{"id":4012,"date":"2025-09-16T10:54:07","date_gmt":"2025-09-16T02:54:07","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=4012"},"modified":"2025-09-16T10:54:07","modified_gmt":"2025-09-16T02:54:07","slug":"paths-over-graph-knowledge-graph-empowered-large-language-model-reasoning","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/paths-over-graph-knowledge-graph-empowered-large-language-model-reasoning\/","title":{"rendered":"Paths-over-Graph: Knowledge Graph Empowered Large Language Model Reasoning"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1aXingyu Tan, Xiaoyang Wang, Xiwei Xu, Xin Yuan<\/p>\n\n\n\n<p>\u5355\u4f4d\uff1aUniversity of New South Wales<\/p>\n\n\n\n<p>\u6765\u6e90\uff1aAAAI25<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u80cc\u666f<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"567\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-1024x567.png\" alt=\"\" class=\"wp-image-4013\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-1024x567.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-300x166.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-768x425.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247.png 1521w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u8d21\u732e\u70b9<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"588\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-1-1024x588.png\" alt=\"\" class=\"wp-image-4014\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-1-1024x588.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-1-300x172.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-1-768x441.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-1.png 1532w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u65b9\u6cd5<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"553\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-2-1024x553.png\" alt=\"\" class=\"wp-image-4015\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-2-1024x553.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-2-300x162.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-2-768x415.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-2-1536x830.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-2.png 1545w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"562\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-3-1024x562.png\" alt=\"\" class=\"wp-image-4016\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-3-1024x562.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-3-300x165.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-3-768x422.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-3.png 1533w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u7ed3\u679c<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"518\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-4-1024x518.png\" alt=\"\" class=\"wp-image-4017\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-4-1024x518.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-4-300x152.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-4-768x388.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-4-1536x777.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-4.png 1762w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"812\" height=\"685\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-5.png\" alt=\"\" class=\"wp-image-4018\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-5.png 812w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-5-300x253.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-5-768x648.png 768w\" sizes=\"auto, (max-width: 812px) 100vw, 812px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"887\" height=\"687\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-6.png\" alt=\"\" class=\"wp-image-4019\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-6.png 887w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-6-300x232.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-6-768x595.png 768w\" sizes=\"auto, (max-width: 887px) 100vw, 887px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">5. \u603b\u7ed3<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"348\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-7-1024x348.png\" alt=\"\" class=\"wp-image-4020\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-7-1024x348.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-7-300x102.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-7-768x261.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/09\/\u56fe\u7247-7.png 1325w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1aXingyu Tan, Xiaoyang Wang, Xiwei Xu, Xin Yuan \u5355\u4f4d\uff1aUni [&hellip;]<\/p>\n","protected":false},"author":23,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-4012","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4012","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\/23"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=4012"}],"version-history":[{"count":1,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4012\/revisions"}],"predecessor-version":[{"id":4021,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4012\/revisions\/4021"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=4012"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=4012"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=4012"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}