{"id":5068,"date":"2025-02-24T11:06:36","date_gmt":"2025-02-24T03:06:36","guid":{"rendered":"http:\/\/openkg.cn\/?page_id=5068"},"modified":"2026-03-04T15:25:41","modified_gmt":"2026-03-04T07:25:41","slug":"resource-list","status":"publish","type":"page","link":"http:\/\/openkg.cn\/en\/resource-list\/","title":{"rendered":"\u66f4\u591a\u8d44\u6e90"},"content":{"rendered":"<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><style>\/*! elementor - v3.23.0 - 05-08-2024 *\/<br \/>\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading 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noopener\">\u7ed8\u753b\u4f5c\u54c1\u77e5\u8bc6\u56fe\u8c31\uff08\u4e2a\u4eba\uff09<\/a><\/h3>\n\n\n\n<p>\u8be5\u77e5\u8bc6\u56fe\u8c31\u56f4\u7ed5\u7ed8\u753b\u827a\u672f\u9886\u57df\u6784\u5efa\uff0c\u5305\u542b\u4f5c\u8005\u3001\u98ce\u683c\u3001\u4f5c\u54c1\u4e09\u7c7b\u5b9e\u4f53\u3002\u4f5c\u8005\u8282\u70b9\u8bb0\u5f55\u59d3\u540d\u3001\u65f6\u671f\u3001\u56fd\u7c4d\u4e0e\u7c7b\u578b\uff1b\u98ce\u683c\u8282\u70b9\u5305\u542b\u540d\u79f0\u3001\u5730\u70b9\u4e0e\u7c7b\u578b\uff1b\u4f5c\u54c1\u8282\u70b9\u5305\u62ec\u6807\u9898\u3001\u65f6\u671f\u3001\u4e3b\u9898\u4e0e\u5730\u70b9\uff0c\u652f\u6301\u5bf9\u827a\u672f\u5f71\u54cd\u3001\u98ce\u683c\u5f52\u5c5e\u4e0e\u4f5c\u54c1\u6536\u85cf\u7b49\u5173\u7cfb\u7684\u7cfb\u7edf\u67e5\u8be2\u4e0e\u5206\u6790\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/kuangbiao\" target=\"_blank\" rel=\"noreferrer noopener\">\u300a\u72c2\u98d9\u300b\u77e5\u8bc6\u56fe\u8c31\uff08\u4e2a\u4eba\uff09<\/a><\/h3>\n\n\n\n<p>\u672c\u9879\u76ee\u662f\u57fa\u4e8e\u300a\u72c2\u98d9\u300b\u7535\u89c6\u5267\u6784\u5efa\u7684\u4eba\u7269\u5173\u7cfb\u77e5\u8bc6\u56fe\u8c31\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/alzheimer\" target=\"_blank\" rel=\"noreferrer noopener\">\u963f\u5c14\u5179\u6d77\u9ed8\u75c7\u77e5\u8bc6\u56fe\u8c31\uff08\u4e2a\u4eba\uff09<\/a><\/h3>\n\n\n\n<p>\u672c\u9879\u76ee\u4e3a\u963f\u5c14\u5179\u6d77\u9ed8\u75c7\u9886\u57df\u7684\u77e5\u8bc6\u56fe\u8c31\u6784\u5efa\u4e0e\u67e5\u8be2\u7cfb\u7edf\uff0c\u65e8\u5728\u4ece\u533b\u5b66\u6587\u732e\u4e2d\u63d0\u53d6\u76f8\u5173\u5b9e\u4f53\u548c\u5173\u7cfb\uff0c\u6784\u5efa\u7ed3\u6784\u5316\u7684\u77e5\u8bc6\u7f51\u7edc\uff0c\u5e76\u63d0\u4f9b\u4fbf\u6377\u7684\u67e5\u8be2\u529f\u80fd\u3002\u9879\u76ee\u9996\u5148\u4ecePubTator\u683c\u5f0f\u7684\u533b\u5b66\u6587\u732e\u4e2d\u63d0\u53d6\u5b9e\u4f53\u548c\u5173\u7cfb\uff0c\u751f\u6210\u4e09\u5143\u7ec4\u6570\u636e\u3002\u968f\u540e\uff0c\u5c06\u8fd9\u4e9b\u6570\u636e\u4e0a\u4f20\u5230Neo4j\u56fe\u6570\u636e\u5e93\u4e2d\u8fdb\u884c\u5b58\u50a8\u548c\u7ba1\u7406\u3002 \u5728\u5e94\u7528\u5c42\u9762\uff0c\u9879\u76ee\u63d0\u4f9b\u4e86\u67e5\u8be2\u5de5\u5177\uff0c\u652f\u6301\u7528\u6237\u901a\u8fc7\u8282\u70b9\u540d\u79f0\u67e5\u8be2\u76f8\u5173\u7684\u5b9e\u4f53\u548c\u5173\u7cfb\uff0c\u5e76\u5b9e\u73b0\u4e86\u57fa\u4e8e\u77e5\u8bc6\u56fe\u8c31\u7684\u5927\u6a21\u578bRAG\uff0c\u4e3a\u5927\u6a21\u578b\u7684\u95ee\u7b54\u63d0\u4f9b\u4e86\u8be6\u7ec6\u53ef\u9760\u7684\u7406\u8bba\u652f\u6491\uff0c\u6709\u6548\u907f\u514d\u4e86\u5e7b\u89c9\u73b0\u8c61\u7684\u53d1\u751f\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/mof\" target=\"_blank\" rel=\"noreferrer noopener\">MOF\u6750\u6599\u77e5\u8bc6\u56fe\u8c31\uff08\u4e2a\u4eba\uff09<\/a><\/h3>\n\n\n\n<p>\u77e5\u8bc6\u56fe\u8c31\u4e2d\u5305\u542b\u591a\u5b54\u6750\u6599\u7ed3\u6784\u53c2\u6570\u6570\u636e\u3001\u7a33\u5b9a\u6027\u4fe1\u606f\u5438\u9644\u6027\u80fd\u548c\u4ef7\u683c\u7b49\u591a\u7ef4\u5ea6\u7684\u6807\u7b7e\u6570\u636e\u4fe1\u606f\u3002\u8be5\u6570\u636e\u5e93\u5c06\u4e3a\u591a\u5b54\u6750\u6599\u5efa\u6a21\u7684\u7814\u7a76\u63d0\u4f9b\u4e30\u5bcc\u7684\u5316\u5b66\u4fe1\u606f\u6765\u6e90\uff0c\u63a8\u52a8\u4eba\u5de5\u667a\u80fd\u6750\u6599\u7814\u7a76\u9886\u57df\u7684\u53d1\u5c55\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/famous-github-repos\" target=\"_blank\" rel=\"noreferrer noopener\">\u8457\u540dgithub\u4ed3\u5e93\u77e5\u8bc6\u56fe\u8c31\uff08\u4e2a\u4eba\uff09<\/a><\/h3>\n\n\n\n<p>\u6d59\u6c5f\u5927\u5b66\u77e5\u8bc6\u56fe\u8c31\u8bfe\u7a0b\u4f5c\u4e1a \u8be6\u60c5\u8bf7\u5173\u6ce8&nbsp;<a href=\"https:\/\/github.com\/FoggyDawn\/GitHubRepository-KG\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/FoggyDawn\/GitHubRepository-KG<\/a>&nbsp;\u672c\u6570\u636e\u96c6\u62d3\u5c55\u4e86cnSchema\uff0c\u5728\u6b64\u57fa\u7840\u4e0a\u6536\u96c6\u4e86\u8457\u540d\u7684github\u4ed3\u5e93\uff0c\u5e76\u5229\u7528\u89c4\u5219\u548c\u5927\u6a21\u578b\u62bd\u53d6\u4e86\u5173\u7cfb<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/www\" target=\"_blank\" rel=\"noreferrer noopener\">\u57fa\u4e8e\u5927\u6570\u636e\u6559\u6750\u77e5\u8bc6\u56fe\u8c31\u7684\u63a8\u8350\u7cfb\u7edf\u5b9e\u73b0\uff08\u4e2a\u4eba\uff09<\/a><\/h3>\n\n\n\n<p>\u9996\u5148\u4ee5\u5927\u6570\u636e\u6280\u672f\u6559\u6750\u300a\u5927\u6570\u636e\u6280\u672f\u539f\u7406\u4e0e\u5e94\u7528\uff08\u7b2c\u4e09\u7248\uff09\u300b\u4e3a\u6838\u5fc3\u6570\u636e\u6e90\uff0c\u901a\u8fc7\u6570\u636e\u6e05\u6d17\u7b49\u9884\u5904\u7406\u6b65\u9aa4\uff0c\u6784\u5efa\u9ad8\u8d28\u91cf\u8bed\u6599\u5e93\u3002\u7136\u540e\u57fa\u4e8e GraphRAG \u6280\u672f\u8fdb\u884c\u77e5\u8bc6\u56fe\u8c31\u7684\u6784\u5efa\uff0c\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u5b9e\u4f53\u62bd\u53d6\u3001\u5173\u7cfb\u5efa\u6a21\u53ca\u793e\u533a\u68c0\u6d4b\uff0c\u5b9a\u4e49\u4e86\u5305\u542b\u6570\u636e\u7ed3\u6784\u3001\u7b97\u6cd5\u7b49 32 \u7c7b\u5b9e\u4f53\u7c7b\u578b\uff0c\u901a\u8fc7\u63d0\u793a\u8bcd\u5fae\u8c03\u4f18\u5316\u9886\u57df\u77e5\u8bc6\u63d0\u53d6\u7cbe\u5ea6\uff0c\u6700\u7ec8\u5c06\u751f\u6210\u7684\u77e5\u8bc6\u56fe\u8c31\u5b58\u50a8\u4e8e Neo4j \u56fe\u6570\u636e\u5e93\uff0c\u5b9e\u73b0\u5927\u6570\u636e\u6280\u672f\u77e5\u8bc6\u7684\u7ed3\u6784\u5316\u5efa\u6a21\u4e0e\u53ef\u89c6\u5316\u5c55\u793a\u3002\u57fa\u4e8e\u6784\u5efa\u597d\u7684\u77e5\u8bc6\u56fe\u8c31\u8fdb\u884c\u5927\u6570\u636e\u76f8\u5173\u77e5\u8bc6\u7684\u63a8\u8350\u7cfb\u7edf\u5b9e\u73b0\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/fieldsmedal\" target=\"_blank\" rel=\"noreferrer noopener\">\u83f2\u5c14\u5179\u5956\u77e5\u8bc6\u56fe\u8c31\uff08\u4e2a\u4eba\uff09<\/a><\/h3>\n\n\n\n<p>\u83f2\u5c14\u5179\u5956\u77e5\u8bc6\u56fe\u8c31<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/cs-arxiv-citation-kg\">CS-ArXiv-Citation-KG\uff1a\u8ba1\u7b97\u673a\u79d1\u5b66\u9886\u57df\u5b66\u672f\u8bba\u6587\u5f15\u7528\u4e0e\u77e5\u8bc6\u56fe\u8c31\uff08\u4e2a\u4eba\uff09<\/a><\/h3>\n\n\n\n<p>\u672c\u9879\u76ee\u56f4\u7ed5\u7535\u89c6\u5267\u300a\u7504\u5b1b\u4f20\u300b\u4eba\u7269\uff0c\u4ee5\u4e2d\u6587 Wikipedia \u4e3a\u6570\u636e\u6e90\uff0c\u4f9d\u6b21\u5b8c\u6210\u77e5\u8bc6\u56fe\u8c31\u6570\u636e\u9884\u5904\u7406\u3001\u6587\u672c\u77e5\u8bc6\u62bd\u53d6\u53ca\u95ee\u7b54\u529f\u80fd\u5b9e\u73b0\uff0c\u9884\u5904\u7406\u9636\u6bb5\u901a\u8fc7\u5b9a\u5411\u6293\u53d6\u89d2\u8272\u4fe1\u606f\u3001\u4e09\u91cd\u8fc7\u6ee4\u53bb\u91cd\u3001\u591a\u683c\u5f0f\u8f6c\u6362\uff0c\u751f\u6210 108 \u6761\u6709\u6548\u5b9e\u4f53\u53ca 775 \u6761 SPO \u4e09\u5143\u7ec4\u5e76\u6784\u5efa\u5411\u91cf\u7d22\u5f15\uff1b\u77e5\u8bc6\u62bd\u53d6\u57fa\u4e8e\u5927\u6a21\u578b\u91c7\u7528 \u201c\u4e0a\u4e0b\u6587\u589e\u5f3a \u2014 \u8054\u5408\u62bd\u53d6 \u2014 \u540e\u5904\u7406\u5bf9\u9f50\u201d \u67b6\u6784\uff0c\u7ea6\u675f\u5b9e\u4f53\u751f\u6210\u3001\u5b8c\u6210\u975e\u4eba\u751f\u7269\u5f52\u4e00\u5316\u5e76\u6269\u5c55\u9ad8\u9636\u8bed\u4e49\u5173\u7cfb\uff1b\u95ee\u7b54\u529f\u80fd\u4f9d\u6258 RAG \u601d\u8def\uff0c\u878d\u5408\u5411\u91cf\u7d22\u5f15\u3001\u8bed\u4e49\u68c0\u7d22\u4e0e Qwen2.5-7B-Instruct \u5927\u6a21\u578b\uff0c\u5b9e\u73b0\u4f4e\u5e7b\u89c9\u3001\u53ef\u8ffd\u6eaf\u7684\u81ea\u7136\u8bed\u8a00\u95ee\u7b54\uff0c\u6574\u4f53\u6a21\u5757\u5316\u8bbe\u8ba1\u517c\u5177\u53ef\u590d\u7528\u6027\u4e0e\u53ef\u6269\u5c55\u6027\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/http-cnschema-openkg-cn-zhenhuan\" data-type=\"link\" data-id=\"http:\/\/data.openkg.cn\/dataset\/kga\">\u7504\u5b1b\u4f20\uff08\u4e2a\u4eba\uff09<\/a><\/h3>\n\n\n\n<p>\u672c\u9879\u76ee\u56f4\u7ed5\u7535\u89c6\u5267\u300a\u7504\u5b1b\u4f20\u300b\u4eba\u7269\uff0c\u4ee5\u4e2d\u6587 Wikipedia \u4e3a\u6570\u636e\u6e90\uff0c\u4f9d\u6b21\u5b8c\u6210\u77e5\u8bc6\u56fe\u8c31\u6570\u636e\u9884\u5904\u7406\u3001\u6587\u672c\u77e5\u8bc6\u62bd\u53d6\u53ca\u95ee\u7b54\u529f\u80fd\u5b9e\u73b0\uff0c\u9884\u5904\u7406\u9636\u6bb5\u901a\u8fc7\u5b9a\u5411\u6293\u53d6\u89d2\u8272\u4fe1\u606f\u3001\u4e09\u91cd\u8fc7\u6ee4\u53bb\u91cd\u3001\u591a\u683c\u5f0f\u8f6c\u6362\uff0c\u751f\u6210 108 \u6761\u6709\u6548\u5b9e\u4f53\u53ca 775 \u6761 SPO \u4e09\u5143\u7ec4\u5e76\u6784\u5efa\u5411\u91cf\u7d22\u5f15\uff1b\u77e5\u8bc6\u62bd\u53d6\u57fa\u4e8e\u5927\u6a21\u578b\u91c7\u7528 \u201c\u4e0a\u4e0b\u6587\u589e\u5f3a \u2014 \u8054\u5408\u62bd\u53d6 \u2014 \u540e\u5904\u7406\u5bf9\u9f50\u201d \u67b6\u6784\uff0c\u7ea6\u675f\u5b9e\u4f53\u751f\u6210\u3001\u5b8c\u6210\u975e\u4eba\u751f\u7269\u5f52\u4e00\u5316\u5e76\u6269\u5c55\u9ad8\u9636\u8bed\u4e49\u5173\u7cfb\uff1b\u95ee\u7b54\u529f\u80fd\u4f9d\u6258 RAG \u601d\u8def\uff0c\u878d\u5408\u5411\u91cf\u7d22\u5f15\u3001\u8bed\u4e49\u68c0\u7d22\u4e0e Qwen2.5-7B-Instruct \u5927\u6a21\u578b\uff0c\u5b9e\u73b0\u4f4e\u5e7b\u89c9\u3001\u53ef\u8ffd\u6eaf\u7684\u81ea\u7136\u8bed\u8a00\u95ee\u7b54\uff0c\u6574\u4f53\u6a21\u5757\u5316\u8bbe\u8ba1\u517c\u5177\u53ef\u590d\u7528\u6027\u4e0e\u53ef\u6269\u5c55\u6027\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/syzmusic\" data-type=\"link\" data-id=\"http:\/\/data.openkg.cn\/dataset\/kga\">\u5b59\u71d5\u59ff\u97f3\u4e50\u77e5\u8bc6\u56fe\u8c31\u53ca\u95ee\u7b54\u7cfb\u7edf\uff08\u4e2a\u4eba\uff09<\/a><\/h3>\n\n\n\n<p>\u672c\u9879\u76ee\u65e8\u5728\u6784\u5efa\u4e00\u4e2a\u5782\u76f4\u9886\u57df\u7684\u5b59\u71d5\u59ff\u97f3\u4e50\u77e5\u8bc6\u56fe\u8c31\uff0c\u6574\u7406\u5b59\u71d5\u59ff\u6b4c\u66f2\u7684\u4f5c\u8bcd\u4eba\u3001\u4f5c\u66f2\u4eba\u3001\u6240\u5c5e\u4e13\u8f91\u7b49\u4fe1\u606f\uff0c\u5e76\u57fa\u4e8e\u6b64\u5f00\u53d1\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf\u3002\u9996\u5148\uff0c\u4ece\u4e92\u8054\u7f51\u4e2d\u722c\u53d6\u5b59\u71d5\u59ff\u6b4c\u66f2\u7684\u76ee\u5f55\u4e0e\u975e\u7ed3\u6784\u5316\u6587\u672c\u7b49\u4fe1\u606f\u3002\u968f\u540e\uff0c\u5f15\u5165 LLM \u8fdb\u884c\u5b9e\u4f53\u62bd\u53d6\uff0c\u4ece\u7f51\u9875\u957f\u6587\u672c\u4e2d\u7cbe\u51c6\u62bd\u53d6\u51fa\u4f5c\u8bcd\u3001\u4f5c\u66f2\u3001\u6240\u5c5e\u4e13\u8f91\u7b49\u7ed3\u6784\u5316\u5143\u6570\u636e\uff0c\u5e76\u5bf9\u7f3a\u5931\u4fe1\u606f\u8fdb\u884c\u8865\u5168\u3002\u5904\u7406\u540e\u7684\u6570\u636e\u88ab\u6e05\u6d17\u5e76\u8f6c\u5316\u4e3a\u6807\u51c6\u7684\u4e09\u5143\u7ec4\u683c\u5f0f\uff0c\u6700\u7ec8\u5bfc\u5165Neo4j\u56fe\u6570\u636e\u5e93\u4e2d\uff0c\u5b9e\u73b0\u5b59\u71d5\u59ff\u97f3\u4e50\u77e5\u8bc6\u7f51\u7edc\u7684\u53ef\u89c6\u5316\u4e0e\u6301\u4e45\u5316\u5b58\u50a8\u3002\u5728\u5e94\u7528\u5c42\u9762\uff0c\u9879\u76ee\u57fa\u4e8e\u5b59\u71d5\u59ff\u97f3\u4e50\u7684\u56fe\u8c31\u7ed3\u6784\u6784\u5efa\u4e86\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u95ee\u7b54\u7cfb\u7edf\u3002\u8be5\u7cfb\u7edf\u80fd\u591f\u89e3\u6790\u7528\u6237\u7684\u81ea\u7136\u8bed\u8a00\u63d0\u95ee\uff0c\u4ece\u56fe\u6570\u636e\u5e93\u4e2d\u68c0\u7d22\u76f8\u5173\u7684\u5b50\u56fe\u77e5\u8bc6\u4f5c\u4e3a\u4e0a\u4e0b\u6587\uff0c\u4ece\u800c\u5f15\u5bfcLLM\u751f\u6210\u56de\u7b54\uff0c\u5b9e\u73b0\u9759\u6001\u56fe\u8c31\u6570\u636e\u5411\u52a8\u6001\u667a\u80fd\u4ea4\u4e92\u7684\u8f6c\u5316\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/ai4paperhub\" data-type=\"link\" data-id=\"http:\/\/data.openkg.cn\/dataset\/kga\" target=\"_blank\" rel=\"noreferrer noopener\">\u57fa\u4e8e\u77e5\u8bc6\u56fe\u8c31\u548c LLM \u7684 AI \u9876\u4f1a\u8bba\u6587\u667a\u80fd\u68c0\u7d22\u4e0e\u5206\u6790\u5e73\u53f0\uff08\u4e2a\u4eba\uff09<\/a><\/h3>\n\n\n\n<p>\u652f\u6301 ICLR\u3001ICML\u3001NeurIPS 2025 \u8bba\u6587\u7684\u641c\u7d22\u3001\u95ee\u7b54\u548c\u53ef\u89c6\u5316<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/beijing-museums-public-service\" data-type=\"link\" data-id=\"http:\/\/data.openkg.cn\/dataset\/kga\" target=\"_blank\" rel=\"noreferrer noopener\">\u5317\u4eac\u535a\u7269\u9986\u516c\u5171\u670d\u52a1\u77e5\u8bc6\u56fe\u8c31\uff08\u4e2a\u4eba\uff09<\/a><\/h3>\n\n\n\n<p>\u8986\u76d6\u5317\u4eac\u5e02\u4e3b\u8981\u535a\u7269\u9986\u7684\u5730\u5740\u3001\u884c\u653f\u533a\u3001\u7968\u52a1\u653f\u7b56\u53ca\u5f00\u653e\u4fe1\u606f\u7684\u516c\u5171\u670d\u52a1\u77e5\u8bc6\u56fe\u8c31<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/chinese-movie-kg\" data-type=\"link\" data-id=\"http:\/\/data.openkg.cn\/dataset\/kga\" target=\"_blank\" rel=\"noreferrer noopener\">Chinese Movie Knowledge Graph\uff1a\u4e2d\u56fd\u7535\u5f71\u77e5\u8bc6\u56fe\u8c31\uff08\u4e2a\u4eba\uff09 <\/a><\/h3>\n\n\n\n<p>\u672c\u77e5\u8bc6\u56fe\u8c31\u6536\u5f55\u4e86144\u90e8\u4e2d\u56fd\u7ecf\u5178\u7535\u5f71\uff08\u542b\u9999\u6e2f\u3001\u53f0\u6e7e\u5730\u533a\u7535\u5f71\uff09\uff0c\u6db5\u76d61978\u5e74\u81f32023\u5e74\u7684\u4f18\u79c0\u5f71\u7247\uff0c\u5305\u62ec\uff1a\u5f20\u827a\u8c0b\u3001\u9648\u51ef\u6b4c\u3001\u738b\u5bb6\u536b\u3001\u59dc\u6587\u7b49\u8457\u540d\u5bfc\u6f14\u4f5c\u54c1\u7b49<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/minecraft\" data-type=\"link\" data-id=\"http:\/\/data.openkg.cn\/dataset\/kga\" target=\"_blank\" rel=\"noreferrer noopener\">MinecraftKG\uff1a\u300a\u6211\u7684\u4e16\u754c\u300b\u6e38\u620f\u56fe\u8c31\uff08\u4e2a\u4eba\uff09<\/a><\/h3>\n\n\n\n<p>\u672c\u4efb\u52a1\u4ee5 Minecraft Wiki \u4e3a\u4e3b\u8981\u6570\u636e\u6765\u6e90\uff0c\u56f4\u7ed5\u6e38\u620f\u4e2d\u51fa\u73b0\u7684\u6838\u5fc3\u5b9e\u4f53\uff08\u65b9\u5757\u3001\u7269\u54c1\u3001\u751f\u7269\u3001\u751f\u7269\u7fa4\u7cfb\u3001\u7ed3\u6784\u3001\u6548\u679c\u3001\u9644\u9b54\u3001\u6d41\u4f53\u3001\u836f\u6c34\u4e0e\u6807\u7b7e\u7b49\uff09\u6784\u5efa\u4e00\u4e2a\u77e5\u8bc6\u56fe\u8c31\uff0c\u7edf\u4e00\u63cf\u8ff0\u5b83\u4eec\u7684 ID\u3001\u540d\u79f0\u3001\u56fe\u6807\u4e0e\u5c5e\u6027\uff0c\u5e76\u9010\u6b65\u8865\u5145\u201c\u5408\u6210\u81ea \/ \u6389\u843d \/ \u751f\u6210\u4e8e\u201d\u7b49\u5173\u7cfb\uff0c\u5e2e\u52a9\u73a9\u5bb6\u66f4\u9ad8\u6548\u5730\u68c0\u7d22\u83b7\u53d6\u8def\u5f84\u3001\u89c4\u5212\u5408\u6210\u8def\u7ebf\u4e0e\u7406\u89e3\u6e38\u620f\u673a\u5236\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/china-intangible-cultural-heritage-kg\" data-type=\"link\" data-id=\"http:\/\/data.openkg.cn\/dataset\/kga\" target=\"_blank\" rel=\"noreferrer noopener\">\u4e2d\u56fd\u975e\u7269\u8d28\u6587\u5316\u9057\u4ea7\u77e5\u8bc6\u56fe\u8c31\uff08\u4e2a\u4eba\uff09<\/a><\/h3>\n\n\n\n<p>\u672c\u77e5\u8bc6\u56fe\u8c31\u57fa\u4e8e\u4e2d\u56fd\u6587\u5316\u548c\u65c5\u6e38\u90e8\u516c\u5e03\u7684\u300a\u56fd\u5bb6\u7ea7\u975e\u7269\u8d28\u6587\u5316\u9057\u4ea7\u4ee3\u8868\u6027\u9879\u76ee\u540d\u5f55\u300b\u53ca\u300a\u56fd\u5bb6\u7ea7\u975e\u7269\u8d28\u6587\u5316\u9057\u4ea7\u4ee3\u8868\u6027\u4f20\u627f\u4eba\u540d\u5355\u300b\u6784\u5efa\uff0c\u6db5\u76d6\u622a\u81f32023\u5e74\u5168\u90e85\u6279\u51711557\u9879\u56fd\u5bb6\u7ea7\u975e\u9057\u9879\u76ee\uff08\u542b3610\u4e2a\u5b50\u9879\uff09\u548c3059\u4f4d\u4ee3\u8868\u6027\u4f20\u627f\u4eba\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/cv_research_paper\" data-type=\"link\" data-id=\"http:\/\/data.openkg.cn\/dataset\/kga\" target=\"_blank\" rel=\"noreferrer noopener\">cv_research_paper\uff1a\u9762\u5411\u8ba1\u7b97\u673a\u89c6\u89c9\uff08CV\uff09\u9886\u57df\u7684\u77e5\u8bc6\u56fe\u8c31\uff08\u4e2a\u4eba\uff09<\/a><\/h3>\n\n\n\n<p>\u5728\u5f53\u4eca\u79d1\u7814\u4fe1\u606f\u7206\u70b8\u7684\u65f6\u4ee3\uff0c\u7814\u7a76\u4eba\u5458\u9762\u4e34\u7740\u524d\u6240\u672a\u6709\u7684\u6311\u6218\uff1a\u5982\u4f55\u4ece\u6d69\u5982\u70df\u6d77\u7684\u6587\u732e\u4e2d\u5feb\u901f\u8ffd\u8e2a\u9886\u57df\u52a8\u6001\u3001\u9ad8\u6548\u53d1\u73b0\u8bba\u6587\u95f4\u7684\u6df1\u5c42\u5173\u8054\uff0c\u5e76\u7cbe\u51c6\u5b9a\u4f4d\u5173\u952e\u6280\u672f\u4e0e\u7814\u7a76\u8d8b\u52bf\u3002\u57fa\u4e8e\u6b64\u80cc\u666f\uff0c\u6211\u4eec\u8bd5\u56fe\u6784\u5efa\u4e00\u4e2a\u9762\u5411\u7279\u5b9a\u79d1\u7814\u9886\u57df\u7684\u77e5\u8bc6\u56fe\u8c31\uff0c\u4ee5\u63a2\u7d22\u5176\u5728\u5b66\u672f\u4fe1\u606f\u7ec4\u7ec7\u4e0e\u53d1\u73b0\u4e2d\u7684\u6218\u7565\u4ef7\u503c\u3002\u672c\u6838\u5fc3\u76ee\u6807\u662f\u6784\u5efa\u4e00\u4e2a\u9762\u5411\u8ba1\u7b97\u673a\u89c6\u89c9\uff08CV\uff09\u9886\u57df\u7684\u77e5\u8bc6\u56fe\u8c31\u3002\u901a\u8fc7\u5bf9\u8be5\u9886\u57df\u5185\u5927\u91cf\u8bba\u6587\u6570\u636e\u7684\u7cfb\u7edf\u5316\u5904\u7406\uff0c\u6211\u4eec\u65e8\u5728\u63ed\u793a\u5e76\u63a2\u7d22\u79d1\u7814\u65b9\u5411\u3001\u8bba\u6587\u3001\u4f5c\u8005\u53ca\u6838\u5fc3\u6280\u672f\u65b9\u6cd5\u4e4b\u95f4\u7684\u6df1\u5c42\u5173\u7cfb\u7f51\u7edc\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/stardewvalleykg\" data-type=\"link\" data-id=\"http:\/\/data.openkg.cn\/dataset\/kga\" target=\"_blank\" rel=\"noreferrer noopener\">\u661f\u9732\u8c37\u7269\u8bed\u77e5\u8bc6\u56fe\u8c31\uff08\u4e2a\u4eba\uff09<\/a><\/h3>\n\n\n\n<p>\u57fa\u4e8e\u661f\u9732\u8c37\u7269\u8bed\uff08Stardew Valley\uff09\u6e38\u620fWiki\u6784\u5efa\u7684\u9ad8\u8d28\u91cf\u77e5\u8bc6\u56fe\u8c31\uff0c\u5305\u542b\u6e38\u620f\u4e2d\u7684NPC\u3001\u4f5c\u7269\u3001\u79cd\u5b50\u3001\u5546\u5e97\u3001\u4e8b\u4ef6\u3001\u5730\u70b9\u548c\u5b8c\u6574\u53e4\u7269\u6536\u85cf\u7b49\u5b9e\u4f53\u53ca\u5176\u76f8\u4e92\u5173\u7cfb\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/chinesemedicinepharmacopoeia\" data-type=\"link\" data-id=\"http:\/\/data.openkg.cn\/dataset\/kga\" target=\"_blank\" rel=\"noreferrer noopener\">2022\u4e2d\u533b\u836f\u5178\u77e5\u8bc6\u56fe\u8c31\uff08\u4e2a\u4eba\uff09<\/a><\/h3>\n\n\n\n<p>\u672c\u9879\u76ee\u57fa\u4e8e2022\u4e2d\u533b\u836f\u5178\u7c4d\u6784\u5efa\u4e86\u77e5\u8bc6\u56fe\u8c31\u4e0e\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf\u3002\u9879\u76ee\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\u6280\u672f\uff0c\u4ece\u300a\u4e2d\u56fd\u836f\u5178\u300b\u7b49\u539f\u59cb\u6587\u672c\u4e2d\u63d0\u53d6\u836f\u6750\u5c5e\u6027\u3001\u529f\u6548\u53ca\u76f8\u4e92\u4f5c\u7528\u7b49\u5173\u952e\u4fe1\u606f\uff0c\u6784\u5efa\u7ed3\u6784\u5316\u7684\u56fe\u6570\u636e\u5e93\u3002 \u901a\u8fc7\u5c06\u975e\u7ed3\u6784\u5316\u7684\u836f\u5178\u6587\u672c\u8f6c\u5316\u4e3a\u673a\u5668\u53ef\u7406\u89e3\u7684\u77e5\u8bc6\u7f51\u7edc\uff0c\u7cfb\u7edf\u80fd\u591f\u5b9e\u73b0\u5bf9\u4e2d\u533b\u836f\u77e5\u8bc6\u7684\u7cbe\u51c6\u68c0\u7d22\u4e0e\u63a8\u7406\u3002\u6700\u7ec8\u5f00\u53d1\u7684RAG\u7cfb\u7edf\u7ed3\u5408\u4e86\u77e5\u8bc6\u56fe\u8c31\u7684\u7ed3\u6784\u5316\u67e5\u8be2\u4e0e\u751f\u6210\u6a21\u578b\u7684\u81ea\u7136\u8bed\u8a00\u80fd\u529b\uff0c\u65e8\u5728\u4e3a\u7528\u6237\u63d0\u4f9b\u51c6\u786e\u3001\u53ef\u6eaf\u6e90\u7684\u4e2d\u533b\u836f\u77e5\u8bc6\u95ee\u7b54\u670d\u52a1\u3002\u4ee3\u7801\u5df2\u5f00\u6e90\u81f3GitHub\u4ed3\u5e93\uff1a<a href=\"https:\/\/github.com\/F1yingWhite\/knGraph-BigWork\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/F1yingWhite\/knGraph-BigWork<\/a><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/moshoushijie-bianianshi\" data-type=\"link\" data-id=\"http:\/\/data.openkg.cn\/dataset\/kga\" target=\"_blank\" rel=\"noreferrer noopener\">\u9b54\u517d\u4e16\u754c\u7f16\u5e74\u53f2\u4eba\u7269\u5173\u7cfb\u77e5\u8bc6\u56fe\u8c31\uff08\u4e2a\u4eba\uff09<\/a><\/h3>\n\n\n\n<p>\u5173\u4e8e\u9b54\u517d\u4e16\u754c\u7f16\u5e74\u53f2\u4eba\u7269\u5173\u7cfb\u7684\u77e5\u8bc6\u56fe\u8c31\uff0c\u4ee5\u9b54\u517d\u4e16\u754c\u4e2d\u6587\u7ef4\u57fa\u767e\u79d1\u7070\u673awiki\u6574\u7406\u65f6\u95f4\u7ebf\u8fdb\u884c\u77e5\u8bc6\u56fe\u8c31\u63d0\u53d6\uff0c\u57fa\u4e8ecnschema\u8fdb\u884c\u62d3\u5c55<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/zju-foodkg\" data-type=\"link\" data-id=\"http:\/\/data.openkg.cn\/dataset\/kga\" target=\"_blank\" rel=\"noreferrer noopener\">zju-foodkg\uff1a\u6d59\u5927\u7389\u6cc9\u6821\u533a\u5468\u8fb9\u7f8e\u98df\u77e5\u8bc6\u56fe\u8c31\uff08\u4e2a\u4eba\uff09<\/a><\/h3>\n\n\n\n<p>\u672c\u77e5\u8bc6\u56fe\u8c31\u57fa\u4e8e\u5f00\u653e\u57df\u6570\u636e\u7684\u5782\u76f4\u9886\u57df\u77e5\u8bc6\uff0c\u4ee5\u5927\u4f17\u70b9\u8bc4\u516c\u5f00\u6570\u636e\u4e3a\u6e90\uff0c\u9488\u5bf9\u6d59\u5927\u7389\u6cc9\u6821\u533a\u5468\u8fb9\u7684\u9910\u996e\u670d\u52a1\u8fdb\u884c\u6df1\u5ea6\u4fe1\u606f\u62bd\u53d6\u3002\u9879\u76ee\u4e25\u683c\u9075\u5faa cnSchema \u77e5\u8bc6\u63cf\u8ff0\u4f53\u7cfb\u8fdb\u884c\u5efa\u6a21\uff0c\u6700\u7ec8\u5b9e\u73b0\u4e86\u57fa\u4e8e\u56fe\u6570\u636e\u5e93\u7684\u8bed\u4e49\u641c\u7d22\u5e94\u7528\uff0c\u65e8\u5728\u89e3\u51b3\u4f20\u7edf\u641c\u7d22\u4e2d\u8bed\u4e49\u5173\u8054\u7f3a\u5931\u7684\u95ee\u9898\u3002<\/p>\n<\/div>\n\n\n\n<!--nextpage-->\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/top200_mllm_papers\" data-type=\"link\" data-id=\"http:\/\/data.openkg.cn\/dataset\/kga\" target=\"_blank\" rel=\"noreferrer noopener\">top200_MLLM_papers\uff1a\u6709\u5173\u591a\u6a21\u6001\u5927\u6a21\u578b\u8bba\u6587\u7684\u77e5\u8bc6\u56fe\u8c31\uff08\u4e2a\u4eba\uff09<\/a><\/h3>\n\n\n\n<p>\u5f15\u7528\u7387\u6700\u9ad8\u7684200\u7bc7\u6709\u5173\u591a\u6a21\u6001\u5927\u6a21\u578b\u8bba\u6587\u7684\u77e5\u8bc6\u56fe\u8c31<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/ttg-math\" data-type=\"link\" data-id=\"http:\/\/data.openkg.cn\/dataset\/kga\" target=\"_blank\" rel=\"noreferrer noopener\">TTKG-Math\uff1a\u6570\u5b66\u6a21\u677f\u5b9a\u7406\u77e5\u8bc6\u56fe\u8c31<\/a><\/h3>\n\n\n\n<p>TTKG-Math\uff08Template-Theorems Graph for Math\uff09\u662f\u4e00\u5957\u9762\u5411\u6570\u5b66\u63a8\u7406\u7684\u201c\u6a21\u677f\u2014\u5b9a\u7406\u201d\u56fe\u8c31\/\u77e5\u8bc6\u5e93\uff1a\u5b83\u501f\u9274\u4eba\u7c7b\u89e3\u9898\u7684\u8054\u60f3\u673a\u5236\uff0c\u5c06\u5177\u4f53\u6570\u5b66\u9898\u62bd\u8c61\u4e3a\u53ef\u590d\u7528\u7684\u95ee\u9898\u6a21\u677f\u4e0e\u5206\u6b65\u7684\u89e3\u6cd5\u6a21\u677f\uff0c\u5e76\u628a\u6bcf\u4e00\u6b65\u6240\u9700\u7684\u5173\u952e\u5b9a\u7406\/\u89c4\u5219\u4e0e\u6a21\u677f\u5efa\u7acb\u663e\u5f0f\u94fe\u63a5\uff0c\u4ece\u800c\u5728\u9047\u5230\u65b0\u9898\u65f6\u80fd\u5148\u505a\u201c\u95ee\u9898\u84b8\u998f\u201d\u5f97\u5230\u6a21\u677f\u8868\u5f81\uff0c\u518d\u5728\u56fe\u4e2d\u68c0\u7d22\u6700\u76f8\u5173\u7684\u6a21\u677f\u4e0e\u5b9a\u7406\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u8f93\u5165\u7ed9 LLM\uff0c\u63d0\u5347\u590d\u6742\u6570\u5b66\u9898\u7684\u5b9a\u7406\u53ec\u56de\u4e0e\u5e94\u7528\u80fd\u529b\uff0c\u5e76\u5728\u591a\u6570\u636e\u96c6\u4e0a\u9a8c\u8bc1\u4e86\u51c6\u786e\u7387\u4e0e\u6548\u7387\u7684\u7efc\u5408\u6536\u76ca\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/molsafekg\" data-type=\"link\" data-id=\"http:\/\/data.openkg.cn\/dataset\/kga\" target=\"_blank\" rel=\"noreferrer noopener\">MolSafeKG\uff1a\u5316\u5b66\u5b89\u5168\u77e5\u8bc6\u56fe\u8c31<\/a><\/h3>\n\n\n\n<p>MolSafeKG \u6c47\u603b\u4e86\u4e09\u79cd\u4e3b\u8981\u7c7b\u578b\u7684\u4fe1\u606f\uff1a\u5206\u5b50\u5b9e\u4f53\u3001\u7ed3\u6784\u7279\u5f81\u4ee5\u53ca\u5b89\u5168\u6027\u6807\u6ce8\u3002\u5206\u5b50\u5b9e\u4f53\u7684\u96c6\u5408\u5305\u542b\u4e86\u4ece\u6743\u5a01\u6765\u6e90\u4e2d\u7cbe\u9009\u51fa\u7684 83,925 \u79cd\u72ec\u7279\u7684\u5316\u5408\u7269\u3002\u5bf9\u4e8e\u7ed3\u6784\u7279\u5f81\uff0c\u6211\u4eec\u7f16\u7801\u4e86\u4e30\u5bcc\u7684\u5316\u5b66\u5b50\u7ed3\u6784\u4fe1\u606f\uff0c\u5305\u62ec\u6765\u81ea\u5143\u7d20\u5468\u671f\u8868\u7684 117 \u79cd\u5316\u5b66\u5143\u7d20\u3001149 \u79cd\u5206\u7c7b\u4e3a 13 \u7c7b\u7684\u5b98\u80fd\u56e2\u4ee5\u53ca\u4ece ChEMBL \u6570\u636e\u5e93\u4e2d\u63d0\u53d6\u7684 434 \u4e2a\u7ed3\u6784\u8b66\u62a5\u3002\u5bf9\u4e8e\u5b89\u5168\u6027\u6807\u6ce8\uff0c\u6211\u4eec\u7eb3\u5165\u4e86\u6db5\u76d6\u4e09\u5927\u7c7b\uff08\u7269\u7406\u3001\u5065\u5eb7\u548c\u73af\u5883\u98ce\u9669\uff09\u7684 68 \u4e2a\u5168\u7403\u7edf\u4e00\u5236\u5ea6\uff08GHS\uff09\u5371\u5bb3\u9648\u8ff0\uff0c\u4ee5\u53ca\u5728\u836f\u7269\u5f00\u53d1\u4e2d\u901a\u5e38\u8bc4\u4f30\u7684 8 \u4e2a\u5173\u952e\u6bd2\u6027\u6307\u6807\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/porouskg\" data-type=\"link\" data-id=\"http:\/\/data.openkg.cn\/dataset\/kga\" target=\"_blank\" rel=\"noreferrer noopener\">PorousKG\uff1a\u591a\u5b54\u6750\u6599\u77e5\u8bc6\u56fe\u8c31<\/a><\/h3>\n\n\n\n<p>PorousKG \u6570\u636e\u96c6\u4e3b\u8981\u9762\u5411\u591a\u5b54\u6750\u6599\u9886\u57df\u7684\u77e5\u8bc6\u62bd\u53d6\u4e0e\u77e5\u8bc6\u56fe\u8c31\u6784\u5efa\uff0c\u6838\u5fc3\u8bed\u6599\u6765\u6e90\u4e8e 32,000 \u4f59\u7bc7\u591a\u5b54\u6750\u6599\u76f8\u5173\u7684\u5168\u6587\u5b66\u672f\u6587\u732e\uff0c\u5e76\u878d\u5408 \u5251\u6865\u7ed3\u6784\u6570\u636e\u5e93\uff08CSD\uff09 \u4e2d\u7684\u91d1\u5c5e\u2014\u6709\u673a\u6846\u67b6\uff08MOF\uff09\u7ed3\u6784\u6570\u636e\uff0c\u4ee5\u53ca \u91cf\u5b50\u8ba1\u7b97\u4f18\u5316\u7684 QMOF \u6570\u636e\u5e93\u7b49\u6743\u5a01\u7ed3\u6784\u5316\u8d44\u6e90\uff0c\u5f62\u6210\u201c\u6587\u732e\u8bc1\u636e + \u7ed3\u6784\u6570\u636e + \u8ba1\u7b97\u6570\u636e\u201d\u4e92\u8865\u7684\u7efc\u5408\u6570\u636e\u57fa\u7840\u3002\u6570\u636e\u8986\u76d6\u591a\u5b54\u6750\u6599\u5173\u952e\u8868\u5f81\u4e0e\u6027\u80fd\u4fe1\u606f\uff0c\u5305\u62ec \u6bd4\u8868\u9762\u79ef\u3001\u5b54\u9699\u7387\u3001\u5438\u9644\u6027\u80fd \u7b49\u6838\u5fc3\u6307\u6807\u53ca\u5176\u4e0a\u4e0b\u6e38\u5b9e\u9a8c\u6761\u4ef6\u4e0e\u5206\u6790\u7ed3\u8bba\u3002\u6587\u732e\u6765\u6e90\u4ee5\u9ad8\u6c34\u5e73\u671f\u520a\u4e0e\u4f1a\u8bae\u8bba\u6587\u4e3a\u4e3b\uff0c\u6587\u672c\u540c\u65f6\u5305\u542b\u5b9e\u9a8c\u8fc7\u7a0b\u63cf\u8ff0\u3001\u7406\u8bba\u6a21\u62df\u8bbe\u5b9a\u4e0e\u6027\u80fd\u673a\u7406\u5206\u6790\u7b49\u591a\u79cd\u8868\u8fbe\u5f62\u6001\uff1b\u76f8\u8f83\u4e8e\u5355\u4e00\u7ed3\u6784\u5316\u6570\u636e\u5e93\uff0c\u8bed\u4e49\u66f4\u4e13\u4e1a\u3001\u4fe1\u606f\u66f4\u5206\u6563\u4e14\u9690\u542b\u6027\u66f4\u5f3a\uff0c\u4ece\u800c\u5bf9\u5b9e\u4f53\u8bc6\u522b\u3001\u5173\u7cfb\u62bd\u53d6\u3001\u5c5e\u6027\u6807\u51c6\u5316\u4e0e\u8de8\u6e90\u878d\u5408\u4e00\u81f4\u6027\u63d0\u51fa\u66f4\u9ad8\u8981\u6c42\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/aakg\" data-type=\"link\" data-id=\"http:\/\/data.openkg.cn\/dataset\/kga\" target=\"_blank\" rel=\"noreferrer noopener\">AAKG\uff1a\u6c28\u57fa\u9178\u77e5\u8bc6\u56fe\u8c31<\/a><\/h3>\n\n\n\n<p>AAKG\uff08Amino Acid Knowledge Graph\uff09\u662f\u9762\u5411\u86cb\u767d\u8d28\u5de5\u7a0b\u7684\u6c28\u57fa\u9178\u77e5\u8bc6\u56fe\u8c31\uff0c\u57fa\u4e8e AAontology \u6c47\u805a\u5e76\u7ed3\u6784\u5316\u523b\u753b 20 \u79cd\u5929\u7136\u6c28\u57fa\u9178\u7684\u591a\u7ef4\u7406\u5316\u5c5e\u6027\u4e0e\u5185\u5728\u5173\u8054\uff1a\u5728\u56fe\u8c31\u4e2d\u540c\u65f6\u5efa\u6a21\u6c28\u57fa\u9178\u5b9e\u4f53\u4e0e\u5c5e\u6027\u5b9e\u4f53\uff08\u5982\u6781\u6027\u3001\u4f53\u79ef\u7b49\uff09\uff0c\u5e76\u901a\u8fc7 rdftype \u4e0e\u5bf9\u8c61\u5c5e\u6027\u7ec4\u7ec7\u7c7b\u5c42\u7ea7\u4e0e\u5c5e\u6027\u6570\u503c\uff0c\u4ece\u800c\u8ba9\u4e0d\u540c\u6c28\u57fa\u9178\u53ef\u7ecf\u7531\u5c5e\u6027\u8282\u70b9\u5efa\u7acb\u53ef\u89e3\u91ca\u7684\u95f4\u63a5\u8054\u7cfb\u3002\u8fdb\u4e00\u6b65\u5730\uff0cAAKG \u7528\u8de8\u5c5e\u6027\u7684\u7edd\u5bf9\u5dee\u5f02\u6765\u5ea6\u91cf\u6c28\u57fa\u9178\u95f4\u7684\u7406\u5316\u76f8\u4f3c\u6027\uff0c\u5e76\u5c06\u76f8\u4f3c\u6027\u6392\u5e8f\u4f5c\u4e3a\u8fb9\u6743\uff0c\u4ee5\u5f62\u6210\u53ef\u7528\u4e8e\u4e0b\u6e38\u7b56\u7565\u641c\u7d22\u4e0e\u63a8\u7406\u7684\u6c28\u57fa\u9178\u5173\u7cfb\u7f51\u7edc\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/proteinkg65\" data-type=\"link\" data-id=\"http:\/\/data.openkg.cn\/dataset\/kga\" target=\"_blank\" rel=\"noreferrer noopener\">ProteinKG65\uff1a\u591a\u6a21\u6001\u86cb\u767d\u8d28\u77e5\u8bc6\u56fe\u8c31<\/a><\/h3>\n\n\n\n<p>ProteinKG65 \u662f\u4e00\u4e2a\u591a\u6a21\u6001\u86cb\u767d\u77e5\u8bc6\u56fe\u8c31\u6570\u636e\u96c6\uff0c\u5c06\u86cb\u767d\u5b9e\u4f53\u4e0e GO \u672f\u8bed\u5b9e\u4f53\u5bf9\u9f50\u5230\u5bf9\u5e94\u7684\u86cb\u767d\u5e8f\u5217\u4e0e\u6587\u672c\u63cf\u8ff0\u3002\u6570\u636e\u89c4\u6a21\u7ea6 61.4 \u4e07\u5b9e\u4f53\u3001562 \u4e07\u4e09\u5143\u7ec4\uff0c\u4ee5 Protein\u2013GO \u6ce8\u91ca\u5173\u7cfb\u4e3a\u4e3b\uff0c\u5e76\u5305\u542b GO\u2013GO \u5173\u7cfb\uff0c\u8986\u76d6 GO \u7684\u4e09\u5927\u5206\u652f\uff08MF\/CC\/BP\uff09\u3002\u4e3a\u7f13\u89e3\u957f\u5c3e\u5206\u5e03\uff0c\u6570\u636e\u5c06\u90e8\u5206\u9ad8\u9891\u5173\u7cfb\u7ec6\u5316\u6269\u5c55\u81f3 65 \u7c7b\uff0c\u5e76\u63d0\u4f9b transductive \u4e0e inductive \u4e24\u79cd\u6807\u51c6\u5212\u5206\uff0c\u9002\u7528\u4e8e\u86cb\u767d\u529f\u80fd\u9884\u6d4b\u4e0e\u77e5\u8bc6\u63a8\u7406\u7b49\u4efb\u52a1\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/elementkg-2-0\" data-type=\"link\" data-id=\"http:\/\/data.openkg.cn\/dataset\/kga\" target=\"_blank\" rel=\"noreferrer noopener\">ElementKG 2.0\uff1a\u5f00\u6e90\u5316\u5b66\u77e5\u8bc6\u56fe\u8c31<\/a><\/h3>\n\n\n\n<p>ElementKG 2.0\u6a21\u62df\u5316\u5b66\u5bb6\u7684\u8ba4\u77e5\u903b\u8f91\u95ed\u73af\uff0c\u4ee5\u201c\u5143\u7d20-\u5b98\u80fd\u56e2-\u5206\u5b50-\u53cd\u5e94-\u5b9e\u9a8c\u201d\u4e3a\u4e3b\u7ebf\uff0c\u6784\u5efa\u8986\u76d6\u5316\u5b66\u53cd\u5e94\u5168\u8fc7\u7a0b\u7684\u7edf\u4e00\u77e5\u8bc6\u8868\u8fbe\u6846\u67b6\u3002\u6570\u636e\u96c6\u65e8\u5728\u91cd\u6784\u76ee\u524d\u5316\u5b66\u6570\u636e\u7684\u7ec4\u7ec7\u7ef4\u5ea6\uff0c\u4e3a\u9762\u5411\u81ea\u9a71\u52a8\u5316\u5b66\u5b9e\u9a8c\u5ba4\u7684\u667a\u80fd\u4f53\u63d0\u4f9b\u77e5\u8bc6\u5e95\u5ea7\uff0c\u4fc3\u8fdb\u8ba1\u7b97\u5316\u5b66\u4e0e\u6e7f\u5b9e\u9a8c\u7684\u8854\u63a5\u3002ElementKG 2.0\u6db5\u76d6\u8d85\u8fc7100\u4e07\u6761\u5316\u5b66\u53cd\u5e94\u4e0e\u5b9e\u9a8c\u6d41\u7a0b\uff0c\u8d85\u8fc71000\u4e07\u4e2a\u5316\u5b66\u7269\u8d28\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/elementkg\" data-type=\"link\" data-id=\"http:\/\/data.openkg.cn\/dataset\/kga\" target=\"_blank\" rel=\"noreferrer noopener\">ElementKG 1.0\uff1a\u5316\u5b66\u5143\u7d20\u77e5\u8bc6\u56fe\u8c31<\/a><\/h3>\n\n\n\n<p>ElementKG \u6570\u636e\u96c6\u9762\u5411\u6750\u6599\u4e0e\u5316\u5b66\u9886\u57df\u7684\u5143\u7d20\u77e5\u8bc6\u5efa\u6a21\u4e0e\u63a8\u7406\u9700\u6c42\uff0c\u7cfb\u7edf\u5316\u6c47\u805a\u4e86\u5143\u7d20\u7684\u7ed3\u6784\u5316\u5148\u9a8c\u77e5\u8bc6\uff0c\u5305\u62ec\u5143\u7d20\u7684\u57fa\u7840\u5c5e\u6027\uff08\u5982\u539f\u5b50\u5e8f\u6570\u3001\u539f\u5b50\u91cf\u3001\u4ef7\u6001\/\u7535\u8d1f\u6027\u7b49\uff09\u3001\u5468\u671f\u8868\u5c42\u7ea7\u5173\u7cfb\uff08\u65cf\/\u5468\u671f\/\u7c7b\u522b\u7b49\uff09\u4ee5\u53ca\u5143\u7d20\u95f4\u53ef\u89e3\u91ca\u7684\u5173\u8054\u4e0e\u7ea6\u675f\u5173\u7cfb\u3002\u6570\u636e\u4ee5\u53ef\u8ba1\u7b97\u7684\u77e5\u8bc6\u56fe\u8c31\u5f62\u5f0f\u7ec4\u7ec7\uff0c\u652f\u6301\u5143\u7d20\u8868\u793a\u5b66\u4e60\u3001\u7ec4\u6210\/\u6027\u8d28\u9884\u6d4b\u3001\u6750\u6599\u8bbe\u8ba1\u4e0e\u5206\u5b50\u751f\u6210\u7b49\u4efb\u52a1\u4e2d\u7684\u77e5\u8bc6\u589e\u5f3a \uff08\u5982\u68c0\u7d22\u589e\u5f3a\u3001\u7ea6\u675f\u751f\u6210\u3001\u8bed\u4e49\u63d0\u793a\u4e0e\u53ef\u63a7\u6570\u636e\u589e\u5f3a\uff09\uff0c\u4ece\u800c\u4e3a\u6a21\u578b\u63d0\u4f9b\u53ef\u5ba1\u8ba1\u3001\u53ef\u6269\u5c55\u7684\u79d1\u5b66\u5148\u9a8c\u4e0e\u63a8\u7406\u4f9d\u636e\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/starrailkg\" data-type=\"link\" data-id=\"http:\/\/data.openkg.cn\/dataset\/kga\" target=\"_blank\" rel=\"noreferrer noopener\">StarRailKG\uff1a\u300a\u5d29\u574f\uff1a\u661f\u7a79\u94c1\u9053\u300b\uff08\u4e2a\u4eba\uff09<\/a><\/h3>\n\n\n\n<p>\u300a\u5d29\u574f\uff1a\u661f\u7a79\u94c1\u9053\u300b\u662f\u7c73\u54c8\u6e38\u5f00\u53d1\u7684\u4e00\u6b3e\u661f\u9645\u5192\u9669\u4e3b\u9898\u56de\u5408\u5236\u89d2\u8272\u626e\u6f14\u6e38\u620f\uff0c\u81ea 2023 \u5e74\u4e0a\u7ebf\u4ee5\u6765\u79ef\u7d2f\u4e86\u5927\u91cf\u6e38\u620f\u89d2\u8272\u3001\u88c5\u5907\u53ca\u5176\u76f8\u5173\u6570\u636e\u3002\u672c\u9879\u76ee\u65e8\u5728\u6784\u5efa\u4e00\u4e2a\u57fa\u4e8e\u77e5\u8bc6\u56fe\u8c31\u6280\u672f\u7684\u6e38\u620f\u4fe1\u606f\u68c0\u7d22\u4e0e\u95ee\u7b54\u7cfb\u7edf\uff0c\u901a\u8fc7\u5bf9\u6e38\u620f\u76f8\u5173\u5b9e\u4f53\u53ca\u5176\u5173\u7cfb\u7684\u7cfb\u7edf\u5316\u5efa\u6a21\uff0c\u5b9e\u73b0\u5bf9\u89d2\u8272\u3001\u5149\u9525\uff08\u6b66\u5668\u88c5\u5907\uff09\u3001\u6750\u6599\u3001\u547d\u9014\uff08\u89d2\u8272\u8def\u5f84\u5206\u7c7b\uff09\u3001\u9635\u8425\u7b49\u6e38\u620f\u8981\u7d20\u7684\u667a\u80fd\u5316\u67e5\u8be2\u4e0e\u5206\u6790\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/cocktail_recipe\" data-type=\"link\" data-id=\"http:\/\/data.openkg.cn\/dataset\/kga\" target=\"_blank\" rel=\"noreferrer noopener\">\u9e21\u5c3e\u9152\u914d\u65b9\uff08\u4e2a\u4eba\uff09<\/a><\/h3>\n\n\n\n<p>\u6570\u636e\u96c6\u5305\u62ec396\u6b3e\u9e21\u5c3e\u9152\u7684\u914d\u65b9\uff0c\u5236\u4f5c\u65b9\u6cd5\uff0c\u4f7f\u7528\u676f\u578b\uff0c\u5236\u4f5c\u6b65\u9aa4\u7b49\u4fe1\u606f\u3002 \u6570\u636e\u6e90\uff1a\u559d\u70b9\u9e21\u5c3e\u9152\u201d\u7f51\u7ad9\uff08enjoycocktail.com\uff09\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/kga\" data-type=\"link\" data-id=\"http:\/\/data.openkg.cn\/dataset\/kga\" target=\"_blank\" rel=\"noreferrer noopener\">\u63a8\u7406\u65f6\u77e5\u8bc6\u878d\u5408\u6846\u67b6\uff1aKGA\uff08Knowledge Graph-guided Attention\uff09\uff08\u4e1c\u5357\u5927\u5b66\uff09<\/a><\/h3>\n\n\n\n<p>KGA: Inference-Time Knowledge Graph Fusion by Rewiring Attention for Adaptive Information Aggregation<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/idml\" target=\"_blank\" rel=\"noreferrer noopener\">\u53ef\u89c6\u5316\u5728\u7ebf\u53e5\u6cd5\u6807\u6ce8 &#8211; \u4fe1\u606f\u4f9d\u5b58\u8bed\u8a00\u6a21\u578b(IDLM)(\u4e2a\u4eba\uff09<\/a><\/h3>\n\n\n\n<p>\u53ef\u89c6\u5316\u5728\u7ebf\u53e5\u6cd5\u6807\u6ce8 &#8211; \u4fe1\u606f\u4f9d\u5b58\u8bed\u8a00\u6a21\u578b(IDLM)<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/huggingkg\" target=\"_blank\" rel=\"noreferrer noopener\">HuggingKG\uff1a\u57fa\u4e8e Hugging Face \u793e\u533a\u6784\u5efa\u7684\u7528\u4e8e\u673a\u5668\u5b66\u4e60\u8d44\u6e90\u7ba1\u7406\u7684\u5927\u89c4\u6a21\u77e5\u8bc6\u56fe\u8c31(\u5357\u4eac\u5927\u5b66\uff09<\/a><\/h3>\n\n\n\n<p>HuggingKG \u662f\u7b2c\u4e00\u4e2a\u57fa\u4e8e Hugging Face \u793e\u533a\u6784\u5efa\u7684\u7528\u4e8e\u673a\u5668\u5b66\u4e60\u8d44\u6e90\u7ba1\u7406\u7684\u5927\u89c4\u6a21\u77e5\u8bc6\u56fe\u8c31\u3002HuggingKG \u62e5\u6709 260 \u4e07\u4e2a\u8282\u70b9\u548c 620 \u4e07\u6761\u8fb9\uff0c\u80fd\u591f\u6355\u6349\u7279\u5b9a\u9886\u57df\u7684\u4e30\u5bcc\u7684\u7cfb\u548c\u6587\u672c\u5c5e\u6027\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/http-data-openkg-cn\" target=\"_blank\" rel=\"noreferrer noopener\">\u4e2d\u533b\u7ecf\u5178\u65b9\u5242\u529f\u6548\u9884\u6d4b\u7ed3\u679c\u6570\u636e\u96c6(\u4e2d\u56fd\u4e2d\u533b\u79d1\u5b66\u9662\u4e2d\u533b\u836f\u4fe1\u606f\u7814\u7a76\u6240\u79d1\u5b66\u6570\u636e\u7814\u7a76\u5ba4\uff09<\/a><\/h3>\n\n\n\n<p>\u672c\u6570\u636e\u96c6\u662f\u4f9d\u6258\u8bfe\u9898\u4e2d\u56fd\u4e2d\u533b\u79d1\u5b66\u9662\u521b\u65b0\u5de5\u7a0b\u91cd\u5927\u653b\u5173\u9879\u76ee-\u300a\u9762\u5411\u5927\u6570\u636e\u7684\u65b9\u836f\u5206\u89e3\u529f\u6548\u9884\u6d4b\u6a21\u578b\u7814\u7a76\u300b\uff08CI2021A00508)\u8fdb\u884c\u7684\u65b9\u5242\u529f\u6548\u9884\u6d4b\u7814\u7a76\u3002\u672c\u7814\u7a76\u5229\u7528\u8d85\u51e0\u4f55\u5206\u5e03\u8ba1\u7b97\u516c\u5f0f\u5f62\u6210\u4e86\u8d85\u51e0\u4f55\u65b9\u5242\u529f\u6548\u9884\u6d4b\u6a21\u578b\uff0c\u4ee5174\u9996\u7ecf\u5178\u65b9\u5242\u4e3a\u6837\u672c\uff0c\u5229\u7528\u8be5\u6a21\u578b\u8fdb\u884c\u4e86\u529f\u6548\u9884\u6d4b\uff0c\u6a21\u578b\u9884\u6d4b\u529f\u6548\u7684\u6548\u679c\u8bc4\u6d4b\u65b9\u6cd5\u662fF1(score)\u3002\u8bc4\u6d4b\u8fc7\u7a0b\u662f\u628a\u6a21\u578b\u9884\u6d4b\u7ed3\u679c\u548c174\u9996\u7ecf\u5178\u65b9\u5242\u539f\u59cb\u8bb0\u5f55\u529f\u6548\u8fdb\u884c\u6bd4\u8f83\uff0cF1(score)\u4e3a0.63\u3002&nbsp;<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/174\" target=\"_blank\" rel=\"noreferrer noopener\">174\u9996\u4e2d\u533b\u7ecf\u5178\u65b9\u5242\u7ed3\u6784\u5316\u6570\u636e\u96c6(\u4e2d\u56fd\u4e2d\u533b\u79d1\u5b66\u9662\u4e2d\u533b\u836f\u4fe1\u606f\u7814\u7a76\u6240\u79d1\u5b66\u6570\u636e\u7814\u7a76\u5ba4\uff09<\/a><\/h3>\n\n\n\n<p>\u672c\u6570\u636e\u96c6\u4f9d\u6258\u8bfe\u9898\u4e2d\u56fd\u4e2d\u533b\u79d1\u5b66\u9662\u521b\u65b0\u5de5\u7a0b\u91cd\u5927\u653b\u5173\u9879\u76ee-\u300a\u9762\u5411\u5927\u6570\u636e\u7684\u65b9\u836f\u5206\u89e3\u529f\u6548\u9884\u6d4b\u6a21\u578b\u7814\u7a76\u300b\uff08CI2021A00508)\uff0c\u5171\u5305\u62ec174\u9996\u4e2d\u533b\u7ecf\u5178\u65b9\u5242\u3002\u7814\u7a76\u6240\u9009\u65b9\u5242\u6765\u81ea\u300a\u65b9\u5242\u5b66\u300b\uff0c\u4ec5\u7eb3\u5165\u65b9\u89e3\u4e2d\u65b9\u836f\u7ec4\u6210\u7684\u541b\u81e3\u4f50\u4f7f\u53ca\u4e2d\u836f\u8ba1\u91cf\u5177\u6709\u660e\u786e\u8bf4\u660e\u7684\u65b9\u5242\u3002\u53c2\u8003\u7684\u65b9\u5242\u5b66\u6559\u6750\u4e66\u7c4d\u5305\u62ec\u300a\u65b9\u5242\u5b66\uff08\u65b0\u4e16\u7eaa\u7b2c4\u7248\uff09\u300b\u3001\u300a\u65b9\u5242\u5b66\uff08\u7b2c3\u7248\uff09\u300b\u3001\u300a\u65b9\u5242\u5b66\uff08\u4f9b\u4e2d\u533b\u836f\u7c7b\u4e13\u4e1a\u7528\uff09\u300b\u3002 \u6570\u636e\u96c6\u4e2d\u6d89\u53ca\u7684\u65b9\u5242\u6570\u636e\u5747\u5df2\u8fdb\u884c\u6807\u51c6\u5316\u5904\u7406\uff0c\u836f\u540d\u6807\u51c6\u5316\u3001\u836f\u7269\u5242\u91cf\u6807\u51c6\u5316\u3001\u4e2d\u836f\u5242\u91cf\u6807\u51c6\u5316\u53c2\u8003\u300a\u4e2d\u534e\u4eba\u6c11\u5171\u548c\u56fd\u836f\u5178\u300b\uff082020\u7248\uff09\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/http-data-openkg-cn-organization-cintcm-ac\" target=\"_blank\" rel=\"noreferrer noopener\">\u4e2d\u533b\u5987\u79d1\u4e13\u79d1\u75c7\u72b6\u672f\u8bed\u6b63\u5f02\u540d\u6570\u636e\u96c6(\u4e2d\u56fd\u4e2d\u533b\u79d1\u5b66\u9662\u4e2d\u533b\u836f\u4fe1\u606f\u7814\u7a76\u6240\u79d1\u5b66\u6570\u636e\u7814\u7a76\u5ba4\uff09<\/a><\/h3>\n\n\n\n<p>\u672c\u6570\u636e\u96c6\u805a\u7126\u4e8e\u4e2d\u533b\u5987\u79d1\u7279\u6709\u75c7\u72b6\u672f\u8bed\u7684\u89c4\u8303\u4e0e\u5bf9\u7167\uff0c\u6784\u5efa\u4e86\u201c\u6b63\u540d\u2014\u5f02\u540d\u201d\u672f\u8bed\u6620\u5c04\u8d44\u6e90\uff0c\u6db5\u76d6\u5d29\u6f0f\u3001\u95ed\u7ecf\u3001\u4e0d\u5b55\u3001\u75db\u7ecf\u56db\u79cd\u9ad8\u9891\u5987\u79d1\u75c5\u79cd\u3002\u672f\u8bed\u6765\u6e90\u5305\u62ec1984\u5e74\u81f3\u4eca\u4e2d\u533b\u836f\u671f\u520a\u6570\u636e\u5e93\u4e2d\u7684\u76f8\u5173\u6587\u732e\uff0c\u4ee5\u53ca1951\u20142003\u5e74\u95f4\u516c\u5f00\u53d1\u8868\u7684\u73b0\u4ee3\u4e2d\u533b\u533b\u6848\u3002\u533b\u6848\u6240\u9009\u533b\u5bb6\u5747\u4e3a20\u4e16\u7eaa\u4e8c\u3001\u4e09\u5341\u5e74\u4ee3\u51fa\u751f\u3001\u7ecf\u9a8c\u4e30\u5bcc\u7684\u4e2d\u533b\u4e13\u5bb6\u3002 \u5728\u672f\u8bed\u6807\u51c6\u5316\u8fc7\u7a0b\u4e2d\uff0c\u672c\u7814\u7a76\u5bf9\u540c\u4e49\u672f\u8bed\u8fdb\u884c\u4e86\u7cfb\u7edf\u7edf\u8ba1\uff0c\u4f9d\u636e\u8bcd\u9879\u51fa\u73b0\u9891\u6b21\uff0c\u7ed3\u5408\u4eba\u5de5\u7ecf\u9a8c\u5224\u65ad\uff0c\u786e\u5b9a\u4e86\u51fa\u73b0\u9891\u7387\u6700\u9ad8\u7684\u8868\u8fbe\u5f62\u5f0f\u4f5c\u4e3a\u672f\u8bed\u201c\u6b63\u540d\u201d\u3002\u672c\u6570\u636e\u96c6\u53bb\u9664\u901a\u7528\u820c\u8109\u7b49\u5185\u5bb9\uff0c\u4e13\u6ce8\u4e8e\u5987\u79d1\u9886\u57df\u7684\u4e13\u6709\u75c7\u72b6\u8868\u8ff0\uff0c\u9002\u7528\u4e8e\u4e2d\u533b\u4fe1\u606f\u5efa\u6a21\u3001\u672f\u8bed\u6807\u51c6\u5316\u4e0e\u8bed\u4e49\u6316\u6398\u7b49\u7814\u7a76\u4efb\u52a1\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/nobel-literature-prize-nominations\" target=\"_blank\" rel=\"noreferrer noopener\">\u8bfa\u8d1d\u5c14\u6587\u5b66\u5956\u63d0\u540d\u77e5\u8bc6\u56fe\u8c31\uff08\u4e2a\u4eba\uff09<\/a><\/h3>\n\n\n\n<p>\u8bfa\u8d1d\u5c14\u6587\u5b66\u5956\u63d0\u540d\u77e5\u8bc6\u56fe\u8c31<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/2023-qs-50\" target=\"_blank\" rel=\"noreferrer noopener\">2023\u5e74QS\u4e16\u754c\u5927\u5b66\u6392\u540d\u524d50\u540d\u4ecb\u7ecd\uff08\u4e2a\u4eba\uff09<\/a><\/h3>\n\n\n\n<p>2023\u5e74QS\u4e16\u754c\u5927\u5b66\u6392\u540d\u524d50\u540d\u4ecb\u7ecd<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/https-mp-weixin-qq-com-s-ak4djg4vumppkubf-hxhpa\" target=\"_blank\" rel=\"noreferrer noopener\">20\u5473\u5e38\u7528\u4e2d\u836f\u77e5\u8bc6\u56fe\u8c31(\u4e2d\u56fd\u4e2d\u533b\u79d1\u5b66\u9662\u4e2d\u533b\u836f\u4fe1\u606f\u7814\u7a76\u6240\u79d1\u5b66\u6570\u636e\u7814\u7a76\u5ba4\uff09<\/a><\/h3>\n\n\n\n<p>\u4e2d\u7814\u9662\u4fe1\u606f\u6240\u6570\u636e\u5ba4\u5728\u6240\u627f\u62c5\u7684\u65b9\u5242\u9884\u6d4b\u8bfe\u9898\u7814\u7a76\u4e2d\uff08\u65b9\u5242\u9884\u6d4b\u5c0f\u7a0b\u5e8f\u89c1\u672c\u6587\u6587\u672b\uff09\uff0c\u6210\u529f\u6784\u5efa\u4e86\u4e00\u5957\u4e2d\u836f\u77e5\u8bc6\u56fe\u8c31\uff0c\u4e3a\u672c\u7814\u7a76\u63d0\u4f9b\u4e86\u91cd\u8981\u7684\u6280\u672f\u652f\u6301\u3002\u76ee\u524d\uff0c\u8be5\u77e5\u8bc6\u56fe\u8c31\u90e8\u5206\u5df2\u514d\u8d39\u5f00\u653e\u5171\u4eab\uff0c\u8bda\u9080\u4e2d\u533b\u836f\u5b66\u8005\u3001\u79d1\u7814\u56e2\u961f\u53ca\u76f8\u5173\u4f01\u4e1a\u7533\u8bf7\u4f7f\u7528\uff0c\u5e0c\u671b\u5171\u540c\u63a8\u52a8\u4e2d\u533b\u836f\u4fe1\u606f\u9886\u57df\u7684\u5b66\u672f\u7814\u7a76\u4e0e\u5b9e\u9645\u5e94\u7528\u3002&nbsp; &nbsp; &nbsp;\u77e5\u8bc6\u56fe\u8c31\u6db5\u76d6\u7684\u5b9e\u4f53\u5305\u62ec\u4e2d\u836f\u3001\u529f\u6548\u3001\u75c7\u72b6\u3001\u8bc1\u5019\u3001\u75be\u75c5\u7b49\uff0c\u90e8\u5206\u8282\u70b9\u5173\u7cfb\u793a\u4f8b\u70b9\u51fb\u7f51\u5740\u94fe\u63a5\u5373\u53ef\u8fdb\u53bb\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/https-commons-wikimedia-org-w-api-php\" target=\"_blank\" rel=\"noreferrer noopener\">\u5f00\u653e\u77e5\u8bc6\u56fe\u8c31\u9879\u76ee\uff1a\u6797\u4fca\u6770\u6b4c\u66f2\u77e5\u8bc6\u56fe\u8c31\uff08\u4e2a\u4eba\uff09<\/a><\/h3>\n\n\n\n<p>\u672c\u9879\u76ee\u65e8\u5728\u6784\u5efa\u4e00\u4e2a\u57fa\u4e8e\u5f00\u653e\u57df\u6570\u636e\u7684\u77e5\u8bc6\u56fe\u8c31\uff0c\u5e76\u8d21\u732e\u81f3 OpenKG.cn\u3002 \u672c\u9879\u76ee\u5c1d\u8bd5\u5bf9\u6797\u4fca\u6770\u51fa\u9053\u4ee5\u6765\u53c2\u4e0e\u8fc7\u7684\u6240\u6709\u6b4c\u66f2\u4f5c\u54c1\u3001\u4e13\u8f91\u4ee5\u53ca\u5408\u4f5c\u6b4c\u624b\u3001\u4f5c\u8bcd\u4eba\u8fdb\u884c\u5173\u7cfb\u5206\u6790\uff0c\u5c06\u8fd9\u4e9b\u4fe1\u606f\u7ec4\u7ec7\u6210\u4e09\u5143\u7ec4\u6784\u5efa\u77e5\u8bc6\u56fe\u8c31\uff0c\u5e76\u57fa\u4e8e\u77e5\u8bc6\u56fe\u8c31\u5b9e\u73b0\u4e00\u4e2a\u6709\u5173\u6797\u4fca\u6770\u6b4c\u66f2\u7684\u5728\u7ebf\u68c0\u7d22\u7cfb\u7edf\u3002<\/p>\n<\/div>\n\n\n\n<!--nextpage-->\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/dengziqi_music\" target=\"_blank\" rel=\"noreferrer noopener\">\u9093\u7d2b\u68cb\u97f3\u4e50\u4f5c\u54c1\u77e5\u8bc6\u56fe\u8c31\uff08\u4e2a\u4eba\uff09<\/a><\/h3>\n\n\n\n<p>There is no description for this dataset.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/onegraphv1\" target=\"_blank\" rel=\"noreferrer noopener\">OneGraph\uff1a\u5229\u7528\u5927\u6a21\u578b\u6784\u5efaLLM\u9700\u8981\u7684\u77e5\u8bc6\u56fe\u8c31\uff08\u6d59\u6c5f\u5927\u5b66\u7b49\uff09<\/a><\/h3>\n\n\n\n<p>OneGraph\u662f\u4e00\u4e2a\u5229\u7528\u5927\u6a21\u578b\u6784\u5efa\u7684LLM\u9700\u8981\u7684\u5f00\u653e\u77e5\u8bc6\u56fe\u8c31\uff0c\u5c3d\u91cf\u6ee1\u8db3\u4e86\u9ad8\u51c6\u786e\u6027\u3001\u9ad8\u8986\u76d6\u7387\u3001\u548c\u4f4e\u6210\u672c\u7684\u7279\u6027\u3002\u540c\u65f6\uff0cOneGraph\u63d0\u4f9b\u4e86\u4e00\u5957\u5b8c\u6574\u7684\u5927\u8bed\u8a00\u6a21\u578b\u77e5\u8bc6\u589e\u5f3a\u7684\u901a\u7528\u670d\u52a1\u6846\u67b6\u3002 \u8be5\u7248\u672c\u4e3aOneGraphV1\u7248\uff0c\u53d1\u5e03\u4e8e2024\u5e7410\u670823\u65e5\uff0c\u5305\u542b\u4e09\u5143\u7ec425407912\u4e2a\uff0c\u5b9e\u4f5312051753\u4e2a\uff0c\u5173\u7cfb15410\u4e2a\uff0c\u7ecf\u8bc4\u4f30\u8be5\u7248\u672c\u7684\u6570\u636e\u51c6\u786e\u7387\u4e3a0.80\uff0c\u5176\u4e2d\u670932.28%\u7684\u4e09\u5143\u7ec4\u4e3a\u5927\u6a21\u578b\u751f\u6210\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/tool\/unkr\" target=\"_blank\" rel=\"noreferrer noopener\">unKR\uff1a\u4e0d\u786e\u5b9a\u6027\u77e5\u8bc6\u56fe\u8c31\u63a8\u7406\u5de5\u5177\uff08\u4e1c\u5357\u5927\u5b66\u7b49\uff09<\/a><\/h3>\n\n\n\n<p>unKR\u662f\u4e1c\u5357\u5927\u5b66\u7814\u53d1\u7684\u4e0d\u786e\u5b9a\u77e5\u8bc6\u56fe\u8c31\u63a8\u7406\u5de5\u5177\u3002\u5176\u5b9e\u8d28\u662f\u4e00\u4e2a\u5f00\u6e90Python\u5e93\uff0c\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u7edf\u4e00\u7684\u6846\u67b6\u6765\u5b9e\u73b0\u4e24\u79cd\u7c7b\u578b\u7684UKG\u63a8\u7406\u8868\u793a\u5b66\u4e60\u6a21\u578b\uff0c\u5373\u666e\u901a\u6a21\u578b\u548c\u5c0f\u6837\u672c\u6a21\u578b\u3002 unKR\u63d0\u4f9b\u4e86\u4e00\u5957\u7edf\u4e00\u7684\u5de5\u4f5c\u6d41\u7a0b\u4e0e\u4e94\u4e2a\u72ec\u7acb\u6a21\u5757\uff0c\u65e8\u5728\u4fc3\u8fdb\u6a21\u578b\u590d\u73b0\u3001\u5b9a\u5236\u4e0e\u6027\u80fd\u8bc4\u4f30\u7684\u6807\u51c6\u5316\u3002\u901a\u8fc7\u5728\u4e09\u5927\u57fa\u51c6\u6570\u636e\u96c6\u4e0a\u5b9e\u65bd\u7edf\u4e00\u7684\u8bc4\u4f30\u6846\u67b6\uff0c\u5e0c\u671b\u63a8\u52a8UKG\u63a8\u7406\u6a21\u578b\u53ef\u9760\u6bd4\u8f83\uff0c\u5e76\u4e3aUKG\u63a8\u7406\u7814\u7a76\u4e0e\u5e94\u7528\u63d0\u4f9b\u575a\u5b9e\u7684\u57fa\u7840\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/dataset\/asdkb\" target=\"_blank\" rel=\"noreferrer noopener\">AsdKB\uff1a\u5b64\u72ec\u75c7\u8c31\u7cfb\u969c\u788d\u77e5\u8bc6\u5e93\uff08\u4e1c\u5357\u5927\u5b66\u7b49\uff09<\/a><\/h3>\n\n\n\n<p>\u4e3a\u4e86\u65b9\u4fbf\u5730\u83b7\u5f97\u6709\u5173\u5b64\u72ec\u75c7\u8c31\u7cfb\u969c\u788d\u7684\u77e5\u8bc6\u5e76\u8f85\u52a9\u8fdb\u884c\u65e9\u671f\u7b5b\u67e5\u548c\u8bca\u65ad\uff0c\u6211\u4eec\u6784\u5efa\u4e86\u4e2d\u6587\u9996\u4e2a\u5b64\u72ec\u75c7\u8c31\u7cfb\u969c\u788d\u77e5\u8bc6\u5e93AsdKB\u3002\u8be5\u77e5\u8bc6\u5e93\u7684\u77e5\u8bc6\u4e3b\u8981\u5305\u62ec 1\uff09\u75be\u75c5\u77e5\u8bc6\uff1a\u6765\u6e90\u4e8eSNOMED CT\u548c\u300aICD-10\u7cbe\u795e\u4e0e\u884c\u4e3a\u969c\u788d\u4e34\u5e8a\u63cf\u8ff0\u300b\u4e2d\u7684\u75be\u75c5\u548c\u75c7\u72b6\u63cf\u8ff0\uff0c2\uff09\u8bca\u65ad\u77e5\u8bc6\uff1a\u6765\u6e90\u4e8eDSM-5\u4e2d\u7684\u8bca\u65ad\u6807\u51c6\u4ee5\u53ca\u793e\u4f1a\u7ec4\u7ec7\u548c\u533b\u7597\u673a\u6784\u63a8\u8350\u7684\u7b5b\u67e5\u91cf\u8868\uff0c3\uff09\u4e13\u5bb6\u77e5\u8bc6\uff1a\u6765\u6e90\u4e8e\u533b\u7597\u7f51\u7ad9\u7684\u5b64\u72ec\u75c7\u76f8\u5173\u533b\u751f\u548c\u533b\u9662\u4fe1\u606f\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4f9f0532 wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><a href=\"http:\/\/data.openkg.cn\/tool\/knowcoder\" target=\"_blank\" 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