{"id":792,"date":"2024-08-21T16:23:00","date_gmt":"2024-08-21T08:23:00","guid":{"rendered":"http:\/\/madapapa.com\/wordpress\/?p=792"},"modified":"2024-08-22T17:48:39","modified_gmt":"2024-08-22T09:48:39","slug":"neo4j-decto-miao-hui-zhi-shi-tu-pu-de-guang-ming-q","status":"publish","type":"post","link":"http:\/\/madapapa.com\/wordpress\/?p=792","title":{"rendered":"neo4j\u7684cto\u63cf\u7ed8\u77e5\u8bc6\u56fe\u8c31\u7684\u5149\u660e\u524d\u666f&#8211;\u4e00\u7bc7GraphRAG\u7684\u5ba3\u8a00"},"content":{"rendered":"<p>Neo4J\u7684cto\uff0c\u5728\u706b\u70ed\u671d\u5929\u7684\u5927\u6a21\u578b\u80cc\u666f\u4e0b\uff0c\u662f\u5982\u4f55\u6765\u63cf\u7ed8\u77e5\u8bc6\u56fe\u8c31\u4ef7\u503c\u7684\u5462\uff1f<\/p>\n<h2><a id=\"%E4%B8%BA%E4%BB%80%E4%B9%88%E8%A6%81%E4%BD%BF%E7%94%A8%E7%9F%A5%E8%AF%86%E5%9B%BE%E8%B0%B1\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u4e3a\u4ec0\u4e48\u8981\u4f7f\u7528\u77e5\u8bc6\u56fe\u8c31<\/h2>\n<p>\u56e0\u4e3a\u4e0d\u7ba1fine tune\u8fd8\u662frag\uff0c\u90fd\u4e0d\u80fd\u63d0\u4f9b\u5177\u5907\u4e00\u5b9a\u7f6e\u4fe1\u5ea6\u7684\u6b63\u786e\u7b54\u6848\uff08Vector-based RAG \u2013 in the same way as fine-tuning \u2013 increases the probability of a correct answer for many kinds of questions. However neither technique provides the certainty of a correct answer.\uff09<\/p>\n<p>\u628a\u771f\u6b63\u7684\u77e5\u8bc6\uff08things not strings\uff09\u4e0e\u7edf\u8ba1\u7684\u6587\u672c\u6280\u672f\u7ed3\u5408\uff0c\u5c31\u80fd\u7a81\u7834\u5929\u82b1\u677f\u3002\uff08bring knowledge about things into the mix of statistically-based text techniques\uff09\u3002<\/p>\n<h2><a id=\"%E4%BD%BF%E7%94%A8%E7%9F%A5%E8%AF%86%E5%9B%BE%E8%B0%B1%E7%9A%84%E5%A5%BD%E5%A4%84\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u4f7f\u7528\u77e5\u8bc6\u56fe\u8c31\u7684\u597d\u5904<\/h2>\n<ol>\n<li>There\u2019s a robust body of research proving that it gives you better answers to most if not ALL questions you might ask an LLM using normal vector-only RAG.<\/li>\n<li>That alone will be a huge driver of GraphRAG adoption. In addition to that, you get easier development thanks to data being visible when building your app.<\/li>\n<li>A third major advantage is that graphs can be readily understood and reasoned upon by humans as well as machines.<\/li>\n<\/ol>\n<p>\u539f\u6587\u94fe\u63a5<br \/>\n<a href=\"https:\/\/neo4j.com\/blog\/graphrag-manifesto\/\">https:\/\/neo4j.com\/blog\/graphrag-manifesto\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Neo4J\u7684cto\uff0c\u5728\u706b\u70ed\u671d\u5929\u7684\u5927\u6a21\u578b\u80cc\u666f\u4e0b\uff0c\u662f\u5982\u4f55\u6765\u63cf\u7ed8\u77e5\u8bc6\u56fe\u8c31\u4ef7\u503c\u7684\u5462\uff1f \u4e3a\u4ec0\u4e48\u8981\u4f7f\u7528\u77e5\u8bc6\u56fe\u8c31 \u56e0\u4e3a\u4e0d\u7ba1fine tune\u8fd8\u662frag\uff0c\u90fd\u4e0d\u80fd\u63d0\u4f9b\u5177\u5907\u4e00\u5b9a\u7f6e\u4fe1\u5ea6\u7684\u6b63\u786e\u7b54\u6848\uff08Vector-based RAG \u2013 in the same way as fine-tuning \u2013 increases the probability of a correct answer for many kinds of questions. However neither technique provides the certainty of a correct answer.\uff09 \u628a\u771f\u6b63\u7684\u77e5\u8bc6\uff08things not strings\uff09\u4e0e\u7edf\u8ba1\u7684\u6587\u672c\u6280\u672f\u7ed3\u5408\uff0c\u5c31\u80fd\u7a81\u7834\u5929\u82b1\u677f\u3002\uff08bring knowledge about things into the mix of statistically-based text techniques\uff09\u3002 \u4f7f\u7528\u77e5\u8bc6\u56fe\u8c31\u7684\u597d\u5904 There\u2019s a robust body of research &hellip; <a href=\"http:\/\/madapapa.com\/wordpress\/?p=792\" class=\"more-link\">Continue reading <span class=\"screen-reader-text\">neo4j\u7684cto\u63cf\u7ed8\u77e5\u8bc6\u56fe\u8c31\u7684\u5149\u660e\u524d\u666f&#8211;\u4e00\u7bc7GraphRAG\u7684\u5ba3\u8a00<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"footnotes":""},"categories":[48],"tags":[],"class_list":["post-792","post","type-post","status-publish","format-standard","hentry","category-artificial-intelligence"],"_links":{"self":[{"href":"http:\/\/madapapa.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/792","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/madapapa.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/madapapa.com\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/madapapa.com\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/madapapa.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=792"}],"version-history":[{"count":1,"href":"http:\/\/madapapa.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/792\/revisions"}],"predecessor-version":[{"id":793,"href":"http:\/\/madapapa.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/792\/revisions\/793"}],"wp:attachment":[{"href":"http:\/\/madapapa.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=792"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/madapapa.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=792"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/madapapa.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=792"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}