{"id":74983,"date":"2024-08-20T08:30:00","date_gmt":"2024-08-19T23:30:00","guid":{"rendered":"https:\/\/www.creationline.com\/tech-blog\/?p=74983"},"modified":"2024-08-19T18:44:55","modified_gmt":"2024-08-19T09:44:55","slug":"graphrag%e3%81%a8%e3%81%af%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.creationline.com\/tech-blog\/chatgpt-ai\/ai\/74983","title":{"rendered":"GraphRAG\u3068\u306f\uff1f"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u306f\u3058\u3081\u306b<\/h2>\n\n\n\n<p>GraphRAG\u3068\u3044\u3046\u8a00\u8449\u304c\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br>RAG\u3067\u306f\u82e6\u624b\u3068\u3055\u308c\u308b\u63a8\u6e2c\u306b\u3042\u305f\u308b\u90e8\u5206\u3092 \u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u3067\u88dc\u3046\u3068\u3044\u3046\u8003\u3048\u65b9\u3067\u3059\u3002RAG \u3068 Graph Node Embedding\u306e\u7d44\u307f\u5408\u308f\u305b\u306b\u3064\u3044\u3066\u306f\u3001\u5f0a\u793e\u306e\u30c6\u30c3\u30af\u30d6\u30ed\u30b0\u3067\u3082\u3001\u8a18\u4e8b\u304c\u3042\u308a\u307e\u3059\uff08<a href=\"\/chatgpt-ai\/ai\/68014\">LLM&amp;\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5 \u301cRAG\u306e\u7cbe\u5ea6\u5411\u4e0a\u306b\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u6d3b\u7528\u3059\u308b\u301c<\/a> \uff09<br>\u8a72\u5f53\u30d6\u30ed\u30b0\u306f<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Graph Node Vector<br>\u3068<\/li>\n\n\n\n<li>Word Vector<\/li>\n<\/ul>\n\n\n\n<p>\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u4f7f\u3046\u3068\u3044\u3046\u30a2\u30a4\u30c7\u30a3\u30a2\u3067\u3001\u30b0\u30e9\u30d5\u4f5c\u6210\u306b\u306f Neo4j \u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002Neo4j \u306b\u306f <a href=\"https:\/\/neo4j.com\/docs\/graph-data-science\/current\/machine-learning\/node-embeddings\/node2vec\/\" target=\"_blank\" rel=\"noreferrer noopener\">node2vec API<\/a> \u3084 <a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/graphs\/neo4j_cypher\/\" target=\"_blank\" rel=\"noreferrer noopener\">LangChain Neo4j<\/a> \u7528\u610f\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u55b0\u308f\u305b\u308b\u6587\u66f8\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u308c\u3070\u3001\uff08\u6bd4\u8f03\u7684\uff09\u624b\u8efd\u306b\u8a66\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<br><br>LangChain \u30d6\u30ed\u30b0\u306b\u3042\u308b\u8a18\u4e8b\uff08<a href=\"https:\/\/blog.langchain.dev\/enhancing-rag-based-applications-accuracy-by-constructing-and-leveraging-knowledge-graphs\/\" target=\"_blank\" rel=\"noreferrer noopener\">Enhancing RAG-based application accuracy by constructing and leveraging knowledge graphs<\/a>\uff09\u3082\u985e\u4f3c\u306e\u30a2\u30a4\u30c7\u30a3\u30a2\u3067\u3059\u3002<br>\u3053\u308c\u3089\u306e Graph Node Vector \u3068 Word Vector \u306e\u7d44\u307f\u5408\u308f\u305b\u3082\u3001\u5e83\u7fa9\u306e GraphRAG \u3068\u547c\u3079\u308b\u306e\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001Microsoft \u306e\u8ad6\u6587\uff08<a href=\"https:\/\/arxiv.org\/pdf\/2404.16130\" target=\"_blank\" rel=\"noreferrer noopener\">From Local to Global: A Graph RAG Approach to Query-Focused Summarization<\/a>\uff09\u3092\u8aad\u3080\u3068\u3001\u5c11\u3057\u30cb\u30e5\u30a2\u30f3\u30b9\u304c\u9055\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Microsoft\u306eGraphRAG<\/h2>\n\n\n\n<p><a href=\"https:\/\/microsoft.github.io\/graphrag\">https:\/\/microsoft.github.io\/graphrag<\/a><br>\u4e0a\u8a18URL\u306f\u3001Microsoft \u304c 2024\u5e747\u67082\u65e5\u306b\u30ea\u30ea\u30fc\u30b9\u3057\u305f\u3068\u3044\u3046 GraphRAG\u306e\u30da\u30fc\u30b8\u3067\u3059\u3002\u5df7\u3067\u3001\u6700\u8fd1\u306eGraphRAG\u3068\u3044\u3046\u3068\u3001\u3053\u3061\u3089\u304c\u672c\u4e38\u306e\u3088\u3046\u3067\u3059\u3002<br><br>Microsoft \u304c\u8aac\u660e\u306b\u4f7f\u7528\u3057\u3066\u3044\u308b \u30b0\u30e9\u30d5\u306e\u56f3\u304c\u3053\u308c\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-medium\"><img loading=\"lazy\" decoding=\"async\" width=\"354\" height=\"360\" src=\"\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2024\/08\/image-354x360.png\" alt=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prodnew\/2024\/02\/GraphRag-Figure3.jpg\" class=\"wp-image-74984\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2024\/08\/image-354x360.png 354w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2024\/08\/image.png 600w\" sizes=\"auto, (max-width: 354px) 100vw, 354px\" \/><\/figure>\n\n\n\n<p>\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u968e\u5c64\u7684\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u5b9f\u65bd\u3057\u3001community\u3068\u3044\u3046\u584a\u3092\u62bd\u51fa\u3059\u308b\u3002\u3053\u308c\u3089\u306e community\u3092\u691c\u7d22\u3057\u3001\u6587\u66f8\u540c\u58eb\u306e\u3064\u306a\u304c\u308a\u3082\u691c\u7d22\u7d50\u679c\u306b\u8003\u616e\u3057\u3088\u3046\u3068\u3044\u3046\u8003\u3048\u3067\u3059\u3002community\u306b\u306f\u305d\u308c\u305e\u308csummary\u304c\u4ed8\u4e0e\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Microsoft GraphRAG\u306f\u3059\u3050\u52d5\u304b\u305b\u308b<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">graphrag.[index|query] \u30b3\u30de\u30f3\u30c9<\/h4>\n\n\n\n<p><a href=\"https:\/\/github.com\/microsoft\/graphrag\">https:\/\/github.com\/microsoft\/graphrag<\/a><br>GraphRAG\u306e\u751f\u6210\u306b\u3064\u3044\u3066\u306f\u3001python\u306eCLI \u304c\u7528\u610f\u3055\u308c\u3066\u304a\u308a\u3001CLI \u304c\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3072\u306a\u5f62\u3092\u3064\u304f\u3063\u3066\u304f\u308c\u307e\u3059\u3002\u6587\u66f8\u3092\u55b0\u308f\u305b\u308c\u3070\u3001GraphRAG\u3092\u4f5c\u6210\u3057\u3066\u304f\u308c\u308b\u306e\u3067\u3001\u304a\u624b\u8efd\u306b\u8a66\u305b\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">GraphRAG Solution Accelerator<\/h4>\n\n\n\n<p><a href=\"https:\/\/github.com\/Azure-Samples\/graphrag-accelerator\">https:\/\/github.com\/Azure-Samples\/graphrag-accelerator<\/a><br>Azure\u304c\u4f7f\u7528\u53ef\u80fd\u306a\u3089\u3070 GraphRAG Solution Accelerator\u304c\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002Azure\u306e GraphRAG \u3092\u30c7\u30d7\u30ed\u30a4\u3057\u3066\u304f\u308c\u308b\u30bb\u30c3\u30c8\u30c4\u30fc\u30eb\u3067\u3059\u3002<br><br>\u5df7\u306b\u306f\u3001\u3084\u3063\u3066\u307f\u305f\u7cfb\u306e\u30d6\u30ed\u30b0\u304c\u305f\u304f\u3055\u3093\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u65e5\u672c\u8a9e\u3067\u306e\u7d50\u679c\u306a\u3069\u53c2\u8003\u306b\u3057\u3066\u3044\u305f\u3060\u304f\u3068\u3088\u3044\u3068\u601d\u3044\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u5272\u611b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">graphrag.index\u30b3\u30de\u30f3\u30c9\u304c\u4f5c\u6210\u3057\u3066\u304f\u308c\u305fsettings.yml \u3092\u8aad\u3080<\/h4>\n\n\n\n<p>\u30b3\u30de\u30f3\u30c9\u3067\u751f\u6210\u3055\u308c\u305f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u4e2d\u306b\u3042\u308b settings.yml \u3092\u8aad\u3093\u3067\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">input<\/h5>\n\n\n\n<p>input \u30ab\u30c6\u30b4\u30ea\u3092\u307f\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"yaml\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">input:\n\u00a0\u00a0type: file # or blob\u00a0\u00a0file_type: text # or csv\n  base_dir: \"input\"\n  file_encoding: utf-8\n  file_pattern: \".*\\\\.txt$\"<\/pre>\n\n\n\n<p>\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u304b csv\u30d5\u30a1\u30a4\u30eb\u3057\u304b\u5bfe\u5fdc\u3057\u3066\u3044\u306a\u3044\u307f\u305f\u3044\u3067\u3059\u306d\u3002 <code>file_encoding <\/code>\u3082\u6307\u5b9a\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u5165\u529b\u30d5\u30a1\u30a4\u30eb\u306f \u30c6\u30ad\u30b9\u30c8\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3092\u7d71\u4e00\u3057\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">prompt<\/h5>\n\n\n\n<p>\u305d\u3046\u3044\u3048\u3070\u3001prompt\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u3059\u308b\u3088\u3046\u306b\u3068\u8aac\u660e\u30da\u30fc\u30b8\u306b\u66f8\u3044\u3066\u3042\u308a\u307e\u3057\u305f\u3002<a href=\"https:\/\/microsoft.github.io\/graphrag\/posts\/prompt_tuning\/overview\/\">https:\/\/microsoft.github.io\/graphrag\/posts\/prompt_tuning\/overview\/<\/a><\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"bash\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">$ grep prompt settings.yaml \n  prompt: \"prompts\/entity_extraction.txt\"\n  prompt: \"prompts\/summarize_descriptions.txt\"\n  prompt: \"prompts\/claim_extraction.txt\"\n  prompt: \"prompts\/community_report.txt\"<\/pre>\n\n\n\n<p>entity\u5207\u308a\u51fa\u3057\u3084community\u8981\u7d04\u751f\u6210\u306a\u3069\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u30c6\u30ad\u30b9\u30c8\u304c\u540c\u5c01\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">entity extraction<\/h5>\n\n\n\n<p>entity_extraction\u306e\u8a2d\u5b9a\u3092\u307f\u3066\u307f\u307e\u3059\u3002<br>\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306eEntity\u3068Relationship\u3092\u7dba\u9e97\u306b\u5c55\u958b\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u4e0a\u8a18\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5909\u66f4\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u305d\u3046\u3067\u3059\u3002<br><br>settings.yml \u306eentity_extraction\u306e\u30ab\u30c6\u30b4\u30ea\u3092\u307f\u308b\u3068\u30b0\u30e9\u30d5\u306b\u5c55\u958b\u3059\u308bentity\u3092 organization\u3001person\u3001geo\u3001event \u306e\u307f\u306b\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002\u4e0d\u8981\u306aentity\u306f\u30ed\u30fc\u30c9\u3057\u306a\u3044\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u304c\u3001\u3053\u3053\u306f\u7528\u9014\u306b\u4f75\u305b\u3066\u3001\u8003\u3048\u308b\u3079\u304d\u3068\u3053\u308d\u3067\u3059\u306d\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"yaml\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">\u200b\u200bentity_extraction:\n  ## llm: override the global llm settings for this task\n  ## parallelization: override the global parallelization settings for this task\n  ## async_mode: override the global async_mode settings for this task\n  prompt: \"prompts\/entity_extraction.txt\"\n  entity_types: [organization,person,geo,event]\n  max_gleanings: 1<\/pre>\n\n\n\n<h5 class=\"wp-block-heading\">cluster size<\/h5>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"yaml\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">cluster_graph:\n  max_cluster_size: 10<\/pre>\n\n\n\n<p>\u3053\u306e\u30c7\u30d5\u30a9\u30eb\u30c810\u306ecluster\u3068\u306f\u4f55\u3092\u6307\u3059\u306e\u3067\u3057\u3087\u3046\u304b\u3002\u968e\u5c64\u7684\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3092\u751f\u6210\u3057\u3066\u3044\u308b\u3068\u304d\u306e\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u6570\u306e\u3088\u3046\u3067\u3059\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">embedded graph<\/h5>\n\n\n\n<p>embedded graph \u306ffalse\u304c\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u3059\u3002<a href=\"https:\/\/blog.langchain.dev\/enhancing-rag-based-applications-accuracy-by-constructing-and-leveraging-knowledge-graphs\/\" target=\"_blank\" rel=\"noreferrer noopener\">LangChain\u30d6\u30ed\u30b0<\/a>\u3067\u306f\u3001Word Vector \u3068 Graph Node Vector \u3092\u4f7f\u7528\u3057\u3066\u304a\u308a\u3001Microsoft GraphRAG\u3068\u306f\u3001\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u9055\u3044\u307e\u3059\u3002true\u8a2d\u5b9a\u3082\u3067\u304d\u308b\u307f\u305f\u3044\u3067\u3059\u304c\u3001true\u306b\u3059\u308b\u7528\u9014\u304c\u3061\u3087\u3063\u3068\u4e0d\u660e\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"yaml\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">embed_graph:\n  enabled: false # if true, will generate node2vec embeddings for nodes\n  # num_walks: 10\n  # walk_length: 40\n  # window_size: 2\n  # iterations: 3\n  # random_seed: 597832<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">local search\u3068global search<\/h3>\n\n\n\n<p>Microsoft GraphRAG\u306b\u306f\u3001local search\u3068global search\u306e\u3075\u305f\u3064\u306e\u691c\u7d22\u30e2\u30fc\u30c9\u304c\u3042\u308a\u307e\u3059\u3002<br><br>local search\u306f \u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u691c\u7d22\u3001global search \u306f community summary \u306e\u691c\u7d22\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002local search \u306f \u8a73\u7d30\u306a\u60c5\u5831\u3092\u77e5\u308a\u305f\u3044\u3068\u304d\u3001global search \u306f \u95a2\u4fc2\u6027\u3092\u77e5\u308a\u305f\u3044\u3068\u304d\u3068\u3044\u3046\u3088\u3046\u306b\u3001\u6f20\u7136\u3068\u3057\u305f\u8aac\u660e\u304c\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">deepset\u306e\u30c7\u30e2\u30b5\u30a4\u30c8<\/h3>\n\n\n\n<p><a href=\"https:\/\/www.deepset.ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">deepset<\/a>\u793e\u304c\u516c\u958b\u3057\u3066\u304f\u308c\u3066\u3044\u308bGraphRAG\u306e\u30c7\u30e2\u30b5\u30a4\u30c8\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/graphrag-demo.deepset.ai\/query-gen\" target=\"_blank\" rel=\"noreferrer noopener\">local search\u3068global search\u7d50\u679c\u306e\u6bd4\u8f03<\/a><br>local search\u3068global search\u306e\u7d50\u679c\u304c\u6bd4\u8f03\u3067\u304d\u307e\u3059<\/li>\n\n\n\n<li><a href=\"https:\/\/graphrag-demo.deepset.ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">graphRAG\u3068RAG\u7d50\u679c\u306e\u6bd4\u8f03<\/a><br>RAG\u3067\u7db2\u7f85\u3067\u304d\u306a\u3044\u8cea\u554f\u306b\u3064\u3044\u3066GraphRAG\u304c\u7db2\u7f85\u3057\u3066\u3044\u308b\u306e\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059<\/li>\n<\/ul>\n\n\n\n<p>\u4e0a\u8a18\u30c7\u30e2\u30b5\u30a4\u30c8\u306b\u3064\u3044\u3066\u306e\u30d6\u30ed\u30b0\u3067\u3059\u3002<br><a href=\"https:\/\/www.deepset.ai\/blog\/graph-rag\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.deepset.ai\/blog\/graph-rag<\/a><br>\u4f01\u696d\u306e\u6c7a\u7b97\u5831\u544a\u3092\u8aad\u307f\u8fbc\u307e\u305b\u3066\u3042\u308a\u3001RAG\u304c\u82e6\u624b\u306a\u4ee5\u4e0b\u306e\u8cea\u554f\u306b\u3082\u7b54\u3048\u308b\uff01\u3068\u81ea\u4fe1\u3042\u308a\u3052\u3067\u3059\u3002<br><em>\"What companies are in the dataset?\"<br>\"What are the top 5 themes in the data?\"<br>\"Which companies are investing in AI?\"<\/em><br><br><a href=\"https:\/\/www.deepset.ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">deepset<\/a>\u306e\u30c7\u30e2\u30b5\u30a4\u30c8\u3067\u3044\u308d\u3044\u308d\u8a66\u3057\u3066\u307f\u308b\u3068\u3001\u7cbe\u5ea6\u306e\u826f\u3055\u306b\u9a5a\u304d\u307e\u3059\u3002\u500b\u4eba\u3067\u5927\u91cf\u30c7\u30fc\u30bf\u3092\u7528\u610f\u3059\u308b\u306e\u306f\u96e3\u3057\u3044\u306e\u3067\u3001\u3042\u308a\u304c\u305f\u304f\u5229\u7528\u3055\u305b\u3066\u3082\u3089\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u6574\u5099<\/h2>\n\n\n\n<p>GraphRAG \u306e\u7cbe\u5ea6\u5411\u4e0a\u306f\u3001\u4f5c\u6210\u3057\u305f\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u30af\u30aa\u30ea\u30c6\u30a3\u306b\u5de6\u53f3\u3055\u308c\u307e\u3059\u3002\u5f53\u305f\u308a\u524d\u306e\u3088\u3046\u306b\u601d\u3046\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u3044\u308d\u3044\u308d\u95a2\u6570\u3084CLI\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u3066\u3001\u4e00\u767a\u3067\u52d5\u304b\u3059\u3053\u3068\u304c\u53ef\u80fd\u3067\u3001\u624b\u8efd\u3059\u304e\u3066\u3001\u81ea\u5206\u3082\u52d5\u304b\u3057\u3066\u304b\u3089\u6c17\u304c\u3064\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Neo4j\u3067\u306e\u30a2\u30d7\u30ed\u30fc\u30c1<\/h3>\n\n\n\n<p><a href=\"https:\/\/arxiv.org\/pdf\/2404.16130\" target=\"_blank\" rel=\"noreferrer noopener\">From Local to Global: A Graph RAG Approach to Query-Focused Summarization<\/a> \u3092Neo4j\u3067\u5b9f\u73fe\u3057\u305f\u3068\u304d\u306e\u691c\u8a3c\u30d6\u30ed\u30b0\u304c\u3042\u308a\u307e\u3059\u3002<br><br><a href=\"https:\/\/neo4j.com\/developer-blog\/global-graphrag-neo4j-langchain\/\">Implementing \u2018From Local to Global\u2019 GraphRAG with Neo4j and LangChain: Constructing the Graph<\/a><br><br>\u8aad\u307f\u9032\u3081\u3066\u3044\u304f\u3068\u3001graphrag\u30b3\u30de\u30f3\u30c9\u3092\u30c7\u30d5\u30a9\u30eb\u30c8\u8a2d\u5b9a\u306e\u307e\u307e\u4f7f\u7528\u3057\u3066\u3057\u307e\u3063\u3066\u3001\u3059\u307f\u307e\u305b\u3093\uff01\u3068\u3044\u3046\u6c17\u5206\u306b\u306a\u308a\u307e\u3059\u3002\u7528\u9014\u306b\u3042\u3063\u305f\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u304d\u3061\u3093\u3068\u69cb\u7bc9\u3057\u306a\u3044\u3068GraphRAG\u3068\u3057\u3066\u306f\u3001\u3042\u307e\u308a\u5f79\u306b\u7acb\u305f\u306a\u3044\u3068\u3044\u3046\u3053\u3068\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u304a\u308f\u308a\u306b<\/h2>\n\n\n\n<p>GraphRAG\u306b\u3064\u3044\u3066\u8abf\u67fb\u3057\u305f\u5185\u5bb9\u3092\u307e\u3068\u3081\u3066\u307f\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u306a\u304c\u3089\u3001\u975e\u5b9a\u578b\u306a\u6587\u66f8\u60c5\u5831\u306a\u3069\u304b\u3089\u3001\u7dba\u9e97\u306a\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u4f5c\u6210\u3059\u308b\u306e\u306f\u3001\u4e00\u5de5\u592b\u304c\u5fc5\u8981\u305d\u3046\u3067\u3059\u3002\u65e2\u306b\u968e\u5c64\u7684\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u6301\u3063\u3066\u3044\u308b\u306a\u3089\u3001GraphRAG\u3082\u5b9f\u88c5\u3057\u3084\u3059\u305d\u3046\u3067\u3059\u3002<br>\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068AI\u306e\u7d44\u307f\u5408\u308f\u305b\u306b\u3064\u3044\u3066\u306f\u3001\u3053\u308c\u304b\u3089\u3082\u65b0\u3057\u3044\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u3067\u3066\u304f\u308b\u3068\u601d\u308f\u308c\u307e\u3059\u306e\u3067\u3001\u307e\u305f\u3001\u9762\u767d\u3044\u8a18\u4e8b\u304c\u3042\u3063\u305f\u3089\u7d39\u4ecb\u3057\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<br><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u306f\u3058\u3081\u306b GraphRAG\u3068\u3044\u3046\u8a00\u8449\u304c\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002RAG\u3067\u306f\u82e6\u624b\u3068\u3055\u308c\u308b\u63a8\u6e2c\u306b\u3042\u305f\u308b\u90e8\u5206\u3092 \u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u3067\u88dc\u3046\u3068\u3044\u3046\u8003\u3048\u65b9\u3067\u3059\u3002RAG \u3068 Graph Node Embedding\u306e\u7d44\u307f\u5408\u308f\u305b\u306b\u3064\u3044\u3066\u306f\u3001\u5f0a\u793e\u306e\u30c6\u30c3 [&#8230;]<\/p>\n","protected":false},"author":117,"featured_media":75005,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"","footnotes":""},"categories":[779,18,37],"tags":[],"class_list":["post-74983","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-a-tooyama","category-neo4j"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - 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