u7528LLM\u62bd\u53d6\u6784\u5efa\u77e5\u8bc6\u56fe\u8c31\uff08KG\uff09\uff0c\u6d77\u9a6c\u65c1\u56de\u7528\u68c0\u7d22\u7f16\u7801\u5668\u6dfb\u52a0\u540c\u4e49\u8bcd\u8fb9\uff0c\u6d77\u9a6c\u4f53\u4ee5PPR\u56fe\u641c\u7d22\u5b9e\u73b0\u5355\u6b65\u5173\u8054\u8de8\u6587\u6863\u4fe1\u606f\u3002<\/p>\n\n\n\n

\u4e8c\u3001\u52a8\u673a\u4e0e\u75db\u70b9<\/h2>\n\n\n\n

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\"\"<\/figure>\n\n\n\n

\u4e09\u3001\u65b9\u6cd5\u6846\u67b6<\/h2>\n\n\n\n

1\u3001\u65b0\u76ae\u5c42\uff08Neocortex\uff09\uff1a\u7528LLM\u5bf9\u8bed\u6599\u5e93\u8fdb\u884c\u5f00\u653e\u4fe1\u606f\u62bd\u53d6\uff08OpenIE\uff09\uff0c\u5c06\u975e\u7ed3\u6784\u5316\u6587\u672c\u8f6c\u5316\u4e3a\u65e0\u6a21\u5f0f\u77e5\u8bc6\u56fe\u8c31\uff08KG\uff09\u4e09\u5143\u7ec4\uff08\u5982\u201c\u65af\u5766\u798f\u201d\u2192\u201c\u6559\u6388\u201d\u2192\u201c\u963f\u5c14\u8328\u6d77\u9ed8\u75c7\u201d\uff09\uff1b
2\u3001\u6d77\u9a6c\u65c1\u56de\uff08Parahippocampal Regions\uff09\uff1a\u7528\u68c0\u7d22\u7f16\u7801\u5668\uff08\u5982ColBERTv2\uff09\u4e3aKG\u8282\u70b9\u751f\u6210\u5411\u91cf\uff0c\u6dfb\u52a0\u201c\u540c\u4e49\u8bcd\u8fb9\u201d\uff08\u5982\u201c\u65af\u5766\u798f\u5927\u5b66\u201d\u4e0e\u201cStanford\u201d\u5173\u8054\uff09\uff0c\u8f85\u52a9\u6a21\u5f0f\u8865\u5168\uff1b
3\u3001\u6d77\u9a6c\u4f53\uff08Hippocampus\uff09\uff1a\u5c06KG\u4f5c\u4e3a\u201c\u4eba\u5de5\u6d77\u9a6c\u4f53\u7d22\u5f15\u201d\uff0c\u68c0\u7d22\u65f6\u4ee5\u95ee\u9898\u5b9e\u4f53\u4e3a\u8d77\u70b9\uff0c\u901a\u8fc7\u4e2a\u6027\u5316PageRank\uff08PPR\uff09\u7b97\u6cd5\u4f20\u64ad\u6982\u7387\uff0c\u4e00\u6b21\u6027\u627e\u5230\u5173\u8054\u6027\u6700\u5f3a\u7684\u5b50\u56fe\u548c\u6587\u6863\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u56db\u3001\u6848\u4f8b\u5206\u6790<\/h2>\n\n\n\n

\u4ee5\u201cAlhandra\u51fa\u751f\u5730\u201d\u4e3a\u4f8b\uff0c\u5c55\u793aHippoRAG\u5982\u4f55\u5de5\u4f5c\uff1a
\u7d22\u5f15\u9636\u6bb5\uff1aLLM\u4ece\u6587\u6863\u4e2d\u62bd\u53d6\u4e09\u5143\u7ec4\uff08\u5982\u201cAlhandra\u201d\u2192\u201c\u51fa\u751f\u5728\u201d\u2192\u201cVila Franca de Xira\u201d\uff0c\u201cVila Franca de Xira\u201d\u2192\u201c\u4f4d\u4e8e\u201d\u2192\u201cLisbon District\u201d\uff09\uff0c\u6784\u5efaKG\uff1b
\u68c0\u7d22\u9636\u6bb5\uff1a\u95ee\u9898\u201cAlhandra\u51fa\u751f\u5730\u201d\u63d0\u53d6\u5b9e\u4f53\u201cAlhandra\u201d\uff0c\u901a\u8fc7PPR\u5728KG\u4e2d\u4f20\u64ad\u6982\u7387\uff0c\u627e\u5230\u5173\u8054\u6587\u6863\uff08\u5982Vila Franca de Xira\u7684\u6587\u6863\uff09\uff0c\u6700\u7ec8\u5f97\u51fa\u7b54\u6848\u201cLisbon\u201d\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u4e94\u3001\u5b9e\u9a8c<\/h2>\n\n\n\n

HippoRAG\u5728MuSiQue\u548c2WikiMultiHopQA\uff08\u591a\u8df3\u95ee\u7b54\u57fa\u51c6\uff09\u4e0a\uff0cR@5\u53ec\u56de\u7387\u6bd4\u4f20\u7edfRAG\uff08\u5982ColBERTv2\uff09\u63d0\u53473%-20%\uff0c\u8bc1\u660e\u5355\u6b65\u591a\u8df3\u68c0\u7d22\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u5c06HippoRAG\u5d4c\u5165IRCoT\u7b49\u591a\u6b65\u6846\u67b6\uff0c\u6027\u80fd\u8fdb\u4e00\u6b65\u63d0\u5347\uff08\u5982MuSiQue R@5\u63d0\u53474%\uff09\uff0c\u8bf4\u660e\u5176\u4e0e\u73b0\u6709\u65b9\u6cd5\u4e92\u8865\u3002\u57fa\u4e8eHippoRAG\u68c0\u7d22\u7684QA\u6a21\u578b\uff0c\u5728\u591a\u8df3\u95ee\u7b54\u4efb\u52a1\u4e0aF1\u5206\u6570\u63d0\u53473%-17%\uff0c\u9a8c\u8bc1\u4e86\u65b9\u6cd5\u5bf9\u4e0b\u6e38\u4efb\u52a1\u7684\u589e\u76ca\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\u516d\u3001\u8bba\u6587\u603b\u7ed3<\/h2>\n\n\n\n

\uff081\uff09\u57fa\u4e8e\u8054\u60f3\u8bb0\u5fc6\u56fe\u7684\u8de8\u6587\u6863\u77e5\u8bc6\u5173\u8054\uff1aHippoRAG\u501f\u9274\u6d77\u9a6c\u4f53\u7406\u8bba\u6784\u5efa\u77e5\u8bc6\u56fe\u8c31\uff0c\u901a\u8fc7\u56fe\u641c\u7d22\u5173\u8054\u5206\u6563\u77e5\u8bc6\uff0c\u5b9e\u73b0\u66f4\u6709\u6548\u7684\u591a\u8df3\u63a8\u7406\uff08\u4f18\u4e8e\u4f20\u7edfRAG\u7684\u76f8\u4f3c\u5ea6\u5339\u914d\uff09\u3002
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\u4e03\u3001\u5bf9\u9f50\u601d\u8003<\/h2>\n\n\n\n

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<\/p>\n","protected":false},"excerpt":{"rendered":"

\u6765\u6e90\uff1aarXiv \u4f5c\u8005\uff1aBernal Jim\u00e9nez Guti\u00e9rrez\uff0cYiheng Shu\uff0cYu Gu\uff0cM […]<\/p>\n","protected":false},"author":61,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-5320","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/5320","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/61"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=5320"}],"version-history":[{"count":1,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/5320\/revisions"}],"predecessor-version":[{"id":5328,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/5320\/revisions\/5328"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=5320"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=5320"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=5320"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}