{"id":6303,"date":"2025-02-25T18:50:00","date_gmt":"2025-02-25T09:50:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6303"},"modified":"2025-02-25T18:50:00","modified_gmt":"2025-02-25T09:50:00","slug":"hipporag2-rag-vs-graph-rag-a-mem-agentic-memory-for-llm-agents","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6303","title":{"rendered":"HippoRAG2, RAG vs Graph RAG, A-MEM: Agentic Memory for LLM Agents"},"content":{"rendered":"\n<p><a href=\"https:\/\/devneko.jp\/wordpress\/?p=4901\">xRAG\u3001FlashRAG\u3001HippoRAG \u2013 arXiv\u6700\u65b0\u8ad6\u6587\u306e\u7d39\u4ecb<\/a>\u306e\u6539\u5584\u3084\u3001RAG\u3068GraphRAG\u3068\u306e\u6bd4\u8f03\u3001Agentic\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u306a\u3069RAG\u3084\u30e1\u30e2\u30ea\u5f37\u5316\u95a2\u9023\u306e\u7814\u7a76\u306f\u76db\u3093\u3002\u5f97\u610f\u9818\u57df\u304c\u7570\u306a\u308b\u306e\u3067\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u5316\u3059\u308b\u52d5\u304d\u304c\u591a\u304f\u3001\u307e\u305f\u3001Agentic\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u304f\u30a2\u30d7\u30ed\u30fc\u30c1\u3082\u591a\u3044\u5370\u8c61\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>From RAG to Memory: Non-Parametric Continual Learning for Large Language Models\u00a0<\/strong>[6.4]<br>\u691c\u7d22\u5f37\u5316\u4e16\u4ee3(RAG)\u306f\u3001\u65b0\u3057\u3044\u60c5\u5831\u3092\u5c0e\u5165\u3059\u308b\u4e3b\u8981\u306a\u65b9\u6cd5\u3068\u306a\u3063\u3066\u3044\u308b\u3002 \u6700\u8fd1\u306eRAG\u306f\u3001\u77e5\u8b58\u30b0\u30e9\u30d5\u306e\u3088\u3046\u306a\u69d8\u3005\u306a\u69cb\u9020\u3092\u6301\u3064\u30d9\u30af\u30c8\u30eb\u57cb\u3081\u8fbc\u307f\u3092\u62e1\u5927\u3057\u3066\u3001\u3044\u304f\u3064\u304b\u306e\u30ae\u30e3\u30c3\u30d7\u3001\u3059\u306a\u308f\u3061\u30bb\u30f3\u30b9\u30e1\u30a4\u30ad\u30f3\u30b0\u3068\u9023\u60f3\u6027\u306b\u5bfe\u51e6\u3057\u3066\u3044\u308b\u3002 \u6211\u3005\u306f,\u73fe\u5b9f\u7684,\u611f\u899a\u7684,\u9023\u60f3\u7684\u306a\u30e1\u30e2\u30ea\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066,\u6a19\u6e96RAG\u3092\u7dcf\u5408\u7684\u306b\u4e0a\u56de\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308bHippoRAG 2\u3092\u63d0\u6848\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2502.14802v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2502.14802v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 20 Feb 2025 18:26:02 GMT)<\/li>\n\n\n\n<li>RAG&amp;GraphRAG\u306e\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30a2\u30d7\u30ed\u30fc\u30c1<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/OSU-NLP-Group\/HippoRAG\">GitHub &#8211; OSU-NLP-Group\/HippoRAG: [NeurIPS&#8217;24] HippoRAG is a novel RAG framework inspired by human long-term memory that enables LLMs to continuously integrate knowledge across external documents. RAG + Knowledge Graphs + Personalized PageRank.<\/a><\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>RAG vs. GraphRAG: A Systematic Evaluation and Key Insights\u00a0<\/strong>[42.3]<br>\u6211\u3005\u306f,\u30c6\u30ad\u30b9\u30c8\u30d9\u30fc\u30b9\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3092\u7528\u3044\u3066,\u691c\u7d22\u578b\u62e1\u5f35\u751f\u6210(RAG)\u3068\u30b0\u30e9\u30d5RAG\u3092\u4f53\u7cfb\u7684\u306b\u8a55\u4fa1\u3059\u308b\u3002 \u672c\u7d50\u679c\u306f,RAG\u3068GraphRAG\u306e\u7570\u306a\u308b\u8ab2\u984c\u3068\u8a55\u4fa1\u306e\u89b3\u70b9\u304b\u3089,\u305d\u308c\u305e\u308c\u7570\u306a\u308b\u5f37\u307f\u3092\u6d6e\u304d\u5f6b\u308a\u306b\u3057\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2502.11371v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2502.11371v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 17 Feb 2025 02:36:30 GMT)<\/li>\n\n\n\n<li>\u901a\u5e38\u306eRAG\u3068GraphRAG\u306e\u8a73\u7d30\u306a\u6bd4\u8f03<\/li>\n\n\n\n<li>\u300cCommunity-based GraphRAG with Global Search focuses more on the global aspects of whole corpus, whereas RAG captures more detailed information.\u300d\u3068\u306e\u3053\u3068<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>A-MEM: Agentic Memory for LLM Agents\u00a0<\/strong>[42.5]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u6b74\u53f2\u7684\u7d4c\u9a13\u3092\u6d3b\u7528\u3059\u308b\u305f\u3081\u306b\u30e1\u30e2\u30ea\u30b7\u30b9\u30c6\u30e0\u3092\u5fc5\u8981\u3068\u3059\u308b\u3002 \u73fe\u5728\u306e\u30e1\u30e2\u30ea\u30b7\u30b9\u30c6\u30e0\u306f\u57fa\u672c\u7684\u306a\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u691c\u7d22\u3092\u53ef\u80fd\u306b\u3059\u308b\u304c\u3001\u6d17\u7df4\u3055\u308c\u305f\u30e1\u30e2\u30ea\u69cb\u9020\u306f\u6b20\u5982\u3057\u3066\u3044\u308b\u3002 \u672c\u7a3f\u3067\u306f, LLM\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u5bfe\u3057\u3066, \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u65b9\u5f0f\u3067\u52d5\u7684\u306b\u8a18\u61b6\u3092\u6574\u7406\u3067\u304d\u308b\u65b0\u3057\u3044\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30e1\u30e2\u30ea\u30b7\u30b9\u30c6\u30e0\u3092\u63d0\u6848\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2502.12110v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2502.12110v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 17 Feb 2025 18:36:14 GMT)<\/li>\n\n\n\n<li>Agentic\u306a\u30c7\u30fc\u30bf\u306e\u4fdd\u6301\u3002\u300c1) Link Generation &#8211; automatically establishing connections between memories by identifying shared attributes and similar contextual descriptions, and (2) Memory Evolutionenabling existing memories to dynamically evolve as new experiences are analyzed, leading to the emergence of higher-order patterns and attributes.\u300d\u3068\u306e\u3053\u3068\u3067\u3001\u4e0b\u8a18\u306e\u3088\u3046\u306b\u52d5\u4f5c\u3059\u308b\u3068\u306e\u3053\u3068\u3002\n<ul class=\"wp-block-list\">\n<li>Generates comprehensive notes with structured attributes<\/li>\n\n\n\n<li>Creates contextual descriptions and tags<\/li>\n\n\n\n<li>Analyzes historical memories for relevant connections<\/li>\n\n\n\n<li>Establishes meaningful links based on similarities<\/li>\n\n\n\n<li>Enables dynamic memory evolution and updates<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/WujiangXu\/AgenticMemory\">GitHub &#8211; WujiangXu\/AgenticMemory<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>xRAG\u3001FlashRAG\u3001HippoRAG \u2013 arXiv\u6700\u65b0\u8ad6\u6587\u306e\u7d39\u4ecb\u306e\u6539\u5584\u3084\u3001RAG\u3068GraphRAG\u3068\u306e\u6bd4\u8f03\u3001Agentic\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u306a\u3069RAG\u3084\u30e1\u30e2\u30ea\u5f37\u5316\u95a2\u9023\u306e\u7814\u7a76\u306f\u76db\u3093\u3002\u5f97\u610f\u9818\u57df\u304c\u7570\u306a\u308b\u306e\u3067\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u5316\u3059 &hellip; <a href=\"https:\/\/devneko.jp\/wordpress\/?p=6303\" class=\"more-link\"><span class=\"screen-reader-text\">&#8220;HippoRAG2, RAG vs Graph RAG, A-MEM: Agentic Memory for LLM Agents&#8221; \u306e<\/span>\u7d9a\u304d\u3092\u8aad\u3080<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[244,324],"class_list":["post-6303","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-memory","tag-rag"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6303","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=6303"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6303\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6303"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6303"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6303"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}