CCKS 2025 \u5de5\u4e1a\u8bba\u575b<\/title>\n<style>\n :root{\n --text:#222; --muted:#555; --border:#e5e7eb;\n }\n body{font-family:system-ui,-apple-system,Segoe UI,Roboto,\"Noto Sans SC\",\"PingFang SC\",\"Hiragino Sans GB\",Arial,sans-serif;\n line-height:1.65;margin:40px;color:var(--text)}\n h1{font-size:2.2rem;margin:.2em 0 .6em}\n h2{font-size:1.6rem;margin:1.4em 0 .6em}\n h3{font-size:1.2rem;margin:1.2em 0 .3em}\n p{margin:.5em 0}\n \/* \u8986\u76d6\u539f\u6709\u6837\u5f0f\uff0c\u7edf\u4e00\u8ba9\u56fe\u7247\u5355\u8d77\u4e00\u884c\u5e76\u653e\u5927 *\/\n.speaker{\n display: block;\n margin: 1.2em 0;\n}\n\n.speaker .pic{\n display: block;\n width: 260px; \/* \u653e\u5927\u5c3a\u5bf8\uff08\u53ef\u5728 220\u2013300px \u4e4b\u95f4\u5fae\u8c03\uff09 *\/\n object-fit: cover; \/* \u5c45\u4e2d\u88c1\u5207\uff0c\u4fdd\u8bc1\u5934\u50cf\u7edf\u4e00\u6bd4\u4f8b *\/\n border-radius: 12px;\n border: 1px solid #e5e7eb;\n margin: 8px auto 14px; \/* 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<p>\u6881\u78ca\uff0c\u8682\u8681\u96c6\u56e2\u77e5\u8bc6\u5f15\u64ce\u8d1f\u8d23\u4eba\uff0cOpenSPG\u793e\u533a\u521b\u59cb\u4eba\uff0cOpenKG TOC\u4e13\u5bb6\u3002\u4e2a\u4eba\u4e3b\u8981\u6280\u672f\u65b9\u5411\u4e3a\u5927\u6a21\u578b\u3001\u77e5\u8bc6\u56fe\u8c31\u3001\u641c\u7d22\u5f15\u64ce\u53caAI\u5de5\u7a0b\u7b49\u3002 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alt=\"\u738b\u6cc9\">\n <div class=\"meta\">\n <h3>\u738b\u6cc9\uff08\u5317\u4eac\u90ae\u7535\u5927\u5b66\uff09<\/h3>\n <p>\u4e3b\u5e2d\u7b80\u4ecb\uff1a\u738b\u6cc9\uff0c\u5317\u4eac\u90ae\u7535\u5927\u5b66\u8ba1\u7b97\u673a\u5b66\u9662\uff08\u56fd\u5bb6\u793a\u8303\u6027\u8f6f\u4ef6\u5b66\u9662\uff09\u526f\u7814\u7a76\u5458\uff0c\u535a\u58eb\u751f\u5bfc\u5e08\u3002\u7814\u7a76\u65b9\u5411\u4e3a\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u77e5\u8bc6\u56fe\u8c31\u3001\u4fe1\u606f\u68c0\u7d22\u7b49\u3002\u4e3b\u6301\u591a\u9879\u56fd\u5bb6\u81ea\u7136\u79d1\u5b66\u57fa\u91d1\u9762\u4e0a\u9879\u76ee\u53ca\u91cd\u70b9\u9879\u76ee\u8bfe\u9898\uff0c\u4f5c\u4e3a\u9aa8\u5e72\u6210\u5458\u53c2\u4e0e \u79d1\u6280\u521b\u65b02030\u2014\u2014\u201c\u65b0\u4e00\u4ee3\u4eba\u5de5\u667a\u80fd\u201d\u91cd\u5927\u9879\u76ee\u3001\u56fd\u5bb6\u91cd\u70b9\u7814\u53d1\u8ba1\u5212 \u7b49\u591a\u9879\u56fd\u5bb6\u91cd\u8981\u9879\u76ee\u3002\u5728IEEE TKDE\u3001ACM TOIS\u3001ACL\u3001SIGIR\u7b49\u56fd\u9645\u91cd\u8981\u671f\u520a\u548c\u4f1a\u8bae\u53d1\u8868\u8bba\u658760\u4f59\u7bc7\uff0c\u7d2f\u8ba1\u8c37\u6b4c\u5b66\u672f\u5f15\u75287900\u4f59\u6b21\uff0c\u76f8\u5173\u6210\u679c\u5165\u9009ESI\u9ad8\u88ab\u5f15\u8bba\u6587\uff0c\u83b7CCF A\u7c7b\u4f1a\u8bae\u6700\u4f73\u5b66\u751f\u8bba\u6587\u5956\u3002\u4e2d\u56fd\u4e2d\u6587\u4fe1\u606f\u5b66\u4f1a\u8bed\u8a00\u4e0e\u77e5\u8bc6\u8ba1\u7b97\u4e13\u59d4\u4f1a\u59d4\u5458\uff0c\u9752\u5e74\u5de5\u4f5c\u59d4\u5458\u4f1a\u59d4\u5458\u3002<\/p>\n <\/div>\n<\/div>\n\n<h2>\u5de5\u4e1a\u8bba\u575b\uff08\u4e00\uff09\uff1a<\/h2>\n\n<h3>\u62a5\u544a\u4e00\uff1a<\/h3>\n<div class=\"speaker\">\n <img decoding=\"async\" class=\"pic\" src=\"http:\/\/sigkg.cn\/ccks2025\/wp-content\/uploads\/2025\/09\/liuhuanyong.png\" alt=\"\u5218\u7115\u52c7\">\n <div class=\"meta\">\n <p><span class=\"label\">\u62a5\u544a\u5609\u5bbe\uff1a<\/span>\u5218\u7115\u52c7\uff08360\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u9662\u8d44\u6df1\u7b97\u6cd5\u4e13\u5bb6\uff09<\/p>\n <p><strong>\u62a5\u544a\u9898\u76ee\uff1a<\/strong> \u9762\u5411\u201c\u641c\u3001\u95ee\u3001\u63a8\u3001\u5199\u201d\u5e94\u7528\u573a\u666f\u7684\u6587\u6863\u89e3\u6790\u53ca\u77e5\u8bc6\u5e93\u5efa\u8bbe\u5b9e\u8df5<\/p>\n <p><strong>\u62a5\u544a\u6458\u8981\uff1a<\/strong>\u65e0\u8bba\u662f\u5728\u641c\u7d22\u3001\u95ee\u7b54\uff0c\u8fd8\u662f\u5728\u63a8\u8350\u3001\u5199\u4f5c\u573a\u666f\uff0c\u90fd\u79bb\u4e0d\u5f00\u4e00\u4e2a\u6839\u672c\u547d\u9898\uff0c\u90a3\u5c31\u662f\u6709\u591a\u5c11\u6570\u636e\uff0c\u5c31\u6709\u591a\u5c11\u667a\u80fd\u3002\u800c\u5728\u843d\u5730\u5927\u6a21\u578b\u7684\u6574\u4e2a\u8fc7\u7a0b\u5f53\u4e2d\uff0c\u77e5\u8bc6\u5e93\u4f5c\u4e3a\u4e00\u4e2a\u53ef\u63d2\u62d4\u7684\u7ec4\u4ef6\uff0c\u65e2\u5f71\u54cd\u5927\u6a21\u578b\u7684\u8f93\u5165\uff0c\u4e5f\u5f71\u54cd\u5927\u6a21\u578b\u7684\u8f93\u51fa\uff0c\u4ece\u800c\u5f71\u54cd\u6700\u7ec8\u6548\u679c\u3002\u800c\u5728\u77e5\u8bc6\u5e93\u4e2d\uff0c\u6587\u6863\u89e3\u6790\u6db5\u76d6\u5e95\u5c42\u6570\u636e\u5904\u7406\u3001\u6e05\u6d17\u3001\u52a0\u5de5\u3001\u6821\u9a8c\u7b49\u591a\u4e2a\u73af\u8282\uff0c\u5e76\u5f15\u7533\u51fa\u9488\u5bf9\u4e0d\u540c\u5b9e\u9645\u5e94\u7528\u65f6\u7684\u6570\u636e\u5408\u6210\u548c\u8bc4\u4f30\u7b56\u7565\uff0c\u5728\u771f\u5b9e\u573a\u666f\u4e0b\u7684\u6587\u6863\u89e3\u6790\u4efb\u52a1\u5b58\u5728\u8bf8\u591a\u95ee\u9898\uff0c\u5185\u5bb9\u5f62\u5f0f\u591a\u6837\uff0c\u4e0d\u540c\u7684\u4e1a\u52a1\u5bf9\u5904\u7406\u7684\u7cbe\u7ec6\u5ea6\u6709\u4e0d\u540c\u7684\u8981\u6c42\u3002\u56e0\u6b64\uff0c\u672c\u62a5\u544a\u8bb2\u4ecb\u7ecd\u6211\u56e2\u961f\u5728\u9762\u5411\u641c\u3001\u95ee\u3001\u63a8\u3001\u5199\u5e94\u7528\u573a\u666f\u7684\u6587\u6863\u89e3\u6790\u53ca\u77e5\u8bc6\u5e93\u5efa\u8bbe\u601d\u8def\uff0c\u5bf9\u5176\u4e2d\u9047\u5230\u7684\u95ee\u9898\u8868\u73b0\u3001\u91c7\u53d6\u7684\u63aa\u65bd(GraphRAG\u3001\u6570\u636e\u5408\u6210\u3001pipeline or end2end or ensemble)\u3001\u652f\u6491\u7684\u5e94\u7528\u3001\u9047\u5230\u7684\u6311\u6218\u4ee5\u53ca\u672a\u6765\u53ef\u4ee5\u505a\u7684\u70b9\u8fdb\u884c\u5206\u4eab\uff0c\u4ee5\u671f\u8fbe\u5230\u629b\u7816\u5f15\u7389\u7684\u6548\u679c\u3002<\/p>\n <p><strong>\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong>\u5218\u7115\u52c7\uff0c360\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u9662\u8d44\u6df1\u7b97\u6cd5\u4e13\u5bb6\uff0c\u77e5\u8bc6\u56fe\u8c31\u53ca\u6587\u6863\u7406\u89e3\u65b9\u5411\u8d1f\u8d23\u4eba\uff0c\u66fe\u5c31\u804c\u4e8e\u4e2d\u56fd\u79d1\u5b66\u9662\u3002\u4e3b\u5bfc\u6216\u53c2\u4e0e\u5168\u884c\u4e1a\u4e8b\u7406\u56fe\u8c31(\u5b66\u8ff9)\u3001360\u767e\u79d1\u56fe\u8c31\u3001360\u81ea\u7814\u6587\u6863\u89e3\u6790\u6a21\u578b(360Structure)\u3001360\u667a\u8111\u5927\u6a21\u578b\u7b49\u9879\u76ee\u3002\u53d1\u660e\u4e13\u5229\u6388\u67433\u9879\u3001\u7533\u8bf710\u4f59\u9879\uff0c\u53d1\u8868TOIS\u3001ICASSP\u7b49\u9876\u4f1a\u8bba\u6587\u6570\u7bc7\uff0c\u5728OGB-Wikikg2\u5b9e\u4f53\u94fe\u63a5\u9884\u6d4b\u3001ICPR2024\u591a\u884c\u516c\u5f0f\u8bc6\u522b\u3001ICDAR2025\u7b49\u56fd\u9645\u7ade\u8d5b\u4e2d\u83b7\u591a\u9879\u51a0\u4e9a\u519b\uff1b\u5f00\u6e90\u9879\u76ee70\u4f59\u9879\uff0c\u7d2f\u8ba1star\u6570\u8d8520k\uff0cfollower\u6570\u8d856k\uff0cGithub\u4e2d\u56fd\u533a\u6392\u540dTop70\uff1b\u521b\u7acb\u201c\u8001\u5218\u8bf4NLP\u201d\u516c\u4f17\u53f7\/\u793e\u533a\uff0c\u8bfb\u8005\u6570\u8d8554K\u3002\u4e3b\u9875https:\/\/liuhuanyong.github.com<\/p>\n <\/div>\n<\/div>\n\n<h3>\u62a5\u544a\u4e8c\uff1a<\/h3>\n<div class=\"speaker\">\n <img decoding=\"async\" class=\"pic\" src=\"http:\/\/sigkg.cn\/ccks2025\/wp-content\/uploads\/2025\/09\/liangbin.jpg\" alt=\"\u6881\u658c\">\n <div class=\"meta\">\n <p><span class=\"label\">\u62a5\u544a\u5609\u5bbe\uff1a<\/span>\u6881\u658c\uff0c\u516b\u53cb\u79d1\u6280\u521b\u59cb\u4eba\u517cCEO<\/p>\n <p><strong>\u62a5\u544a\u9898\u76ee\uff1a<\/strong>\u5927\u6a21\u578b\u6570\u636e\u670d\u52a1\u53d1\u5c55\u4e0e\u524d\u6cbf\u6d1e\u5bdf<\/p>\n <p><strong>\u62a5\u544a\u6458\u8981\uff1a<\/strong>\u7cfb\u7edf\u9610\u8ff0\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u6a21\u578b\u4e2d\u6570\u636e\u9700\u6c42\u7684\u6f14\u8fdb\u8109\u7edc\u4e0e\u53d1\u5c55\u8d8b\u52bf\u3002\u65e9\u671f\u9636\u6bb5\u4f9d\u8d56\u6d77\u91cf\u65e0\u6807\u6ce8\u6587\u672c\u6570\u636e\uff0c\u4f46\u9762\u4e34\u8d28\u91cf\u4e0d\u5747\u3001\u6807\u6ce8\u4ee3\u4ef7\u9ad8\u6602\u53ca\u4f26\u7406\u504f\u5dee\u7b49\u663e\u8457\u95ee\u9898\u3002\u968f\u7740\u6a21\u578b\u80fd\u529b\u63d0\u5347\uff0c\u6570\u636e\u9700\u6c42\u9010\u6b65\u8f6c\u5411\u6307\u4ee4\u5fae\u8c03\u4e0e\u4eba\u7c7b\u504f\u597d\u5bf9\u9f50\uff0c\u5176\u4e2d\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u548c\u57fa\u4e8e\u4eba\u7c7b\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60\uff08RLHF\uff09\u7b49\u65b9\u6cd5\u5bf9\u6570\u636e\u7684\u8d28\u91cf\u4e0e\u4e00\u81f4\u6027\u63d0\u51fa\u66f4\u9ad8\u8981\u6c42\u3002<\/p>\n <p>\u5f53\u524d\uff0c\u6570\u636e\u8303\u5f0f\u5448\u73b0\u663e\u8457\u7684\u591a\u6a21\u6001\u6269\u5c55\u7279\u5f81\uff0c\u6db5\u76d6\u89c6\u89c9\u3001\u97f3\u9891\u4e0e\u5408\u6210\u6570\u636e\u7b49\u591a\u79cd\u5f62\u6001\uff0c\u4ee5\u652f\u6491\u8de8\u6a21\u6001\u8bed\u4e49\u7406\u89e3\u4e0e\u751f\u6210\u4efb\u52a1\u3002\u8fd9\u4e00\u8d8b\u52bf\u5bf9\u7ec6\u7c92\u5ea6\u6807\u6ce8\u3001\u65f6\u5e8f\u5173\u7cfb\u5efa\u6a21\u4e0e\u5f02\u6784\u6570\u636e\u878d\u5408\u63d0\u51fa\u4e86\u65b0\u7684\u6280\u672f\u6311\u6218\u3002\u76f8\u5e94\u5730\uff0c\u6570\u636e\u670d\u52a1\u4f53\u7cfb\u9010\u6e10\u5f62\u6210\u4ee5\u8d28\u91cf\u4e3a\u6838\u5fc3\u7684\u53d1\u5c55\u8303\u5f0f\uff0c\u4f9d\u6258\u81ea\u52a8\u5316\u5de5\u5177\u94fe\u3001\u6570\u636e\u95ed\u73af\u673a\u5236\u4e0e\u4eba\u5de5\u4e13\u5bb6\u6821\u9a8c\u5b9e\u73b0\u6570\u636e\u6548\u80fd\u7684\u7cfb\u7edf\u5316\u63d0\u5347\u3002<\/p>\n <p>\u7136\u800c\uff0c\u884c\u4e1a\u4ecd\u9762\u4e34\u6210\u672c-\u6548\u76ca\u5931\u8861\u3001\u5408\u89c4\u98ce\u9669\u3001\u6807\u6ce8\u6807\u51c6\u7f3a\u5931\u53ca\u540c\u8d28\u5316\u7ade\u4e89\u7b49\u8bf8\u591a\u6311\u6218\u3002\u672a\u6765\uff0c\u5408\u6210\u6570\u636e\u6280\u672f\u3001\u5782\u76f4\u9886\u57df\u4e13\u7528\u6570\u636e\u96c6\u4e0e\u751f\u6001\u5316\u6570\u636e\u57fa\u7840\u8bbe\u65bd\u5c06\u6784\u6210\u5173\u952e\u53d1\u5c55\u65b9\u5411\uff0c\u52a9\u529b\u6784\u5efa\u66f4\u9ad8\u6548\u3001\u53ef\u9760\u4e14\u53ef\u6301\u7eed\u7684\u5927\u6a21\u578b\u6570\u636e\u4f9b\u5e94\u94fe\u3002<\/p>\n <p><strong>\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong>\u6881\u658c\uff0c\u516b\u53cb\u79d1\u6280\u521b\u59cb\u4eba\u517cCEO\uff0c\u4eba\u5de5\u667a\u80fd\u4e0e\u5927\u6570\u636e\u6280\u672f\u4e13\u5bb6\uff0c\u5168\u56fd\u667a\u80fd\u6280\u672f\u793e\u4f1a\u5e94\u7528\u4e0e\u8bc4\u4f30\u57fa\u7840\u6807\u51c6\u5316\u5de5\u4f5c\u7ec4\u59d4\u5458\u3002\u83b7\u5357\u4eac\u5927\u5b66\u8f6f\u4ef6\u5de5\u7a0b\u7855\u58eb\u5b66\u4f4d\u3001\u6e05\u534e\u5927\u5b66\u4eba\u5de5\u667a\u80fd\u535a\u58eb\u5b66\u4f4d\u3002\u957f\u671f\u81f4\u529b\u4e8e\u4fe1\u606f\u68c0\u7d22\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u53ca\u5927\u89c4\u6a21\u6570\u636e\u7cfb\u7edf\u7814\u53d1\uff0c\u4e3b\u6301\u7814\u53d1\u5927\u89c4\u6a21Key-Value\u6570\u636e\u5e93\u3001THUIR-DB\u5b98\u7f51\u3001SNS\u5bfb\u4eba\u7cfb\u7edf\uff08\u5fae\u535a\u5bfb\u4eba\uff0c\u8bbf\u95ee\u8d85150\u4e07\u4eba\u6b21\uff0c\u7528\u623720\u4e07\uff09\u7b49\u4e00\u7cfb\u5217\u5b9e\u9645\u6295\u5165\u5e94\u7528\u7684\u7cfb\u7edf\uff1b2014\u5e74\u8d77\u5f00\u53d1cikuaipi.com\u3001pullword.com\u3001pullwave.com\u7b49\u591a\u7c7b\u516c\u5171\u81ea\u7136\u8bed\u8a00\u5904\u7406\u5de5\u5177\uff1b\u53d1\u660e\u4e13\u5229\u6388\u67433\u9879\uff1b\u64b0\u5199\u300a\u8d70\u8fdb\u641c\u7d22\u5f15\u64ce\u300b\uff0c\u8bd1\u8457\u300aManaging Gigabytes\u300b\uff08\u65af\u5766\u798f\u4fe1\u606f\u68c0\u7d22\u8bfe\u7a0b\u6559\u6750\uff09\uff0c\u63a8\u52a8\u6280\u672f\u666e\u53ca\u4e0e\u884c\u4e1a\u6559\u80b2\u3002<\/p>\n <\/div>\n<\/div>\n\n<h3>\u62a5\u544a\u4e09\uff1a<\/h3>\n<div class=\"speaker\">\n <img decoding=\"async\" class=\"pic\" src=\"http:\/\/sigkg.cn\/ccks2025\/wp-content\/uploads\/2025\/09\/zhouyan.png\" alt=\"\u5468\u7814\">\n <div class=\"meta\">\n <p><span class=\"label\">\u62a5\u544a\u5609\u5bbe\uff1a<\/span>\u5468\u7814\uff08\u521b\u90bb\u79d1\u6280CTO\uff09<\/p>\n <p><strong>\u62a5\u544a\u9898\u76ee\uff1a<\/strong>\u4f01\u4e1a\u56fe\u6570\u636e\u5efa\u6a21\u7684\u6311\u6218\u4e0e\u5927\u6a21\u578b\u9a71\u52a8\u7684\u89e3\u51b3\u65b9\u6848<\/p>\n <p><strong>\u62a5\u544a\u6458\u8981\uff1a<\/strong>\u56fe\u6570\u636e\u64c5\u957f\u8868\u8fbe\u548c\u5206\u6790\u590d\u6742\u5173\u7cfb\uff0c\u662f\u91ca\u653e\u4f01\u4e1a\u6570\u636e\u4ef7\u503c\u7684\u91cd\u8981\u624b\u6bb5\u3002\u7136\u800c\u73b0\u5b9e\u4e2d\uff0c\u5927\u91cf\u4e1a\u52a1\u6570\u636e\u4ecd\u5b58\u50a8\u5728\u5173\u7cfb\u578b\u6570\u636e\u5e93\u91cc\uff0c\u5173\u7cfb\u8868\u8f6c\u56fe\u5f80\u5f80\u51fa\u73b0\u201c\u5efa\u5f97\u51fa\u6765\u5374\u7528\u4e0d\u597d\u201d\u7684\u60c5\u51b5\uff1a\u6a21\u5f0f\u4e0e\u4e1a\u52a1\u9700\u6c42\u8131\u8282\u3001\u67e5\u8be2\u6027\u80fd\u4e0d\u4f73\uff0c\u540e\u7eed\u8fd8\u9700\u9891\u7e41\u8fd4\u5de5\uff0c\u589e\u52a0\u4e86\u65f6\u95f4\u548c\u6210\u672c\u3002\u57fa\u4e8e\u5728\u591a\u4e2a\u5ba2\u6237\u751f\u4ea7\u73af\u5883\u7684\u5b9e\u8df5\u7ecf\u9a8c\uff0c\u6211\u4eec\u603b\u7ed3\u4e86\u8868\u5230\u56fe\u5efa\u6a21\u4e2d\u7684\u5173\u952e\u6311\u6218\u4e0e\u6700\u4f73\u5b9e\u8df5\uff0c\u5305\u62ec\u5982\u4f55\u8ba9\u6a21\u5f0f\u8bbe\u8ba1\u66f4\u8d34\u5408\u4e1a\u52a1\u95ee\u9898\u3001\u5982\u4f55\u5728\u6027\u80fd\u4e0e\u5b58\u50a8\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u3002\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u6211\u4eec\u8fdb\u4e00\u6b65\u63a2\u7d22\u4e86\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u5e94\u7528\u3002\u501f\u52a9\u4efb\u52a1\u9a71\u52a8\u7684\u5206\u6790\u4e0e\u63a8\u7406\uff0c\u5927\u6a21\u578b\u80fd\u591f\u8f85\u52a9\u751f\u6210\u4e0e\u4f18\u5316\u56fe\u6a21\u5f0f\u7ed3\u6784\uff0c\u63d0\u5347\u67e5\u8be2\u6027\u80fd\u5e76\u964d\u4f4e\u7ef4\u62a4\u6210\u672c\uff0c\u4e3a\u4f01\u4e1a\u56fe\u6570\u636e\u5efa\u8bbe\u63d0\u4f9b\u4e86\u65b0\u7684\u6280\u672f\u8def\u5f84\u3002<\/p>\n <p><strong>\u5609\u5bbe\u4ecb\u7ecd\uff1a<\/strong>\u5468\u7814\u535a\u58eb\uff0c\u6d59\u6c5f\u521b\u90bb\u79d1\u6280\u6709\u9650\u516c\u53f8\u8054\u5408\u521b\u59cb\u4eba\u3001CTO\uff0c\u957f\u671f\u6df1\u8015\u56fe\u6570\u636e\u5e93\u3001\u56fe\u8ba1\u7b97\u4e0e\u77e5\u8bc6\u56fe\u8c31\u9886\u57df\uff0c\u662f Galaxybase \u5206\u5e03\u5f0f\u56fe\u6570\u636e\u5e93\u7814\u53d1\u8d1f\u8d23\u4eba\u3001OpenKG SIGSPG \u5c0f\u7ec4\u521b\u59cb\u6210\u5458\u53ca\u300a\u56fe\u6570\u636e\u5e93\uff1a\u7406\u8bba\u4e0e\u5b9e\u8df5\u300b\u7684\u4f5c\u8005\uff1b\u4ee5\u901a\u8baf\u4f5c\u8005\u8eab\u4efd\u5728 VLDB\u3001ICDE \u7b49\u56fd\u9645\u9876\u7ea7\u4f1a\u8bae\u53d1\u8868\u591a\u7bc7\u8bba\u6587\uff0c\u5e76\u4f5c\u4e3a\u56fd\u5185\u5916\u591a\u4e2a\u76f8\u5173\u6807\u51c6\u5316\u59d4\u5458\u4f1a\u6210\u5458\uff0c\u4e3b\u5bfc\u548c\u53c2\u4e0e\u5236\u5b9a\u591a\u9879\u56fd\u5bb6\u53ca\u884c\u4e1a\u6807\u51c6\u3002<\/p>\n <\/div>\n<\/div>\n\n<h3>\u62a5\u544a\u56db\uff1a<\/h3>\n<div class=\"speaker\">\n <img decoding=\"async\" class=\"pic\" src=\"http:\/\/sigkg.cn\/ccks2025\/wp-content\/uploads\/2025\/09\/guizhengke.png\" alt=\"\u6842\u6b63\u79d1\">\n <div class=\"meta\">\n <p><span class=\"label\">\u62a5\u544a\u5609\u5bbe\uff1a<\/span>\u6842\u6b63\u79d1\uff08\u8682\u8681\uff09<\/p>\n <p><strong>\u62a5\u544a\u9898\u76ee\uff1a<\/strong>KAG–\u77e5\u8bc6\u589e\u5f3a\u5927\u6a21\u578b<\/p>\n <p><strong>\u62a5\u544a\u6458\u8981\uff1a<\/strong>\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u6280\u672f\u63a8\u52a8\u4e86\u9886\u57df\u5e94\u7528\u4e0e\u5927\u6a21\u578b\u7ed3\u5408\u3002\u7136\u800c\uff0cRAG \u5b58\u5728\u7740\u5411\u91cf\u76f8\u4f3c\u5ea6\u4e0e\u77e5\u8bc6\u63a8\u7406\u76f8\u5173\u6027\u5dee\u8ddd\u5927\u3001\u5bf9\u77e5\u8bc6\u903b\u8f91\uff08\u5982\u6570\u503c\u3001\u65f6\u95f4\u5173\u7cfb\u3001\u4e13\u5bb6\u89c4\u5219\u7b49\uff09\u4e0d\u654f\u611f\u7b49\u95ee\u9898\uff0c\u8fd9\u4e9b\u90fd\u963b\u788d\u4e86\u4e13\u4e1a\u77e5\u8bc6\u670d\u52a1\u7684\u843d\u5730\u3002\u56e0\u6b64\uff0c\u6280\u672f\u6b63\u4ece RAG (Retrieval Augmented Generation, \u68c0\u7d22\u589e\u5f3a\u751f\u6210) \u8d70\u5411 KAG (Knowledge Augmented Generation\uff0c\u77e5\u8bc6\u589e\u5f3a\u751f\u6210\u6846\u67b6) \uff1a\u901a\u8fc7\u6574\u5408\u77e5\u8bc6\u5e93\u4e0e\u7ed3\u6784\u5316\u63a8\u7406\uff0c\u8ba9\u5927\u6a21\u578b\u5728\u5782\u57df\u63a8\u7406\u66f4\u5177\u4e25\u8c28\u6027\u3001\u4e13\u4e1a\u6027\u3001\u53ef\u4fe1\u6027\uff0c\u4e3a\u5782\u76f4\u9886\u57df\u5e94\u7528\u63d0\u4f9b\u66f4\u52a0\u7cbe\u51c6\u548c\u9ad8\u6548\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n <p><strong>\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong>\u4ed6\u62e5\u6709\u5341\u5e74\u5927\u6570\u636e\u9886\u57df\u7684\u7814\u53d1\u7ba1\u7406\u7ecf\u9a8c\uff0c\u5e76\u5728\u8bf8\u591a\u4e1a\u52a1\u573a\u666f\u4e2d\u843d\u5730\uff1b\u5728\u6570\u636e\u4ed3\u5e93\u3001\u5206\u5e03\u5f0f\u8ba1\u7b97\u3001\u6d41\u5f0f\u8ba1\u7b97\u3001\u5fae\u670d\u52a1\u67b6\u6784\u3001\u56fe\u5b58\u50a8\u3001\u56fe\u8ba1\u7b97\u3001\u56fe\u5b66\u4e60\u3001\u56fe\u8c31\u6784\u5efa\u3001\u56fe\u8c31\u6316\u6398\u7b49\u9886\u57df\u79ef\u7d2f\u4e86\u4e30\u5bcc\u7684\u5de5\u4f5c\u7ecf\u9a8c\uff1b\u66fe\u4e3b\u5bfc\u5b9e\u65bd\u8682\u8681\u96c6\u56e2\u5185\u5b89\u5168\u3001\u652f\u4ed8\u3001\u7f51\u5546\u94f6\u884c\u3001\u8682\u8681\u6d88\u91d1\u7b49\u573a\u666f\u7684\u56fe\u8c31\u5efa\u8bbe\uff0c\u5e76\u53d6\u5f97\u663e\u8457\u4e1a\u52a1\u6536\u76ca\u3002\u4ed6\u5f53\u524d\u805a\u7126\u5728\u5927\u6a21\u578b&\u77e5\u8bc6\u56fe\u8c31\u7ed3\u5408\u65b9\u5411\uff0c\u63a8\u8fdb\u77e5\u8bc6\u589e\u5f3a\u7684\u53ef\u4fe1\u95ee\u7b54\u5728\u6cd5\u5f8b\u3001\u533b\u7597\u3001\u653f\u52a1\u3001\u4e8b\u7406\u56fe\u8c31\u7b49\u9886\u57df\u843d\u5730\uff1b\u4f5c\u4e3aKAG \u67b6\u6784\u5e08\uff0c\u6253\u9020\u4e86\u884c\u4e1a\u9886\u5148\u7684\u77e5\u8bc6\u589e\u5f3a\u751f\u6210\u7684\u6846\u67b6\uff0c\u5f00\u6e90\u540e\u5f97\u5230\u793e\u533a7.5K Stars \u5173\u6ce8\u3001550+forks\uff0c \u5728\u91d1\u878d\u3001\u5b89\u5168\u3001\u6d77\u6d0b\u3001\u533b\u7597\u3001\u519b\u4e8b\u3001\u4e92\u8054\u7f51\u7b49\u9886\u57df\u6709\u8f83\u597d\u7684\u843d\u5730\u6548\u679c\u3002<\/p>\n <\/div>\n<\/div>\n\n<h3>\u62a5\u544a\u4e94\uff1a<\/h3>\n<div class=\"speaker\">\n <img decoding=\"async\" class=\"pic\" src=\"http:\/\/sigkg.cn\/ccks2025\/wp-content\/uploads\/2025\/09\/wugang.png\" alt=\"\u5434\u521a\">\n <div class=\"meta\">\n <p><span class=\"label\">\u62a5\u544a\u5609\u5bbe\uff1a<\/span>\u5434\u521a\uff08\u67ef\u57fa\u6570\u636e\uff09<\/p>\n <p><strong>\u62a5\u544a\u9898\u76ee\uff1a<\/strong>“\u77e5\u8bc6\u56fe\u8c31+\u5927\u6a21\u578b”\u53cc\u8f6e\u9a71\u52a8\u7684\u533b\u836f\u5927\u5065\u5eb7\u884c\u4e1a\u5e94\u7528\u843d\u5730\u907f\u5751\u6307\u5357 – \u5728\u667a\u80fd\u6548\u7387\u3001\u5faa\u8bc1\u5408\u89c4\u548c\u6210\u672c\u4e2d\u5bfb\u627e\u5e73\u8861\u70b9<\/p>\n <p><strong>\u62a5\u544a\u7b80\u4ecb:<\/strong> \u533b\u836f\u5927\u5065\u5eb7\u884c\u4e1a\u7684\u5f3a\u5408\u89c4\u6027\u548c\u5faa\u8bc1\u6eaf\u6e90\u8981\u6c42\uff0c\u5bf9\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u843d\u5730\u5e26\u6765\u4e86\u5f88\u5927\u7684\u6311\u6218\uff0c\u800c\u77e5\u8bc6\u56fe\u8c31\u7684\u53ef\u89e3\u91ca\u6027\u53ef\u4ee5\u5728\u4e0d\u540c\u573a\u666f\u4e2d\u6d88\u9664\u5927\u6a21\u578b\u7684\u5e7b\u89c9\u3001\u6ee1\u8db3\u5faa\u8bc1\u8981\u6c42\u5e76\u8d4b\u80fd\u533b\u7597\u533b\u836f\u884c\u4e1a\u7684\u4ea7\u5b66\u7814\u5168\u6d41\u7a0b\u5e94\u7528\u3002\u672c\u62a5\u544a\u5c06\u7acb\u8db3\u65b0\u8d28\u751f\u4ea7\u529b\u80cc\u666f\u4e0b\u533b\u5b66\u4ea7\u5b66\u7814\u77e5\u8bc6\u5e93\u7684\u4e1a\u52a1\u9700\u6c42\uff0c\u5206\u4eab\u5982\u4f55\u5229\u7528\u57fa\u4e8e\u77e5\u8bc6\u56fe\u8c31\u589e\u5f3a\u533b\u5b66\u5927\u6a21\u578b\u7684\u667a\u80fd\u77e5\u8bc6\u5e93Medical Copilot\uff0c\u4e0e\u836f\u68b0\u8425\u517b\u4fdd\u5065\u4f01\u4e1a\u3001\u533b\u9662\u3001\u79d1\u7814\u9662\u6240\u7b49\u5728\u533b\u5b66\u9886\u57df\u4ea7\u5b66\u7814(\u7814\u53d1\u60c5\u62a5\u5206\u6790\uff0c\u533b\u5b66\u5faa\u8bc1\u8bc1\u636e\u751f\u6210\u3001\u81ea\u52a8\u5ba1\u6838\u3001\u5b66\u672f\u4f20\u9012\u3001\u60a3\u8005\u62a4\u7406\u7b49\uff09\u5982\u4f55\u5e73\u8861\u533b\u5b66\u5faa\u8bc1\u5408\u89c4\u3001\u667a\u80fd\u6548\u7387\u63d0\u5347\u548c\u6210\u672c\u7684\u5e94\u7528\u843d\u5730\u65b0\u8303\u5f0f\u3001\u907f\u5751\u6307\u5357\u3001\u6311\u6218\u548c\u672a\u6765\u5c55\u671b\u3002<\/p>\n <p><strong>\u5609\u5bbe\u4ecb\u7ecd:<\/strong> 1.\u5357\u4eac\u67ef\u57fa\u6570\u636eCEO\uff0c\u6bd5\u4e1a\u4e8e\u4e2d\u79d1\u9662\u8f6f\u4ef6\u7814\u7a76\u6240\uff0c\u4e2d\u56fd\u4eba\u6c11\u5927\u5b66\u4fe1\u606f\u5b66\u9662\u4f01\u4e1a\u7855\u5bfc\uff1b2.\u300a\u533b\u836f\u5927\u6a21\u578b\u300b\u4f5c\u8005\uff0cCMAC\u533b\u5b66\u4e8b\u52a1\u751f\u6210\u5f0fAI\u8054\u76df\u8d1f\u8d23\u4eba\uff1b3.\u4e2d\u534e\u9884\u9632\u533b\u5b66\u4f1a\u6162\u6027\u75c5\u9884\u9632\u4e0e\u63a7\u5236\u5206\u4f1a\u59d4\u5458\uff0c\u4e2d\u56fd\u8ba1\u7b97\u673a\u5b66\u4f1aCCF\u6570\u5b57\u533b\u7597\u5206\u4f1a\u6267\u884c\u59d4\u5458\u3001\u4e2d\u6587\u4fe1\u606f\u5b66\u4f1a\u77e5\u8bc6\u56fe\u8c31\u4e13\u59d4\u59d4\u5458\u3001OpenKG\u5f00\u653e\u77e5\u8bc6\u56fe\u8c31\u8054\u76df\u6280\u672f\u4e13\u59d4\u4f1a\u59d4\u5458\uff1b4.\u4e2d\u534e\u533b\u5b66\u4f1a\u300a\u533b\u7597\u573a\u666f\u4e0b\u5927\u6a21\u578b\u5e94\u7528\u6548\u679c\u8bc4\u6d4b\u4e13\u5bb6\u5171\u8bc6\u300b\u7279\u8058\u4e13\u5bb6\uff0c\u4e2d\u534e\u62a4\u7406\u5b66\u4f1a\u670d\u52a1\u56fd\u5bb6\u79d1\u534f\u91cd\u5927\u6218\u7565\u4e13\u9879(\u57fa\u4e8e\u751f\u6210\u5f0fAI\u7684\u6162\u75c5\u5b9e\u65f6\u76d1\u6d4b\u548c\u4e3b\u52a8\u7ba1\u7406\u77e5\u8bc6\u589e\u5f3a\u5927\u6a21\u578b)\u5b50\u8bfe\u9898\u8d1f\u8d23\u4eba\u30025.\u5de5\u4e1a\u5b9e\u6218\u7ecf\u9a8c:\u8fd18\u5e74\u4e3a\u8d5b\u8bfa\u83f2\u3001\u52c3\u6797\u683c\u3001\u5f3a\u751f\u3001\u5409\u5229\u5fb7\u3001\u4e91\u5357\u767d\u836f\u3001\u5148\u58f0\u3001\u56fd\u836f\u4e2d\u836f\u3001\u6ce2\u79d1\u3001Haleon\u3001\u5b89\u5229\u7b49\u6570\u5341\u5bb6\u56fd\u5185\u5916\u836f\u68b0\u8425\u517b\u4fdd\u5065\u4f01\u4e1a\u6210\u529f\u843d\u5730AI\u6570\u5b57\u5316\u8f6c\u578b\u30026.\u79d1\u7814\u7ecf\u9a8c:\u4f5c\u4e3a\u6838\u5fc3\u4eba\u5458\u7275\u5934\u3001\u53c2\u4e0e\u9996\u90fd\u533b\u79d1\u5927\u5b66\u3001\u534e\u897f\u533b\u9662\u3001\u961c\u5916\u533b\u9662\u3001\u6c5f\u82cf\u7701\u4eba\u6c11\u533b\u9662\u3001\u534f\u548c\u533b\u9662\u3001\u6c5f\u82cf\u7701\u4e2d\u533b\u9662\u3001\u4e2d\u56fd\u6162\u75c5\u4e2d\u5fc3\u7b49\u7533\u8bf7\u4ee5\u77e5\u8bc6\u56fe\u8c31\u548c\u5927\u6a21\u578b\u4e3a\u6838\u5fc3\u7684\u533b\u5de5\u7ed3\u5408\u79d1\u6280\u90e8\u3001\u5de5\u4fe1\u90e8\u3001\u56fd\u5bb6\u536b\u5065\u59d4\u79d1\u6280\u91cd\u5927\u4e13\u9879\u3001\u56fd\u81ea\u7136\u533b\u5b66\u3001\u7701\u5e02\u53ca\u533b\u9662\u7ea7\u91cd\u70b9\u79d1\u7814\u9879\u76ee\u7b49\u3002<\/p>\n <\/div>\n<\/div>\n\n<h2>\u5de5\u4e1a\u8bba\u575b\uff08\u4e8c\uff09\uff1a<\/h2>\n\n<h3>\u62a5\u544a\u4e00\uff1a<\/h3>\n<div class=\"speaker\">\n <img decoding=\"async\" class=\"pic\" src=\"http:\/\/sigkg.cn\/ccks2025\/wp-content\/uploads\/2025\/09\/lizhonghua.png\" alt=\"\u674e\u4e2d\u534e\">\n <div class=\"meta\">\n <p><span class=\"label\">\u62a5\u544a\u5609\u5bbe\uff1a<\/span>\u674e\u4e2d\u534e\uff08\u534e\u4e3a\uff09<\/p>\n <p><strong>\u62a5\u544a\u6807\u9898\uff1a<\/strong>\u4e5d\u95ee\u6df1\u5ea6\u641c\u7d22\u4e0e\u77e5\u8bc6\u5e94\u7528\u5b9e\u8df5<\/p>\n <p><strong>\u62a5\u544a\u6458\u8981\uff1a<\/strong>\u968f\u7740\u5927\u6a21\u578b\u53caAI Agent\u7684\u53d1\u5c55\uff0c\u6df1\u5ea6\u641c\u7d22\u53ca\u7814\u7a76\u7b49\u4ea7\u54c1\u4e5f\u4e0d\u65ad\u6d8c\u73b0\uff0c\u6210\u4e3a\u89e3\u51b3\u590d\u6742\u95ee\u7b54\u53ca\u7814\u7a76\u7c7b\u67e5\u8be2\u9700\u6c42\u7684\u6709\u6548\u63aa\u65bd\u3002\u7531\u4e8e\u5927\u6a21\u578b\u5e7b\u8c61\u95ee\u9898\u3001\u5411\u91cf\u68c0\u7d22\u7684\u5c40\u9650\u6027\uff0c\u7ed3\u6784\u5316\u77e5\u8bc6\u51ed\u501f\u5176\u77e5\u8bc6\u7684\u786e\u5b9a\u6027\u3001\u8868\u8fbe\u77e5\u8bc6\u7684\u4e30\u5bcc\u6027\u7b49\u4f18\u70b9\u5728\u6df1\u5ea6\u641c\u7d22\/\u7814\u7a76\u7b49\u4ea7\u54c1\u4e2d\u4e5f\u5f97\u5230\u5e7f\u6cdb\u7684\u5e94\u7528\u3002\u672c\u62a5\u544a\u65e8\u5728\u5206\u4eab\u4e5d\u95ee\u6df1\u5ea6\u641c\u7d22\u6784\u5efa\u8fc7\u7a0b\u4e2d\uff0c\u5305\u542b\u7ed3\u6784\u5316\u77e5\u8bc6\u5e94\u7528\u7b49\u4e00\u4e9b\u521b\u65b0\u6027\u7684\u7814\u7a76\u548c\u5b9e\u8df5\u3002<\/p>\n <p><strong>\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong>\u674e\u4e2d\u534e\uff0c\u534e\u4e3a2012\u6cca\u677e\u5b9e\u9a8c\u5ba4\u67b6\u6784\u5e08\uff0c\u76ee\u524d\u8d1f\u8d23\u4e5d\u95eeRAG\u53ca\u6df1\u5ea6\u641c\u7d22\u65b9\u5411\u76f8\u5173\u5de5\u4f5c\u3002\u535a\u58eb\u6bd5\u4e1a\u4e8e\u65b0\u52a0\u5761\u56fd\u7acb\u5927\u5b66\u8ba1\u7b97\u673a\u5b66\u9662\uff0c\u672c\u79d1\u6bd5\u4e1a\u4e8e\u897f\u5317\u5de5\u4e1a\u5927\u5b66\u3002\u4e3b\u8981\u4ece\u4e8b\u77e5\u8bc6\u68c0\u7d22\u3001RAG\u3001\u5927\u6a21\u578bAgent\u5e94\u7528\u65b9\u5411\u7814\u7a76\u548c\u5f00\u53d1\u5de5\u4f5c\uff0c\u76f8\u5173\u5de5\u4f5c\u5df2\u843d\u5730\u4e8e\u534e\u4e3a\u7ec8\u7aef\u3001\u534e\u4e3a\u4e91\u3001ICT\u7b49\u591a\u4ea7\u54c1\u4e2d\u3002<\/p>\n <\/div>\n<\/div>\n\n<h3>\u62a5\u544a\u4e8c\uff1a<\/h3>\n<div class=\"speaker\">\n <img decoding=\"async\" class=\"pic\" src=\"http:\/\/sigkg.cn\/ccks2025\/wp-content\/uploads\/2025\/09\/xingjunwei.jpg\" alt=\"\u90a2\u4fca\u5a01\">\n <div class=\"meta\">\n <p><span class=\"label\">\u62a5\u544a\u5609\u5bbe\uff1a<\/span>\u90a2\u4fca\u5a01\uff08\u767e\u5ea6\uff09<\/p>\n <p><strong>\u62a5\u544a\u9898\u76ee\uff1a<\/strong>\u57fa\u4e8e\u9884\u751f\u6210\u77e5\u8bc6\u4f18\u5316\u7f16\u7801\u667a\u80fd\u4f53\u7684\u5b9e\u8df5<\/p>\n <p><strong>\u62a5\u544a\u6458\u8981\uff1a<\/strong>\u7f16\u7801\u667a\u80fd\u4f53\u5728\u5f53\u524d\u8f6f\u4ef6\u5f00\u53d1\u4e2d\u7684\u4f5c\u7528\u65e5\u76ca\u51f8\u663e\u3002\u767e\u5ea6\u6587\u5fc3\u5feb\u7801\uff08Comate\uff09\u901a\u8fc7\u4ee3\u7801\u4e0a\u4e0b\u6587\u5f15\u64ce\u9884\u6784\u5efa\u9ad8\u8d28\u91cf\u7684\u4ee3\u7801\u77e5\u8bc6\uff0c\u663e\u8457\u63d0\u5347\u4e86\u7f16\u7801\u667a\u80fd\u4f53\u7684\u4ee3\u7801\u7406\u89e3\u4e0e\u4efb\u52a1\u6267\u884c\u80fd\u529b\uff0c\u5728\u4ee3\u7801\u68c0\u7d22\u3001\u7f3a\u9677\u5b9a\u4f4d\u548c\u667a\u80fd\u4ee3\u7801\u751f\u6210\u7b49\u573a\u666f\u4e2d\u8868\u73b0\u4f18\u5f02\u3002\u5b9e\u8df5\u8868\u660e\uff0c\u51c6\u786e\u4e14\u4f18\u8d28\u7684\u9884\u751f\u6210\u77e5\u8bc6\u80fd\u591f\u663e\u8457\u63d0\u5347\u667a\u80fd\u7f16\u7801\u5e94\u7528\u7684\u6548\u679c\u4e0e\u7528\u6237\u4f53\u9a8c\u3002\u672c\u62a5\u544a\u91cd\u70b9\u4ecb\u7ecd\u4e86Comate\u4f18\u8d28\u9884\u751f\u6210\u4fe1\u606f\u7684\u6784\u5efa\u53ca\u5e94\u7528\u5b9e\u8df5\uff0c\u6db5\u76d6\u4ee3\u7801\u5e93\u672f\u8bed\u3001\u4ee3\u7801\u77e5\u8bc6\u56fe\u8c31\u548c\u4ee3\u7801\u68c0\u7d22\u5de5\u5177\u7b49\u5173\u952e\u5185\u5bb9\u3002<\/p>\n <p><strong>\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong>\u767e\u5ea6\u6587\u5fc3\u5feb\u7801\u67b6\u6784\u5e08\uff0c\u4e3b\u8981\u8d1f\u8d23\u4ee3\u7801\u4e0a\u4e0b\u6587\u5f15\u64ce\u7684\u8bbe\u8ba1\u89c4\u5212\u4ee5\u53ca\u7f16\u7801\u667a\u80fd\u4f53\u7684\u77e5\u8bc6\u589e\u5f3a\u5e94\u7528\u8bbe\u8ba1\u3002<\/p>\n <\/div>\n<\/div>\n\n<h3>\u62a5\u544a\u4e09\uff1a<\/h3>\n<div class=\"speaker\">\n <img decoding=\"async\" class=\"pic\" src=\"http:\/\/sigkg.cn\/ccks2025\/wp-content\/uploads\/2025\/09\/zhaoxinjing.jpg\" alt=\"\u8d75\u946b\u6676\">\n <div class=\"meta\">\n <p><span class=\"label\">\u62a5\u544a\u5609\u5bbe\uff1a<\/span>\u8d75\u946b\u6676\uff08\u82cf\u5dde\u5c55\u9a70\u540c\u626c\u4eba\u624d\uff09<\/p>\n <p><strong>\u62a5\u544a\u9898\u76ee\uff1a<\/strong>\u5b9e\u8df5\u4e2d\u7684AI+\u4eba\u529b\u8d44\u6e90\u89e3\u51b3\u65b9\u6848<\/p>\n <p><strong>\u62a5\u544a\u6458\u8981\uff1a<\/strong>\u9488\u5bf9\u4f01\u4e1a\u7528\u5de5\u62db\u8058\u5b58\u5728\u7684\u4ee5\u4e0b\u96be\u70b9\uff1a(1)\u9ad8\u9891\u4e14\u5927\u91cf\u7684\u62db\u8058\u9700\u6c42\uff1b(2)\u673a\u68b0\u6027\u5de5\u4f5c\u6548\u7387\u4f4e\u4e0b\uff1b(3)\u4eba\u5c97\u5339\u914d\u96be\u5ea6\u663e\u8457\uff1b(4)\u54cd\u5e94\u6ede\u540e\u4e14\u4f53\u9a8c\u6b20\u4f73\u3002\u62a5\u544a\u63d0\u51fa\u57fa\u4e8e\u73b0\u6709\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4e0e\u89e3\u6790\u5de5\u5177\u7684\u62db\u8058\u7cfb\u7edf\u667a\u80fd\u5316\u5347\u7ea7\u65b9\u6848\uff0c\u901a\u8fc7 AI \u62db\u8058\u52a9\u624b\u3001\u5c97\u4f4d\u6807\u7b7e\u753b\u50cf\u3001\u591a\u6e20\u9053\u7b80\u5386\u89e3\u6790\uff08\u542b\u804a\u5929\u8bed\u4e49\uff09\u3001\u52a8\u6001\u4eba\u624d\u5e93\u56db\u5927\u6838\u5fc3\u529f\u80fd\uff0c\u6784\u5efa\u9ad8\u6548\u62db\u8058\u5e73\u53f0\u3002<\/p>\n <p><strong>\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong>\u8d75\u946b\u6676\u6bd5\u4e1a\u4e8e\u4e2d\u56fd\u4eba\u6c11\u5927\u5b66\uff0c\u83b7\u6cd5\u5b66\u7855\u58eb\u5b66\u4f4d\u3002\u81ea2019\u5e74\u6295\u8eab\u521b\u4e1a\u4ee5\u6765\uff0c\u62c5\u4efb\u82cf\u5dde\u5c55\u9a70\u540c\u626c\u4eba\u624d\u79d1\u6280\u6709\u9650\u516c\u53f8\u603b\u7ecf\u7406\u4e00\u804c\uff0c\u8d1f\u8d23\u4e3b\u6301\u642d\u5efa\u5e73\u53f0\u6570\u5b57\u5316\u7cfb\u7edf\uff0c\u5e76\u81ea\u4e3b\u7814\u53d1\u4e86\u7075\u6d3b\u7528\u5de5\u6570\u5b57\u5e73\u53f0\u3002\u8be5\u516c\u53f8\u5df2\u83b7\u5f97\u8d85\u8fc740\u4ef6\u4e13\u5229\u53ca\u8f6f\u4ef6\u8457\u4f5c\u6743\u8bc1\u4e66\uff0c\u8fd8\u8363\u83b7\u7b2c\u56db\u5c4a\u4e2d\u56fd\uff08\u5357\u4eac\uff09\u56fd\u9645\u4eba\u529b\u8d44\u6e90\u4fe1\u606f\u5316\u521b\u65b0\u521b\u4e1a\u5927\u8d5b\u4e8c\u7b49\u5956\u3001\u7b2c\u5341\u5c4a\u4e9a\u592a\u4eba\u529b\u8d44\u6e90\u670d\u52a1\u6570\u667a\u6280\u672f\u5e94\u7528\u5b9e\u8df5\u6848\u4f8b\u5956\uff0c\u4ee5\u53ca2025\u4e16\u754c\u4eba\u5de5\u667a\u80fd\u5927\u4f1a – \u4e2d\u5c0f\u4f01\u4e1a\u534f\u4f1a\u63a8\u8350\u4eba\u5de5\u667a\u80fd\u89e3\u51b3\u65b9\u6848\u5956\u3002<\/p>\n <\/div>\n<\/div>\n\n<h3>\u62a5\u544a\u56db\uff1a<\/h3>\n<div class=\"speaker\">\n <img decoding=\"async\" class=\"pic\" src=\"http:\/\/sigkg.cn\/ccks2025\/wp-content\/uploads\/2025\/09\/chenziyan.png\" alt=\"\u9648\u81ea\u5ca9\">\n <div class=\"meta\">\n <p><span class=\"label\">\u62a5\u544a\u5609\u5bbe\uff1a<\/span>\u9648\u81ea\u5ca9\uff08\u4e2d\u8bd1\u8bed\u901a\uff09<\/p>\n <p><strong>\u62a5\u544a\u9898\u76ee\uff1a<\/strong>\u77e5\u8bc6\u672c\u4f53\u589e\u5f3a\u7684Any-Any\u591a\u6a21\u6001\u5927\u6a21\u578b\u6280\u672f\u548c\u5e94\u7528<\/p>\n <p><strong>\u62a5\u544a\u6458\u8981\uff1a<\/strong>\u5f53\u524d\u591a\u6a21\u6001\u5927\u6a21\u578b\u6280\u672f\u5f97\u5230\u5feb\u901f\u53d1\u5c55\uff0c\u5e76\u5f15\u8d77\u5b66\u672f\u754c\u548c\u5de5\u4e1a\u754c\u7684\u9ad8\u5ea6\u5173\u6ce8\uff0c\u4f46\u7edd\u5927\u90e8\u5206\u591a\u6a21\u6001\u5927\u6a21\u578b\u5f80\u5f80\u805a\u7126\u89c6\u89c9\u7406\u89e3\u6216\u89c6\u89c9\u751f\u6210\u4ea6\u6216\u97f3\u9891\u95ee\u7b54\u7b49\u5355\u5411\u80fd\u529b\u3002Any-Any\u5927\u6a21\u578b\u5219\u80fd\u591f\u5bf9\u6db5\u76d6\u6587\u672c\u3001\u56fe\u50cf\u3001\u97f3\u9891\u548c\u89c6\u9891\u7b49\u5168\u6a21\u6001\u7684\u8f93\u5165\u8fdb\u884c\u7406\u89e3\u5e76\u8fdb\u884c\u591a\u6a21\u6001\u751f\u6210\uff0c\u5e76\u56e0\u5176\u66f4\u7b26\u5408\u4eba\u7c7b\u611f\u77e5\u3001\u601d\u8003\u548c\u884c\u52a8\u7684\u8303\u5f0f\uff0c\u6210\u4e3a\u5f53\u524d\u7814\u7a76\u7684\u70ed\u70b9\u4e4b\u4e00\u3002\u4f46\u5f53\u524dAny-Any\u5927\u6a21\u578b\u5bf9\u4e8e\u590d\u6742\u4efb\u52a1\u6267\u884c\u4ecd\u7136\u9762\u4e34\u8f83\u5927\u6311\u6218\u6027\u3002\u672c\u62a5\u544a\u65e8\u5728\u5206\u4eab\u96c6\u6210\u6570\u636e+\u5de5\u5177+\u6a21\u578b\u7684\u672c\u4f53\u4f53\u7cfb\u589e\u5f3aAny-Any\u5927\u6a21\u578b\u590d\u6742\u63a8\u7406\u80fd\u529b\u7684\u4e00\u4e9b\u521b\u65b0\u6280\u672f\u7814\u7a76\u548c\u5e94\u7528\u3002<\/p>\n <p><strong>\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong>\u9648\u81ea\u5ca9\u535a\u58eb\uff0c\u76ee\u524d\u62c5\u4efb\u4e2d\u8bd1\u8bed\u901a2030\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u9662\u526f\u9662\u957f\uff0c\u5e76\u517c\u804c\u77e5\u8bc6\u56fe\u8c31\u4ea7\u4e1a\u63a8\u8fdb\u65b9\u9635\u7684\u8f6e\u503c\u4e3b\u5e2d\uff0c\u4e2d\u56fd\u4e2d\u6587\u4fe1\u606f\u5b66\u4f1a\u8bed\u8a00\u4e0e\u77e5\u8bc6\u8ba1\u7b97\u4e13\u4e1a\u59d4\u5458\u4f1a\u59d4\u5458\uff0c\u4e00\u76f4\u4ece\u4e8b\u77e5\u8bc6\u56fe\u8c31\u3001\u5927\u8bed\u8a00\u6a21\u578b\u3001\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684\u6280\u672f\u7814\u7a76\u548c\u4f01\u4e1a\u5e94\u7528\uff0c\u9886\u5bfc\u4e86JoveMind\u77e5\u8bc6\u56fe\u8c31\u548c\u683c\u7269\u5927\u6a21\u578b\u4f53\u7cfb\u7684\u5efa\u8bbe\u3002\u9648\u81ea\u5ca9\u535a\u58eb\u4e3b\u6301\u6216\u53c2\u4e0e\u79d1\u6280\u90e82030\u3001\u4e2d\u592e\u5f15\u5bfc\u5730\u65b9\u3001\u56fd\u5bb6\u81ea\u7136\u79d1\u5b66\u57fa\u91d1\u7b49\u591a\u9879\u56fd\u5bb6\u7701\u90e8\u7ea7\u9879\u76ee\uff0c\u5728IJCAI\u3001JASIST\u7b49\u4f1a\u8bae\u548c\u671f\u520a\u4e0a\u53d1\u8868\u9ad8\u8d28\u91cf\u8bba\u658710\u4f59\u7bc7\uff0c\u4e13\u5229\u6210\u679c30\u591a\u9879\u3002<\/p>\n <\/div>\n<\/div>\n\n<h3>\u62a5\u544a\u4e94\uff1a<\/h3>\n<div class=\"speaker\">\n <img decoding=\"async\" class=\"pic\" src=\"http:\/\/sigkg.cn\/ccks2025\/wp-content\/uploads\/2025\/09\/qiulin.jpg\" alt=\"\u90b1\u9716\">\n <div class=\"meta\">\n <p><span class=\"label\">\u62a5\u544a\u5609\u5bbe\uff1a<\/span>\u90b1\u9716\uff08AGI-EVAL\uff09<\/p>\n <p><strong>\u62a5\u544a\u9898\u76ee\uff1a<\/strong>AGI-Eval\uff1a\u5168\u9762\u4e25\u8c28\u7684\u5927\u6a21\u578b\u7efc\u5408\u8bc4\u6d4b\u65b9\u6848<\/p>\n <p><strong>\u62a5\u544a\u6458\u8981\uff1a<\/strong>\u5927\u6a21\u578b\u80fd\u529b\u7684\u98de\u901f\u63d0\u5347\u5bf9\u5927\u6a21\u578b\u8bc4\u6d4b\u6280\u672f\u63d0\u51fa\u4e86\u66f4\u9ad8\u7684\u8981\u6c42\u3002\u76ee\u524d\u5b66\u754c\u7684\u65b9\u6848\u591a\u4e3a\u9488\u5bf9\u6a21\u578b\u67d0\u9879\u5355\u70b9\u80fd\u529b\u7684\u9488\u5bf9\u6027\u8bc4\u6d4b\uff0c\u5bf9\u5404\u7c7b\u8bc4\u6d4b\u7ed3\u8bba\u8fdb\u884c\u5168\u9762\u79d1\u5b66\u7684\u603b\u7ed3\u548c\u7efc\u5408\u7684\u5de5\u4f5c\u8f83\u4e3a\u7f3a\u4e4f\u3002\u4e3a\u6b64\uff0cAGI-Eval\u8bc4\u6d4b\u793e\u533a\u53d1\u5e03\u4e86AGI-Eval Bench\uff0c\u8be5\u8bc4\u6d4b\u65b9\u6848\u4e3b\u6253\u5168\u9762\u3001\u4e25\u8c28\u4e24\u5927\u7279\u8d28\uff0c\u5728\u8bc4\u6d4b\u8303\u5f0f\u3001\u6a21\u578b\u6a21\u6001\u3001\u6a21\u578b\u80fd\u529b\u9879\u8986\u76d6\u5ea6\u3001\u6570\u636e\u79c1\u6709\u5316\u7a0b\u5ea6\u3001\u8bc4\u6d4b\u6570\u636e\u91cf\u3001\u699c\u5355\u66f4\u65b0\u901f\u7387\u7b49\u65b9\u9762\u90fd\u505a\u5230\u4e86\u4e1a\u5185\u5934\u90e8\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u6211\u4eec\u8fd8\u5c06\u4e0d\u65ad\u6295\u5165\u8bc4\u6d4b\u6280\u672f\u7814\u53d1\uff0c\u529b\u4e89\u8d70\u5728\u6a21\u578b\u80fd\u529b\u53d1\u5c55\u7684\u6700\u524d\u6cbf\uff0c\u6210\u4e3a\u56fd\u5185\u5916\u6700\u6743\u5a01\u7684\u5f00\u6e90\u5927\u6a21\u578b\u8bc4\u6d4b\u793e\u533a\u3002<\/p>\n <p><strong>\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong>\u90b1\u9716\u535a\u58eb\u76ee\u524d\u5728AGI-Eval\u8bc4\u6d4b\u793e\u533a\u62c5\u4efb\u8bc4\u6d4b\u6280\u672f\u8d1f\u8d23\u4eba\uff0c\u5176\u535a\u58eb\u6bd5\u4e1a\u4e8e\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u8ba1\u7b97\u673a\u7cfb\uff0c\u672c\u79d1\u6bd5\u4e1a\u4e8e\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u8ba1\u7b97\u673a\u7cfbACM\u73ed\u3002\u5176\u7814\u7a76\u5174\u8da3\u5305\u62ec\u673a\u5668\u5b66\u4e60\u548c\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u5728\u5927\u8bed\u8a00\u6a21\u578b\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u77e5\u8bc6\u56fe\u8c31\u7b49\u9886\u57df\u7684\u5e94\u7528\uff0c\u76ee\u524d\u4e13\u6ce8\u4e8e\u5927\u6a21\u578b\u8bc4\u6d4b\u76f8\u5173\u7684\u524d\u6cbf\u6280\u672f\u7814\u7a76\u548c\u63a2\u7d22\uff0c\u5728ACL\/EMNLP\/Neurips\/AAAI\u7b49\u56fd\u9645\u9876\u4f1a\u53d1\u8868\u76f8\u5173\u8bba\u6587\u4e8c\u5341\u4f59\u7bc7\u3002<\/p>\n <\/div>\n<\/div>\n\n<h3>\u62a5\u544a\u516d\uff1a<\/h3>\n<div class=\"speaker\">\n <img decoding=\"async\" class=\"pic\" src=\"http:\/\/sigkg.cn\/ccks2025\/wp-content\/uploads\/2025\/09\/sunxiongyong.jpg\" alt=\"\u5b59\u96c4\u52c7\">\n <div class=\"meta\">\n <p><span class=\"label\">\u62a5\u544a\u5609\u5bbe\uff1a<\/span>\u5b59\u96c4\u52c7\uff08\u84dd\u8018\u79d1\u6280\uff09<\/p>\n <p><strong>\u62a5\u544a\u9898\u76ee\uff1a<\/strong>\u884c\u4e1a\u667a\u80fd\u4f53\u57fa\u7840\u8bbe\u65bd\u5b9e\u8df5\uff1a\u57fa\u4e8e\u7b97\u529b\u4f18\u5316\u4e0eMCP\u751f\u6001\u4e92\u8054\u7684\u63a2\u7d22<\/p>\n <p><strong>\u62a5\u544a\u6458\u8981\uff1a<\/strong>\u968f\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u8fc5\u901f\u53d1\u5c55\uff0c\u4f01\u4e1a\u7ea7\u667a\u80fd\u4f53\u6b63\u6210\u4e3a\u63a8\u52a8\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6838\u5fc3\u52a8\u529b\u3002\u84dd\u8018\u79d1\u6280\u901a\u8fc7\u6784\u5efa\u9488\u5bf9\u884c\u4e1a\u4e2a\u6027\u5316\u9700\u6c42\u7684MaaS\u7b97\u529b\u5e73\u53f0\u548cMCP\u805a\u5408\u5e73\u53f0\uff0c\u6253\u9020\u5782\u76f4\u884c\u4e1a\u4f01\u4e1a\u7ea7\u667a\u80fd\u4f53\u670d\u52a1\u7684\u521b\u65b0\u5b9e\u8df5\u3002\u672c\u7814\u7a76\u57fa\u4e8e\u7b97\u529b\u4f18\u5316\u4e0eMCP\u751f\u6001\u4e92\u8054\u7684\u6280\u672f\u63a2\u7d22\uff0c\u5c24\u5176\u662fMCP\u805a\u5408\u5e73\u53f0\uff0c\u4f7f\u5782\u76f4\u667a\u80fd\u4f53\u80fd\u591f\u8de8\u884c\u4e1a\u590d\u7528\u6838\u5fc3\u80fd\u529b\uff0c\u540c\u65f6\u4fdd\u6301\u7279\u5b9a\u9886\u57df\u7684\u4e13\u4e1a\u6027\u3002\u8fd9\u79cd\u6a21\u5757\u5316\u67b6\u6784\u652f\u6301\u5feb\u901f\u5b9a\u5236\u548c\u90e8\u7f72\uff0c\u4e3a\u4e0d\u540c\u5782\u76f4\u9886\u57df\u7684\u5ba2\u6237\u63d0\u4f9b\u4e86\u5373\u63d2\u5373\u7528\u7684\u667a\u80fd\u5316\u89e3\u51b3\u65b9\u6848\u3002\u4ece\u800c\u4e3a\u4f01\u4e1a\u667a\u80fd\u5316\u8f6c\u578b\u63d0\u4f9b\u4e86\u53ef\u843d\u5730\u7684\u6280\u672f\u8def\u5f84\u548c\u5b9e\u8df5\u8303\u5f0f\u3002<\/p>\n <p><strong>\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong>\u5b59\u96c4\u52c7\u535a\u58eb\u76ee\u524d\u5c31\u804c\u4e8e\u84dd\u8018\u79d1\u6280\u96c6\u56e2\u80a1\u4efd\u6709\u9650\u516c\u53f8\uff0c\u672c\u79d1\u6bd5\u4e1a\u4e8e\u6e05\u534e\u5927\u5b66\uff0c\u535a\u58eb\u6bd5\u4e1a\u4e8e\u4e2d\u56fd\u79d1\u5b66\u9662\u58f0\u5b66\u7814\u7a76\u6240\u3002\u5728\u4eba\u5de5\u667a\u80fd\u7b49\u9886\u57df\u6709\u4e8c\u5341\u591a\u5e74\u5b9e\u8df5\u7ecf\u9a8c\uff0c\u4f5c\u4e3a\u4e3b\u8981\u8d1f\u8d23\u4eba\uff0c\u5f00\u521b\u4e2d\u56fd\u5b66\u672f\u4e0d\u7aef\u6587\u732e\u68c0\u6d4b\u5148\u6cb3\u5e76\u5546\u4e1a\u5316\uff0c\u6210\u679c\u5728\u591a\u9886\u57df\u5e7f\u6cdb\u5e94\u7528\u3002\u4e3b\u6301\u7814\u5236\u7684\u201c\u5b66\u672f\u4e0d\u7aef\u6587\u732e\u68c0\u6d4b\u7cfb\u7edf\u201d\u83b7\u201c\u5317\u4eac\u5e02\u8f6f\u4ef6\u548c\u4fe1\u606f\u670d\u52a1\u4e1a25\u5e74\u7a81\u51fa\u521b\u65b0\u5e94\u7528\u201d\u5956\u3002\u4f5c\u4e3a\u9879\u76ee\u8d1f\u8d23\u4eba\uff0c\u627f\u62c5\u4e86\u201c\u5317\u4eac\u5e02\u6587\u5316\u521b\u65b0\u53d1\u5c55\u4e13\u9879\u8d44\u91d1\u652f\u6301\u9879\u76ee\u201d\u548c\u201c\u56fd\u5bb6\u6570\u5b57\u590d\u5408\u51fa\u7248\u7cfb\u7edf\u5de5\u7a0b\u201d\u7b49\u8bfe\u9898\u3002<\/p>\n <\/div>\n<\/div>\n\n<\/body>\n<\/html>\n","protected":false},"excerpt":{"rendered":"<p>CCKS 2025 \u5de5\u4e1a\u8bba\u575b \u8bba\u575b\u4e3b\u9898\uff1a\u5de5\u4e1a\u8bba\u575b \u8bba\u575b\u65f6\u95f4\uff1a2025\u5e749\u670821\u65e5 13\uff1a30-17\uff1a00 \u8bba\u575b 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class=\"label\">\u62a5\u544a\u5609\u5bbe\uff1a<\/span>\u5218\u7115\u52c7\uff08360\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u9662\u8d44\u6df1\u7b97\u6cd5\u4e13\u5bb6\uff09<\/p>\n <p><strong>\u62a5\u544a\u9898\u76ee\uff1a<\/strong> \u9762\u5411\u201c\u641c\u3001\u95ee\u3001\u63a8\u3001\u5199\u201d\u5e94\u7528\u573a\u666f\u7684\u6587\u6863\u89e3\u6790\u53ca\u77e5\u8bc6\u5e93\u5efa\u8bbe\u5b9e\u8df5<\/p>\n 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<p><strong>\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong>\u5218\u7115\u52c7\uff0c360\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u9662\u8d44\u6df1\u7b97\u6cd5\u4e13\u5bb6\uff0c\u77e5\u8bc6\u56fe\u8c31\u53ca\u6587\u6863\u7406\u89e3\u65b9\u5411\u8d1f\u8d23\u4eba\uff0c\u66fe\u5c31\u804c\u4e8e\u4e2d\u56fd\u79d1\u5b66\u9662\u3002\u4e3b\u5bfc\u6216\u53c2\u4e0e\u5168\u884c\u4e1a\u4e8b\u7406\u56fe\u8c31(\u5b66\u8ff9)\u3001360\u767e\u79d1\u56fe\u8c31\u3001360\u81ea\u7814\u6587\u6863\u89e3\u6790\u6a21\u578b(360Structure)\u3001360\u667a\u8111\u5927\u6a21\u578b\u7b49\u9879\u76ee\u3002\u53d1\u660e\u4e13\u5229\u6388\u67433\u9879\u3001\u7533\u8bf710\u4f59\u9879\uff0c\u53d1\u8868TOIS\u3001ICASSP\u7b49\u9876\u4f1a\u8bba\u6587\u6570\u7bc7\uff0c\u5728OGB-Wikikg2\u5b9e\u4f53\u94fe\u63a5\u9884\u6d4b\u3001ICPR2024\u591a\u884c\u516c\u5f0f\u8bc6\u522b\u3001ICDAR2025\u7b49\u56fd\u9645\u7ade\u8d5b\u4e2d\u83b7\u591a\u9879\u51a0\u4e9a\u519b\uff1b\u5f00\u6e90\u9879\u76ee70\u4f59\u9879\uff0c\u7d2f\u8ba1star\u6570\u8d8520k\uff0cfollower\u6570\u8d856k\uff0cGithub\u4e2d\u56fd\u533a\u6392\u540dTop70\uff1b\u521b\u7acb\u201c\u8001\u5218\u8bf4NLP\u201d\u516c\u4f17\u53f7\/\u793e\u533a\uff0c\u8bfb\u8005\u6570\u8d8554K\u3002\u4e3b\u9875https:\/\/liuhuanyong.github.com<\/p>\n <\/div>\n<\/div>\n\n<h3>\u62a5\u544a\u4e8c\uff1a<\/h3>\n<div class=\"speaker\">\n <img decoding=\"async\" class=\"pic\" src=\"http:\/\/sigkg.cn\/ccks2025\/wp-content\/uploads\/2025\/09\/liangbin.jpg\" alt=\"\u6881\u658c\">\n <div class=\"meta\">\n <p><span class=\"label\">\u62a5\u544a\u5609\u5bbe\uff1a<\/span>\u6881\u658c\uff0c\u516b\u53cb\u79d1\u6280\u521b\u59cb\u4eba\u517cCEO<\/p>\n <p><strong>\u62a5\u544a\u9898\u76ee\uff1a<\/strong>\u5927\u6a21\u578b\u6570\u636e\u670d\u52a1\u53d1\u5c55\u4e0e\u524d\u6cbf\u6d1e\u5bdf<\/p>\n <p><strong>\u62a5\u544a\u6458\u8981\uff1a<\/strong>\u7cfb\u7edf\u9610\u8ff0\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u6a21\u578b\u4e2d\u6570\u636e\u9700\u6c42\u7684\u6f14\u8fdb\u8109\u7edc\u4e0e\u53d1\u5c55\u8d8b\u52bf\u3002\u65e9\u671f\u9636\u6bb5\u4f9d\u8d56\u6d77\u91cf\u65e0\u6807\u6ce8\u6587\u672c\u6570\u636e\uff0c\u4f46\u9762\u4e34\u8d28\u91cf\u4e0d\u5747\u3001\u6807\u6ce8\u4ee3\u4ef7\u9ad8\u6602\u53ca\u4f26\u7406\u504f\u5dee\u7b49\u663e\u8457\u95ee\u9898\u3002\u968f\u7740\u6a21\u578b\u80fd\u529b\u63d0\u5347\uff0c\u6570\u636e\u9700\u6c42\u9010\u6b65\u8f6c\u5411\u6307\u4ee4\u5fae\u8c03\u4e0e\u4eba\u7c7b\u504f\u597d\u5bf9\u9f50\uff0c\u5176\u4e2d\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u548c\u57fa\u4e8e\u4eba\u7c7b\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60\uff08RLHF\uff09\u7b49\u65b9\u6cd5\u5bf9\u6570\u636e\u7684\u8d28\u91cf\u4e0e\u4e00\u81f4\u6027\u63d0\u51fa\u66f4\u9ad8\u8981\u6c42\u3002<\/p>\n <p>\u5f53\u524d\uff0c\u6570\u636e\u8303\u5f0f\u5448\u73b0\u663e\u8457\u7684\u591a\u6a21\u6001\u6269\u5c55\u7279\u5f81\uff0c\u6db5\u76d6\u89c6\u89c9\u3001\u97f3\u9891\u4e0e\u5408\u6210\u6570\u636e\u7b49\u591a\u79cd\u5f62\u6001\uff0c\u4ee5\u652f\u6491\u8de8\u6a21\u6001\u8bed\u4e49\u7406\u89e3\u4e0e\u751f\u6210\u4efb\u52a1\u3002\u8fd9\u4e00\u8d8b\u52bf\u5bf9\u7ec6\u7c92\u5ea6\u6807\u6ce8\u3001\u65f6\u5e8f\u5173\u7cfb\u5efa\u6a21\u4e0e\u5f02\u6784\u6570\u636e\u878d\u5408\u63d0\u51fa\u4e86\u65b0\u7684\u6280\u672f\u6311\u6218\u3002\u76f8\u5e94\u5730\uff0c\u6570\u636e\u670d\u52a1\u4f53\u7cfb\u9010\u6e10\u5f62\u6210\u4ee5\u8d28\u91cf\u4e3a\u6838\u5fc3\u7684\u53d1\u5c55\u8303\u5f0f\uff0c\u4f9d\u6258\u81ea\u52a8\u5316\u5de5\u5177\u94fe\u3001\u6570\u636e\u95ed\u73af\u673a\u5236\u4e0e\u4eba\u5de5\u4e13\u5bb6\u6821\u9a8c\u5b9e\u73b0\u6570\u636e\u6548\u80fd\u7684\u7cfb\u7edf\u5316\u63d0\u5347\u3002<\/p>\n <p>\u7136\u800c\uff0c\u884c\u4e1a\u4ecd\u9762\u4e34\u6210\u672c-\u6548\u76ca\u5931\u8861\u3001\u5408\u89c4\u98ce\u9669\u3001\u6807\u6ce8\u6807\u51c6\u7f3a\u5931\u53ca\u540c\u8d28\u5316\u7ade\u4e89\u7b49\u8bf8\u591a\u6311\u6218\u3002\u672a\u6765\uff0c\u5408\u6210\u6570\u636e\u6280\u672f\u3001\u5782\u76f4\u9886\u57df\u4e13\u7528\u6570\u636e\u96c6\u4e0e\u751f\u6001\u5316\u6570\u636e\u57fa\u7840\u8bbe\u65bd\u5c06\u6784\u6210\u5173\u952e\u53d1\u5c55\u65b9\u5411\uff0c\u52a9\u529b\u6784\u5efa\u66f4\u9ad8\u6548\u3001\u53ef\u9760\u4e14\u53ef\u6301\u7eed\u7684\u5927\u6a21\u578b\u6570\u636e\u4f9b\u5e94\u94fe\u3002<\/p>\n <p><strong>\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong>\u6881\u658c\uff0c\u516b\u53cb\u79d1\u6280\u521b\u59cb\u4eba\u517cCEO\uff0c\u4eba\u5de5\u667a\u80fd\u4e0e\u5927\u6570\u636e\u6280\u672f\u4e13\u5bb6\uff0c\u5168\u56fd\u667a\u80fd\u6280\u672f\u793e\u4f1a\u5e94\u7528\u4e0e\u8bc4\u4f30\u57fa\u7840\u6807\u51c6\u5316\u5de5\u4f5c\u7ec4\u59d4\u5458\u3002\u83b7\u5357\u4eac\u5927\u5b66\u8f6f\u4ef6\u5de5\u7a0b\u7855\u58eb\u5b66\u4f4d\u3001\u6e05\u534e\u5927\u5b66\u4eba\u5de5\u667a\u80fd\u535a\u58eb\u5b66\u4f4d\u3002\u957f\u671f\u81f4\u529b\u4e8e\u4fe1\u606f\u68c0\u7d22\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u53ca\u5927\u89c4\u6a21\u6570\u636e\u7cfb\u7edf\u7814\u53d1\uff0c\u4e3b\u6301\u7814\u53d1\u5927\u89c4\u6a21Key-Value\u6570\u636e\u5e93\u3001THUIR-DB\u5b98\u7f51\u3001SNS\u5bfb\u4eba\u7cfb\u7edf\uff08\u5fae\u535a\u5bfb\u4eba\uff0c\u8bbf\u95ee\u8d85150\u4e07\u4eba\u6b21\uff0c\u7528\u623720\u4e07\uff09\u7b49\u4e00\u7cfb\u5217\u5b9e\u9645\u6295\u5165\u5e94\u7528\u7684\u7cfb\u7edf\uff1b2014\u5e74\u8d77\u5f00\u53d1cikuaipi.com\u3001pullword.com\u3001pullwave.com\u7b49\u591a\u7c7b\u516c\u5171\u81ea\u7136\u8bed\u8a00\u5904\u7406\u5de5\u5177\uff1b\u53d1\u660e\u4e13\u5229\u6388\u67433\u9879\uff1b\u64b0\u5199\u300a\u8d70\u8fdb\u641c\u7d22\u5f15\u64ce\u300b\uff0c\u8bd1\u8457\u300aManaging Gigabytes\u300b\uff08\u65af\u5766\u798f\u4fe1\u606f\u68c0\u7d22\u8bfe\u7a0b\u6559\u6750\uff09\uff0c\u63a8\u52a8\u6280\u672f\u666e\u53ca\u4e0e\u884c\u4e1a\u6559\u80b2\u3002<\/p>\n <\/div>\n<\/div>\n\n<h3>\u62a5\u544a\u4e09\uff1a<\/h3>\n<div class=\"speaker\">\n <img decoding=\"async\" class=\"pic\" src=\"http:\/\/sigkg.cn\/ccks2025\/wp-content\/uploads\/2025\/09\/zhouyan.png\" alt=\"\u5468\u7814\">\n <div class=\"meta\">\n <p><span class=\"label\">\u62a5\u544a\u5609\u5bbe\uff1a<\/span>\u5468\u7814\uff08\u521b\u90bb\u79d1\u6280CTO\uff09<\/p>\n <p><strong>\u62a5\u544a\u9898\u76ee\uff1a<\/strong>\u4f01\u4e1a\u56fe\u6570\u636e\u5efa\u6a21\u7684\u6311\u6218\u4e0e\u5927\u6a21\u578b\u9a71\u52a8\u7684\u89e3\u51b3\u65b9\u6848<\/p>\n <p><strong>\u62a5\u544a\u6458\u8981\uff1a<\/strong>\u56fe\u6570\u636e\u64c5\u957f\u8868\u8fbe\u548c\u5206\u6790\u590d\u6742\u5173\u7cfb\uff0c\u662f\u91ca\u653e\u4f01\u4e1a\u6570\u636e\u4ef7\u503c\u7684\u91cd\u8981\u624b\u6bb5\u3002\u7136\u800c\u73b0\u5b9e\u4e2d\uff0c\u5927\u91cf\u4e1a\u52a1\u6570\u636e\u4ecd\u5b58\u50a8\u5728\u5173\u7cfb\u578b\u6570\u636e\u5e93\u91cc\uff0c\u5173\u7cfb\u8868\u8f6c\u56fe\u5f80\u5f80\u51fa\u73b0\u201c\u5efa\u5f97\u51fa\u6765\u5374\u7528\u4e0d\u597d\u201d\u7684\u60c5\u51b5\uff1a\u6a21\u5f0f\u4e0e\u4e1a\u52a1\u9700\u6c42\u8131\u8282\u3001\u67e5\u8be2\u6027\u80fd\u4e0d\u4f73\uff0c\u540e\u7eed\u8fd8\u9700\u9891\u7e41\u8fd4\u5de5\uff0c\u589e\u52a0\u4e86\u65f6\u95f4\u548c\u6210\u672c\u3002\u57fa\u4e8e\u5728\u591a\u4e2a\u5ba2\u6237\u751f\u4ea7\u73af\u5883\u7684\u5b9e\u8df5\u7ecf\u9a8c\uff0c\u6211\u4eec\u603b\u7ed3\u4e86\u8868\u5230\u56fe\u5efa\u6a21\u4e2d\u7684\u5173\u952e\u6311\u6218\u4e0e\u6700\u4f73\u5b9e\u8df5\uff0c\u5305\u62ec\u5982\u4f55\u8ba9\u6a21\u5f0f\u8bbe\u8ba1\u66f4\u8d34\u5408\u4e1a\u52a1\u95ee\u9898\u3001\u5982\u4f55\u5728\u6027\u80fd\u4e0e\u5b58\u50a8\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u3002\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u6211\u4eec\u8fdb\u4e00\u6b65\u63a2\u7d22\u4e86\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u5e94\u7528\u3002\u501f\u52a9\u4efb\u52a1\u9a71\u52a8\u7684\u5206\u6790\u4e0e\u63a8\u7406\uff0c\u5927\u6a21\u578b\u80fd\u591f\u8f85\u52a9\u751f\u6210\u4e0e\u4f18\u5316\u56fe\u6a21\u5f0f\u7ed3\u6784\uff0c\u63d0\u5347\u67e5\u8be2\u6027\u80fd\u5e76\u964d\u4f4e\u7ef4\u62a4\u6210\u672c\uff0c\u4e3a\u4f01\u4e1a\u56fe\u6570\u636e\u5efa\u8bbe\u63d0\u4f9b\u4e86\u65b0\u7684\u6280\u672f\u8def\u5f84\u3002<\/p>\n <p><strong>\u5609\u5bbe\u4ecb\u7ecd\uff1a<\/strong>\u5468\u7814\u535a\u58eb\uff0c\u6d59\u6c5f\u521b\u90bb\u79d1\u6280\u6709\u9650\u516c\u53f8\u8054\u5408\u521b\u59cb\u4eba\u3001CTO\uff0c\u957f\u671f\u6df1\u8015\u56fe\u6570\u636e\u5e93\u3001\u56fe\u8ba1\u7b97\u4e0e\u77e5\u8bc6\u56fe\u8c31\u9886\u57df\uff0c\u662f Galaxybase \u5206\u5e03\u5f0f\u56fe\u6570\u636e\u5e93\u7814\u53d1\u8d1f\u8d23\u4eba\u3001OpenKG SIGSPG \u5c0f\u7ec4\u521b\u59cb\u6210\u5458\u53ca\u300a\u56fe\u6570\u636e\u5e93\uff1a\u7406\u8bba\u4e0e\u5b9e\u8df5\u300b\u7684\u4f5c\u8005\uff1b\u4ee5\u901a\u8baf\u4f5c\u8005\u8eab\u4efd\u5728 VLDB\u3001ICDE \u7b49\u56fd\u9645\u9876\u7ea7\u4f1a\u8bae\u53d1\u8868\u591a\u7bc7\u8bba\u6587\uff0c\u5e76\u4f5c\u4e3a\u56fd\u5185\u5916\u591a\u4e2a\u76f8\u5173\u6807\u51c6\u5316\u59d4\u5458\u4f1a\u6210\u5458\uff0c\u4e3b\u5bfc\u548c\u53c2\u4e0e\u5236\u5b9a\u591a\u9879\u56fd\u5bb6\u53ca\u884c\u4e1a\u6807\u51c6\u3002<\/p>\n <\/div>\n<\/div>\n\n<h3>\u62a5\u544a\u56db\uff1a<\/h3>\n<div class=\"speaker\">\n <img decoding=\"async\" class=\"pic\" src=\"http:\/\/sigkg.cn\/ccks2025\/wp-content\/uploads\/2025\/09\/guizhengke.png\" alt=\"\u6842\u6b63\u79d1\">\n <div class=\"meta\">\n <p><span class=\"label\">\u62a5\u544a\u5609\u5bbe\uff1a<\/span>\u6842\u6b63\u79d1\uff08\u8682\u8681\uff09<\/p>\n <p><strong>\u62a5\u544a\u9898\u76ee\uff1a<\/strong>KAG–\u77e5\u8bc6\u589e\u5f3a\u5927\u6a21\u578b<\/p>\n <p><strong>\u62a5\u544a\u6458\u8981\uff1a<\/strong>\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u6280\u672f\u63a8\u52a8\u4e86\u9886\u57df\u5e94\u7528\u4e0e\u5927\u6a21\u578b\u7ed3\u5408\u3002\u7136\u800c\uff0cRAG \u5b58\u5728\u7740\u5411\u91cf\u76f8\u4f3c\u5ea6\u4e0e\u77e5\u8bc6\u63a8\u7406\u76f8\u5173\u6027\u5dee\u8ddd\u5927\u3001\u5bf9\u77e5\u8bc6\u903b\u8f91\uff08\u5982\u6570\u503c\u3001\u65f6\u95f4\u5173\u7cfb\u3001\u4e13\u5bb6\u89c4\u5219\u7b49\uff09\u4e0d\u654f\u611f\u7b49\u95ee\u9898\uff0c\u8fd9\u4e9b\u90fd\u963b\u788d\u4e86\u4e13\u4e1a\u77e5\u8bc6\u670d\u52a1\u7684\u843d\u5730\u3002\u56e0\u6b64\uff0c\u6280\u672f\u6b63\u4ece RAG (Retrieval Augmented Generation, \u68c0\u7d22\u589e\u5f3a\u751f\u6210) \u8d70\u5411 KAG (Knowledge Augmented Generation\uff0c\u77e5\u8bc6\u589e\u5f3a\u751f\u6210\u6846\u67b6) \uff1a\u901a\u8fc7\u6574\u5408\u77e5\u8bc6\u5e93\u4e0e\u7ed3\u6784\u5316\u63a8\u7406\uff0c\u8ba9\u5927\u6a21\u578b\u5728\u5782\u57df\u63a8\u7406\u66f4\u5177\u4e25\u8c28\u6027\u3001\u4e13\u4e1a\u6027\u3001\u53ef\u4fe1\u6027\uff0c\u4e3a\u5782\u76f4\u9886\u57df\u5e94\u7528\u63d0\u4f9b\u66f4\u52a0\u7cbe\u51c6\u548c\u9ad8\u6548\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n <p><strong>\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong>\u4ed6\u62e5\u6709\u5341\u5e74\u5927\u6570\u636e\u9886\u57df\u7684\u7814\u53d1\u7ba1\u7406\u7ecf\u9a8c\uff0c\u5e76\u5728\u8bf8\u591a\u4e1a\u52a1\u573a\u666f\u4e2d\u843d\u5730\uff1b\u5728\u6570\u636e\u4ed3\u5e93\u3001\u5206\u5e03\u5f0f\u8ba1\u7b97\u3001\u6d41\u5f0f\u8ba1\u7b97\u3001\u5fae\u670d\u52a1\u67b6\u6784\u3001\u56fe\u5b58\u50a8\u3001\u56fe\u8ba1\u7b97\u3001\u56fe\u5b66\u4e60\u3001\u56fe\u8c31\u6784\u5efa\u3001\u56fe\u8c31\u6316\u6398\u7b49\u9886\u57df\u79ef\u7d2f\u4e86\u4e30\u5bcc\u7684\u5de5\u4f5c\u7ecf\u9a8c\uff1b\u66fe\u4e3b\u5bfc\u5b9e\u65bd\u8682\u8681\u96c6\u56e2\u5185\u5b89\u5168\u3001\u652f\u4ed8\u3001\u7f51\u5546\u94f6\u884c\u3001\u8682\u8681\u6d88\u91d1\u7b49\u573a\u666f\u7684\u56fe\u8c31\u5efa\u8bbe\uff0c\u5e76\u53d6\u5f97\u663e\u8457\u4e1a\u52a1\u6536\u76ca\u3002\u4ed6\u5f53\u524d\u805a\u7126\u5728\u5927\u6a21\u578b&\u77e5\u8bc6\u56fe\u8c31\u7ed3\u5408\u65b9\u5411\uff0c\u63a8\u8fdb\u77e5\u8bc6\u589e\u5f3a\u7684\u53ef\u4fe1\u95ee\u7b54\u5728\u6cd5\u5f8b\u3001\u533b\u7597\u3001\u653f\u52a1\u3001\u4e8b\u7406\u56fe\u8c31\u7b49\u9886\u57df\u843d\u5730\uff1b\u4f5c\u4e3aKAG \u67b6\u6784\u5e08\uff0c\u6253\u9020\u4e86\u884c\u4e1a\u9886\u5148\u7684\u77e5\u8bc6\u589e\u5f3a\u751f\u6210\u7684\u6846\u67b6\uff0c\u5f00\u6e90\u540e\u5f97\u5230\u793e\u533a7.5K Stars \u5173\u6ce8\u3001550+forks\uff0c \u5728\u91d1\u878d\u3001\u5b89\u5168\u3001\u6d77\u6d0b\u3001\u533b\u7597\u3001\u519b\u4e8b\u3001\u4e92\u8054\u7f51\u7b49\u9886\u57df\u6709\u8f83\u597d\u7684\u843d\u5730\u6548\u679c\u3002<\/p>\n <\/div>\n<\/div>\n\n<h3>\u62a5\u544a\u4e94\uff1a<\/h3>\n<div class=\"speaker\">\n <img decoding=\"async\" class=\"pic\" src=\"http:\/\/sigkg.cn\/ccks2025\/wp-content\/uploads\/2025\/09\/wugang.png\" alt=\"\u5434\u521a\">\n <div class=\"meta\">\n <p><span class=\"label\">\u62a5\u544a\u5609\u5bbe\uff1a<\/span>\u5434\u521a\uff08\u67ef\u57fa\u6570\u636e\uff09<\/p>\n <p><strong>\u62a5\u544a\u9898\u76ee\uff1a<\/strong>“\u77e5\u8bc6\u56fe\u8c31+\u5927\u6a21\u578b”\u53cc\u8f6e\u9a71\u52a8\u7684\u533b\u836f\u5927\u5065\u5eb7\u884c\u4e1a\u5e94\u7528\u843d\u5730\u907f\u5751\u6307\u5357 – \u5728\u667a\u80fd\u6548\u7387\u3001\u5faa\u8bc1\u5408\u89c4\u548c\u6210\u672c\u4e2d\u5bfb\u627e\u5e73\u8861\u70b9<\/p>\n <p><strong>\u62a5\u544a\u7b80\u4ecb:<\/strong> \u533b\u836f\u5927\u5065\u5eb7\u884c\u4e1a\u7684\u5f3a\u5408\u89c4\u6027\u548c\u5faa\u8bc1\u6eaf\u6e90\u8981\u6c42\uff0c\u5bf9\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u843d\u5730\u5e26\u6765\u4e86\u5f88\u5927\u7684\u6311\u6218\uff0c\u800c\u77e5\u8bc6\u56fe\u8c31\u7684\u53ef\u89e3\u91ca\u6027\u53ef\u4ee5\u5728\u4e0d\u540c\u573a\u666f\u4e2d\u6d88\u9664\u5927\u6a21\u578b\u7684\u5e7b\u89c9\u3001\u6ee1\u8db3\u5faa\u8bc1\u8981\u6c42\u5e76\u8d4b\u80fd\u533b\u7597\u533b\u836f\u884c\u4e1a\u7684\u4ea7\u5b66\u7814\u5168\u6d41\u7a0b\u5e94\u7528\u3002\u672c\u62a5\u544a\u5c06\u7acb\u8db3\u65b0\u8d28\u751f\u4ea7\u529b\u80cc\u666f\u4e0b\u533b\u5b66\u4ea7\u5b66\u7814\u77e5\u8bc6\u5e93\u7684\u4e1a\u52a1\u9700\u6c42\uff0c\u5206\u4eab\u5982\u4f55\u5229\u7528\u57fa\u4e8e\u77e5\u8bc6\u56fe\u8c31\u589e\u5f3a\u533b\u5b66\u5927\u6a21\u578b\u7684\u667a\u80fd\u77e5\u8bc6\u5e93Medical Copilot\uff0c\u4e0e\u836f\u68b0\u8425\u517b\u4fdd\u5065\u4f01\u4e1a\u3001\u533b\u9662\u3001\u79d1\u7814\u9662\u6240\u7b49\u5728\u533b\u5b66\u9886\u57df\u4ea7\u5b66\u7814(\u7814\u53d1\u60c5\u62a5\u5206\u6790\uff0c\u533b\u5b66\u5faa\u8bc1\u8bc1\u636e\u751f\u6210\u3001\u81ea\u52a8\u5ba1\u6838\u3001\u5b66\u672f\u4f20\u9012\u3001\u60a3\u8005\u62a4\u7406\u7b49\uff09\u5982\u4f55\u5e73\u8861\u533b\u5b66\u5faa\u8bc1\u5408\u89c4\u3001\u667a\u80fd\u6548\u7387\u63d0\u5347\u548c\u6210\u672c\u7684\u5e94\u7528\u843d\u5730\u65b0\u8303\u5f0f\u3001\u907f\u5751\u6307\u5357\u3001\u6311\u6218\u548c\u672a\u6765\u5c55\u671b\u3002<\/p>\n <p><strong>\u5609\u5bbe\u4ecb\u7ecd:<\/strong> 1.\u5357\u4eac\u67ef\u57fa\u6570\u636eCEO\uff0c\u6bd5\u4e1a\u4e8e\u4e2d\u79d1\u9662\u8f6f\u4ef6\u7814\u7a76\u6240\uff0c\u4e2d\u56fd\u4eba\u6c11\u5927\u5b66\u4fe1\u606f\u5b66\u9662\u4f01\u4e1a\u7855\u5bfc\uff1b2.\u300a\u533b\u836f\u5927\u6a21\u578b\u300b\u4f5c\u8005\uff0cCMAC\u533b\u5b66\u4e8b\u52a1\u751f\u6210\u5f0fAI\u8054\u76df\u8d1f\u8d23\u4eba\uff1b3.\u4e2d\u534e\u9884\u9632\u533b\u5b66\u4f1a\u6162\u6027\u75c5\u9884\u9632\u4e0e\u63a7\u5236\u5206\u4f1a\u59d4\u5458\uff0c\u4e2d\u56fd\u8ba1\u7b97\u673a\u5b66\u4f1aCCF\u6570\u5b57\u533b\u7597\u5206\u4f1a\u6267\u884c\u59d4\u5458\u3001\u4e2d\u6587\u4fe1\u606f\u5b66\u4f1a\u77e5\u8bc6\u56fe\u8c31\u4e13\u59d4\u59d4\u5458\u3001OpenKG\u5f00\u653e\u77e5\u8bc6\u56fe\u8c31\u8054\u76df\u6280\u672f\u4e13\u59d4\u4f1a\u59d4\u5458\uff1b4.\u4e2d\u534e\u533b\u5b66\u4f1a\u300a\u533b\u7597\u573a\u666f\u4e0b\u5927\u6a21\u578b\u5e94\u7528\u6548\u679c\u8bc4\u6d4b\u4e13\u5bb6\u5171\u8bc6\u300b\u7279\u8058\u4e13\u5bb6\uff0c\u4e2d\u534e\u62a4\u7406\u5b66\u4f1a\u670d\u52a1\u56fd\u5bb6\u79d1\u534f\u91cd\u5927\u6218\u7565\u4e13\u9879(\u57fa\u4e8e\u751f\u6210\u5f0fAI\u7684\u6162\u75c5\u5b9e\u65f6\u76d1\u6d4b\u548c\u4e3b\u52a8\u7ba1\u7406\u77e5\u8bc6\u589e\u5f3a\u5927\u6a21\u578b)\u5b50\u8bfe\u9898\u8d1f\u8d23\u4eba\u30025.\u5de5\u4e1a\u5b9e\u6218\u7ecf\u9a8c:\u8fd18\u5e74\u4e3a\u8d5b\u8bfa\u83f2\u3001\u52c3\u6797\u683c\u3001\u5f3a\u751f\u3001\u5409\u5229\u5fb7\u3001\u4e91\u5357\u767d\u836f\u3001\u5148\u58f0\u3001\u56fd\u836f\u4e2d\u836f\u3001\u6ce2\u79d1\u3001Haleon\u3001\u5b89\u5229\u7b49\u6570\u5341\u5bb6\u56fd\u5185\u5916\u836f\u68b0\u8425\u517b\u4fdd\u5065\u4f01\u4e1a\u6210\u529f\u843d\u5730AI\u6570\u5b57\u5316\u8f6c\u578b\u30026.\u79d1\u7814\u7ecf\u9a8c:\u4f5c\u4e3a\u6838\u5fc3\u4eba\u5458\u7275\u5934\u3001\u53c2\u4e0e\u9996\u90fd\u533b\u79d1\u5927\u5b66\u3001\u534e\u897f\u533b\u9662\u3001\u961c\u5916\u533b\u9662\u3001\u6c5f\u82cf\u7701\u4eba\u6c11\u533b\u9662\u3001\u534f\u548c\u533b\u9662\u3001\u6c5f\u82cf\u7701\u4e2d\u533b\u9662\u3001\u4e2d\u56fd\u6162\u75c5\u4e2d\u5fc3\u7b49\u7533\u8bf7\u4ee5\u77e5\u8bc6\u56fe\u8c31\u548c\u5927\u6a21\u578b\u4e3a\u6838\u5fc3\u7684\u533b\u5de5\u7ed3\u5408\u79d1\u6280\u90e8\u3001\u5de5\u4fe1\u90e8\u3001\u56fd\u5bb6\u536b\u5065\u59d4\u79d1\u6280\u91cd\u5927\u4e13\u9879\u3001\u56fd\u81ea\u7136\u533b\u5b66\u3001\u7701\u5e02\u53ca\u533b\u9662\u7ea7\u91cd\u70b9\u79d1\u7814\u9879\u76ee\u7b49\u3002<\/p>\n <\/div>\n<\/div>\n\n<h2>\u5de5\u4e1a\u8bba\u575b\uff08\u4e8c\uff09\uff1a<\/h2>\n\n<h3>\u62a5\u544a\u4e00\uff1a<\/h3>\n<div class=\"speaker\">\n <img decoding=\"async\" class=\"pic\" src=\"http:\/\/sigkg.cn\/ccks2025\/wp-content\/uploads\/2025\/09\/lizhonghua.png\" alt=\"\u674e\u4e2d\u534e\">\n <div class=\"meta\">\n <p><span class=\"label\">\u62a5\u544a\u5609\u5bbe\uff1a<\/span>\u674e\u4e2d\u534e\uff08\u534e\u4e3a\uff09<\/p>\n <p><strong>\u62a5\u544a\u6807\u9898\uff1a<\/strong>\u4e5d\u95ee\u6df1\u5ea6\u641c\u7d22\u4e0e\u77e5\u8bc6\u5e94\u7528\u5b9e\u8df5<\/p>\n <p><strong>\u62a5\u544a\u6458\u8981\uff1a<\/strong>\u968f\u7740\u5927\u6a21\u578b\u53caAI Agent\u7684\u53d1\u5c55\uff0c\u6df1\u5ea6\u641c\u7d22\u53ca\u7814\u7a76\u7b49\u4ea7\u54c1\u4e5f\u4e0d\u65ad\u6d8c\u73b0\uff0c\u6210\u4e3a\u89e3\u51b3\u590d\u6742\u95ee\u7b54\u53ca\u7814\u7a76\u7c7b\u67e5\u8be2\u9700\u6c42\u7684\u6709\u6548\u63aa\u65bd\u3002\u7531\u4e8e\u5927\u6a21\u578b\u5e7b\u8c61\u95ee\u9898\u3001\u5411\u91cf\u68c0\u7d22\u7684\u5c40\u9650\u6027\uff0c\u7ed3\u6784\u5316\u77e5\u8bc6\u51ed\u501f\u5176\u77e5\u8bc6\u7684\u786e\u5b9a\u6027\u3001\u8868\u8fbe\u77e5\u8bc6\u7684\u4e30\u5bcc\u6027\u7b49\u4f18\u70b9\u5728\u6df1\u5ea6\u641c\u7d22\/\u7814\u7a76\u7b49\u4ea7\u54c1\u4e2d\u4e5f\u5f97\u5230\u5e7f\u6cdb\u7684\u5e94\u7528\u3002\u672c\u62a5\u544a\u65e8\u5728\u5206\u4eab\u4e5d\u95ee\u6df1\u5ea6\u641c\u7d22\u6784\u5efa\u8fc7\u7a0b\u4e2d\uff0c\u5305\u542b\u7ed3\u6784\u5316\u77e5\u8bc6\u5e94\u7528\u7b49\u4e00\u4e9b\u521b\u65b0\u6027\u7684\u7814\u7a76\u548c\u5b9e\u8df5\u3002<\/p>\n <p><strong>\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong>\u674e\u4e2d\u534e\uff0c\u534e\u4e3a2012\u6cca\u677e\u5b9e\u9a8c\u5ba4\u67b6\u6784\u5e08\uff0c\u76ee\u524d\u8d1f\u8d23\u4e5d\u95eeRAG\u53ca\u6df1\u5ea6\u641c\u7d22\u65b9\u5411\u76f8\u5173\u5de5\u4f5c\u3002\u535a\u58eb\u6bd5\u4e1a\u4e8e\u65b0\u52a0\u5761\u56fd\u7acb\u5927\u5b66\u8ba1\u7b97\u673a\u5b66\u9662\uff0c\u672c\u79d1\u6bd5\u4e1a\u4e8e\u897f\u5317\u5de5\u4e1a\u5927\u5b66\u3002\u4e3b\u8981\u4ece\u4e8b\u77e5\u8bc6\u68c0\u7d22\u3001RAG\u3001\u5927\u6a21\u578bAgent\u5e94\u7528\u65b9\u5411\u7814\u7a76\u548c\u5f00\u53d1\u5de5\u4f5c\uff0c\u76f8\u5173\u5de5\u4f5c\u5df2\u843d\u5730\u4e8e\u534e\u4e3a\u7ec8\u7aef\u3001\u534e\u4e3a\u4e91\u3001ICT\u7b49\u591a\u4ea7\u54c1\u4e2d\u3002<\/p>\n <\/div>\n<\/div>\n\n<h3>\u62a5\u544a\u4e8c\uff1a<\/h3>\n<div class=\"speaker\">\n <img decoding=\"async\" class=\"pic\" src=\"http:\/\/sigkg.cn\/ccks2025\/wp-content\/uploads\/2025\/09\/xingjunwei.jpg\" alt=\"\u90a2\u4fca\u5a01\">\n <div class=\"meta\">\n <p><span class=\"label\">\u62a5\u544a\u5609\u5bbe\uff1a<\/span>\u90a2\u4fca\u5a01\uff08\u767e\u5ea6\uff09<\/p>\n <p><strong>\u62a5\u544a\u9898\u76ee\uff1a<\/strong>\u57fa\u4e8e\u9884\u751f\u6210\u77e5\u8bc6\u4f18\u5316\u7f16\u7801\u667a\u80fd\u4f53\u7684\u5b9e\u8df5<\/p>\n <p><strong>\u62a5\u544a\u6458\u8981\uff1a<\/strong>\u7f16\u7801\u667a\u80fd\u4f53\u5728\u5f53\u524d\u8f6f\u4ef6\u5f00\u53d1\u4e2d\u7684\u4f5c\u7528\u65e5\u76ca\u51f8\u663e\u3002\u767e\u5ea6\u6587\u5fc3\u5feb\u7801\uff08Comate\uff09\u901a\u8fc7\u4ee3\u7801\u4e0a\u4e0b\u6587\u5f15\u64ce\u9884\u6784\u5efa\u9ad8\u8d28\u91cf\u7684\u4ee3\u7801\u77e5\u8bc6\uff0c\u663e\u8457\u63d0\u5347\u4e86\u7f16\u7801\u667a\u80fd\u4f53\u7684\u4ee3\u7801\u7406\u89e3\u4e0e\u4efb\u52a1\u6267\u884c\u80fd\u529b\uff0c\u5728\u4ee3\u7801\u68c0\u7d22\u3001\u7f3a\u9677\u5b9a\u4f4d\u548c\u667a\u80fd\u4ee3\u7801\u751f\u6210\u7b49\u573a\u666f\u4e2d\u8868\u73b0\u4f18\u5f02\u3002\u5b9e\u8df5\u8868\u660e\uff0c\u51c6\u786e\u4e14\u4f18\u8d28\u7684\u9884\u751f\u6210\u77e5\u8bc6\u80fd\u591f\u663e\u8457\u63d0\u5347\u667a\u80fd\u7f16\u7801\u5e94\u7528\u7684\u6548\u679c\u4e0e\u7528\u6237\u4f53\u9a8c\u3002\u672c\u62a5\u544a\u91cd\u70b9\u4ecb\u7ecd\u4e86Comate\u4f18\u8d28\u9884\u751f\u6210\u4fe1\u606f\u7684\u6784\u5efa\u53ca\u5e94\u7528\u5b9e\u8df5\uff0c\u6db5\u76d6\u4ee3\u7801\u5e93\u672f\u8bed\u3001\u4ee3\u7801\u77e5\u8bc6\u56fe\u8c31\u548c\u4ee3\u7801\u68c0\u7d22\u5de5\u5177\u7b49\u5173\u952e\u5185\u5bb9\u3002<\/p>\n <p><strong>\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong>\u767e\u5ea6\u6587\u5fc3\u5feb\u7801\u67b6\u6784\u5e08\uff0c\u4e3b\u8981\u8d1f\u8d23\u4ee3\u7801\u4e0a\u4e0b\u6587\u5f15\u64ce\u7684\u8bbe\u8ba1\u89c4\u5212\u4ee5\u53ca\u7f16\u7801\u667a\u80fd\u4f53\u7684\u77e5\u8bc6\u589e\u5f3a\u5e94\u7528\u8bbe\u8ba1\u3002<\/p>\n <\/div>\n<\/div>\n\n<h3>\u62a5\u544a\u4e09\uff1a<\/h3>\n<div class=\"speaker\">\n <img decoding=\"async\" class=\"pic\" src=\"http:\/\/sigkg.cn\/ccks2025\/wp-content\/uploads\/2025\/09\/zhaoxinjing.jpg\" alt=\"\u8d75\u946b\u6676\">\n <div class=\"meta\">\n <p><span class=\"label\">\u62a5\u544a\u5609\u5bbe\uff1a<\/span>\u8d75\u946b\u6676\uff08\u82cf\u5dde\u5c55\u9a70\u540c\u626c\u4eba\u624d\uff09<\/p>\n <p><strong>\u62a5\u544a\u9898\u76ee\uff1a<\/strong>\u5b9e\u8df5\u4e2d\u7684AI+\u4eba\u529b\u8d44\u6e90\u89e3\u51b3\u65b9\u6848<\/p>\n <p><strong>\u62a5\u544a\u6458\u8981\uff1a<\/strong>\u9488\u5bf9\u4f01\u4e1a\u7528\u5de5\u62db\u8058\u5b58\u5728\u7684\u4ee5\u4e0b\u96be\u70b9\uff1a(1)\u9ad8\u9891\u4e14\u5927\u91cf\u7684\u62db\u8058\u9700\u6c42\uff1b(2)\u673a\u68b0\u6027\u5de5\u4f5c\u6548\u7387\u4f4e\u4e0b\uff1b(3)\u4eba\u5c97\u5339\u914d\u96be\u5ea6\u663e\u8457\uff1b(4)\u54cd\u5e94\u6ede\u540e\u4e14\u4f53\u9a8c\u6b20\u4f73\u3002\u62a5\u544a\u63d0\u51fa\u57fa\u4e8e\u73b0\u6709\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4e0e\u89e3\u6790\u5de5\u5177\u7684\u62db\u8058\u7cfb\u7edf\u667a\u80fd\u5316\u5347\u7ea7\u65b9\u6848\uff0c\u901a\u8fc7 AI \u62db\u8058\u52a9\u624b\u3001\u5c97\u4f4d\u6807\u7b7e\u753b\u50cf\u3001\u591a\u6e20\u9053\u7b80\u5386\u89e3\u6790\uff08\u542b\u804a\u5929\u8bed\u4e49\uff09\u3001\u52a8\u6001\u4eba\u624d\u5e93\u56db\u5927\u6838\u5fc3\u529f\u80fd\uff0c\u6784\u5efa\u9ad8\u6548\u62db\u8058\u5e73\u53f0\u3002<\/p>\n <p><strong>\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong>\u8d75\u946b\u6676\u6bd5\u4e1a\u4e8e\u4e2d\u56fd\u4eba\u6c11\u5927\u5b66\uff0c\u83b7\u6cd5\u5b66\u7855\u58eb\u5b66\u4f4d\u3002\u81ea2019\u5e74\u6295\u8eab\u521b\u4e1a\u4ee5\u6765\uff0c\u62c5\u4efb\u82cf\u5dde\u5c55\u9a70\u540c\u626c\u4eba\u624d\u79d1\u6280\u6709\u9650\u516c\u53f8\u603b\u7ecf\u7406\u4e00\u804c\uff0c\u8d1f\u8d23\u4e3b\u6301\u642d\u5efa\u5e73\u53f0\u6570\u5b57\u5316\u7cfb\u7edf\uff0c\u5e76\u81ea\u4e3b\u7814\u53d1\u4e86\u7075\u6d3b\u7528\u5de5\u6570\u5b57\u5e73\u53f0\u3002\u8be5\u516c\u53f8\u5df2\u83b7\u5f97\u8d85\u8fc740\u4ef6\u4e13\u5229\u53ca\u8f6f\u4ef6\u8457\u4f5c\u6743\u8bc1\u4e66\uff0c\u8fd8\u8363\u83b7\u7b2c\u56db\u5c4a\u4e2d\u56fd\uff08\u5357\u4eac\uff09\u56fd\u9645\u4eba\u529b\u8d44\u6e90\u4fe1\u606f\u5316\u521b\u65b0\u521b\u4e1a\u5927\u8d5b\u4e8c\u7b49\u5956\u3001\u7b2c\u5341\u5c4a\u4e9a\u592a\u4eba\u529b\u8d44\u6e90\u670d\u52a1\u6570\u667a\u6280\u672f\u5e94\u7528\u5b9e\u8df5\u6848\u4f8b\u5956\uff0c\u4ee5\u53ca2025\u4e16\u754c\u4eba\u5de5\u667a\u80fd\u5927\u4f1a – \u4e2d\u5c0f\u4f01\u4e1a\u534f\u4f1a\u63a8\u8350\u4eba\u5de5\u667a\u80fd\u89e3\u51b3\u65b9\u6848\u5956\u3002<\/p>\n <\/div>\n<\/div>\n\n<h3>\u62a5\u544a\u56db\uff1a<\/h3>\n<div class=\"speaker\">\n <img decoding=\"async\" class=\"pic\" src=\"http:\/\/sigkg.cn\/ccks2025\/wp-content\/uploads\/2025\/09\/chenziyan.png\" alt=\"\u9648\u81ea\u5ca9\">\n <div class=\"meta\">\n <p><span class=\"label\">\u62a5\u544a\u5609\u5bbe\uff1a<\/span>\u9648\u81ea\u5ca9\uff08\u4e2d\u8bd1\u8bed\u901a\uff09<\/p>\n <p><strong>\u62a5\u544a\u9898\u76ee\uff1a<\/strong>\u77e5\u8bc6\u672c\u4f53\u589e\u5f3a\u7684Any-Any\u591a\u6a21\u6001\u5927\u6a21\u578b\u6280\u672f\u548c\u5e94\u7528<\/p>\n <p><strong>\u62a5\u544a\u6458\u8981\uff1a<\/strong>\u5f53\u524d\u591a\u6a21\u6001\u5927\u6a21\u578b\u6280\u672f\u5f97\u5230\u5feb\u901f\u53d1\u5c55\uff0c\u5e76\u5f15\u8d77\u5b66\u672f\u754c\u548c\u5de5\u4e1a\u754c\u7684\u9ad8\u5ea6\u5173\u6ce8\uff0c\u4f46\u7edd\u5927\u90e8\u5206\u591a\u6a21\u6001\u5927\u6a21\u578b\u5f80\u5f80\u805a\u7126\u89c6\u89c9\u7406\u89e3\u6216\u89c6\u89c9\u751f\u6210\u4ea6\u6216\u97f3\u9891\u95ee\u7b54\u7b49\u5355\u5411\u80fd\u529b\u3002Any-Any\u5927\u6a21\u578b\u5219\u80fd\u591f\u5bf9\u6db5\u76d6\u6587\u672c\u3001\u56fe\u50cf\u3001\u97f3\u9891\u548c\u89c6\u9891\u7b49\u5168\u6a21\u6001\u7684\u8f93\u5165\u8fdb\u884c\u7406\u89e3\u5e76\u8fdb\u884c\u591a\u6a21\u6001\u751f\u6210\uff0c\u5e76\u56e0\u5176\u66f4\u7b26\u5408\u4eba\u7c7b\u611f\u77e5\u3001\u601d\u8003\u548c\u884c\u52a8\u7684\u8303\u5f0f\uff0c\u6210\u4e3a\u5f53\u524d\u7814\u7a76\u7684\u70ed\u70b9\u4e4b\u4e00\u3002\u4f46\u5f53\u524dAny-Any\u5927\u6a21\u578b\u5bf9\u4e8e\u590d\u6742\u4efb\u52a1\u6267\u884c\u4ecd\u7136\u9762\u4e34\u8f83\u5927\u6311\u6218\u6027\u3002\u672c\u62a5\u544a\u65e8\u5728\u5206\u4eab\u96c6\u6210\u6570\u636e+\u5de5\u5177+\u6a21\u578b\u7684\u672c\u4f53\u4f53\u7cfb\u589e\u5f3aAny-Any\u5927\u6a21\u578b\u590d\u6742\u63a8\u7406\u80fd\u529b\u7684\u4e00\u4e9b\u521b\u65b0\u6280\u672f\u7814\u7a76\u548c\u5e94\u7528\u3002<\/p>\n <p><strong>\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong>\u9648\u81ea\u5ca9\u535a\u58eb\uff0c\u76ee\u524d\u62c5\u4efb\u4e2d\u8bd1\u8bed\u901a2030\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u9662\u526f\u9662\u957f\uff0c\u5e76\u517c\u804c\u77e5\u8bc6\u56fe\u8c31\u4ea7\u4e1a\u63a8\u8fdb\u65b9\u9635\u7684\u8f6e\u503c\u4e3b\u5e2d\uff0c\u4e2d\u56fd\u4e2d\u6587\u4fe1\u606f\u5b66\u4f1a\u8bed\u8a00\u4e0e\u77e5\u8bc6\u8ba1\u7b97\u4e13\u4e1a\u59d4\u5458\u4f1a\u59d4\u5458\uff0c\u4e00\u76f4\u4ece\u4e8b\u77e5\u8bc6\u56fe\u8c31\u3001\u5927\u8bed\u8a00\u6a21\u578b\u3001\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684\u6280\u672f\u7814\u7a76\u548c\u4f01\u4e1a\u5e94\u7528\uff0c\u9886\u5bfc\u4e86JoveMind\u77e5\u8bc6\u56fe\u8c31\u548c\u683c\u7269\u5927\u6a21\u578b\u4f53\u7cfb\u7684\u5efa\u8bbe\u3002\u9648\u81ea\u5ca9\u535a\u58eb\u4e3b\u6301\u6216\u53c2\u4e0e\u79d1\u6280\u90e82030\u3001\u4e2d\u592e\u5f15\u5bfc\u5730\u65b9\u3001\u56fd\u5bb6\u81ea\u7136\u79d1\u5b66\u57fa\u91d1\u7b49\u591a\u9879\u56fd\u5bb6\u7701\u90e8\u7ea7\u9879\u76ee\uff0c\u5728IJCAI\u3001JASIST\u7b49\u4f1a\u8bae\u548c\u671f\u520a\u4e0a\u53d1\u8868\u9ad8\u8d28\u91cf\u8bba\u658710\u4f59\u7bc7\uff0c\u4e13\u5229\u6210\u679c30\u591a\u9879\u3002<\/p>\n <\/div>\n<\/div>\n\n<h3>\u62a5\u544a\u4e94\uff1a<\/h3>\n<div class=\"speaker\">\n <img decoding=\"async\" class=\"pic\" src=\"http:\/\/sigkg.cn\/ccks2025\/wp-content\/uploads\/2025\/09\/qiulin.jpg\" alt=\"\u90b1\u9716\">\n <div class=\"meta\">\n <p><span class=\"label\">\u62a5\u544a\u5609\u5bbe\uff1a<\/span>\u90b1\u9716\uff08AGI-EVAL\uff09<\/p>\n <p><strong>\u62a5\u544a\u9898\u76ee\uff1a<\/strong>AGI-Eval\uff1a\u5168\u9762\u4e25\u8c28\u7684\u5927\u6a21\u578b\u7efc\u5408\u8bc4\u6d4b\u65b9\u6848<\/p>\n <p><strong>\u62a5\u544a\u6458\u8981\uff1a<\/strong>\u5927\u6a21\u578b\u80fd\u529b\u7684\u98de\u901f\u63d0\u5347\u5bf9\u5927\u6a21\u578b\u8bc4\u6d4b\u6280\u672f\u63d0\u51fa\u4e86\u66f4\u9ad8\u7684\u8981\u6c42\u3002\u76ee\u524d\u5b66\u754c\u7684\u65b9\u6848\u591a\u4e3a\u9488\u5bf9\u6a21\u578b\u67d0\u9879\u5355\u70b9\u80fd\u529b\u7684\u9488\u5bf9\u6027\u8bc4\u6d4b\uff0c\u5bf9\u5404\u7c7b\u8bc4\u6d4b\u7ed3\u8bba\u8fdb\u884c\u5168\u9762\u79d1\u5b66\u7684\u603b\u7ed3\u548c\u7efc\u5408\u7684\u5de5\u4f5c\u8f83\u4e3a\u7f3a\u4e4f\u3002\u4e3a\u6b64\uff0cAGI-Eval\u8bc4\u6d4b\u793e\u533a\u53d1\u5e03\u4e86AGI-Eval Bench\uff0c\u8be5\u8bc4\u6d4b\u65b9\u6848\u4e3b\u6253\u5168\u9762\u3001\u4e25\u8c28\u4e24\u5927\u7279\u8d28\uff0c\u5728\u8bc4\u6d4b\u8303\u5f0f\u3001\u6a21\u578b\u6a21\u6001\u3001\u6a21\u578b\u80fd\u529b\u9879\u8986\u76d6\u5ea6\u3001\u6570\u636e\u79c1\u6709\u5316\u7a0b\u5ea6\u3001\u8bc4\u6d4b\u6570\u636e\u91cf\u3001\u699c\u5355\u66f4\u65b0\u901f\u7387\u7b49\u65b9\u9762\u90fd\u505a\u5230\u4e86\u4e1a\u5185\u5934\u90e8\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u6211\u4eec\u8fd8\u5c06\u4e0d\u65ad\u6295\u5165\u8bc4\u6d4b\u6280\u672f\u7814\u53d1\uff0c\u529b\u4e89\u8d70\u5728\u6a21\u578b\u80fd\u529b\u53d1\u5c55\u7684\u6700\u524d\u6cbf\uff0c\u6210\u4e3a\u56fd\u5185\u5916\u6700\u6743\u5a01\u7684\u5f00\u6e90\u5927\u6a21\u578b\u8bc4\u6d4b\u793e\u533a\u3002<\/p>\n <p><strong>\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong>\u90b1\u9716\u535a\u58eb\u76ee\u524d\u5728AGI-Eval\u8bc4\u6d4b\u793e\u533a\u62c5\u4efb\u8bc4\u6d4b\u6280\u672f\u8d1f\u8d23\u4eba\uff0c\u5176\u535a\u58eb\u6bd5\u4e1a\u4e8e\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u8ba1\u7b97\u673a\u7cfb\uff0c\u672c\u79d1\u6bd5\u4e1a\u4e8e\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u8ba1\u7b97\u673a\u7cfbACM\u73ed\u3002\u5176\u7814\u7a76\u5174\u8da3\u5305\u62ec\u673a\u5668\u5b66\u4e60\u548c\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u5728\u5927\u8bed\u8a00\u6a21\u578b\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u77e5\u8bc6\u56fe\u8c31\u7b49\u9886\u57df\u7684\u5e94\u7528\uff0c\u76ee\u524d\u4e13\u6ce8\u4e8e\u5927\u6a21\u578b\u8bc4\u6d4b\u76f8\u5173\u7684\u524d\u6cbf\u6280\u672f\u7814\u7a76\u548c\u63a2\u7d22\uff0c\u5728ACL\/EMNLP\/Neurips\/AAAI\u7b49\u56fd\u9645\u9876\u4f1a\u53d1\u8868\u76f8\u5173\u8bba\u6587\u4e8c\u5341\u4f59\u7bc7\u3002<\/p>\n <\/div>\n<\/div>\n\n<h3>\u62a5\u544a\u516d\uff1a<\/h3>\n<div class=\"speaker\">\n <img decoding=\"async\" class=\"pic\" src=\"http:\/\/sigkg.cn\/ccks2025\/wp-content\/uploads\/2025\/09\/sunxiongyong.jpg\" alt=\"\u5b59\u96c4\u52c7\">\n <div class=\"meta\">\n <p><span class=\"label\">\u62a5\u544a\u5609\u5bbe\uff1a<\/span>\u5b59\u96c4\u52c7\uff08\u84dd\u8018\u79d1\u6280\uff09<\/p>\n <p><strong>\u62a5\u544a\u9898\u76ee\uff1a<\/strong>\u884c\u4e1a\u667a\u80fd\u4f53\u57fa\u7840\u8bbe\u65bd\u5b9e\u8df5\uff1a\u57fa\u4e8e\u7b97\u529b\u4f18\u5316\u4e0eMCP\u751f\u6001\u4e92\u8054\u7684\u63a2\u7d22<\/p>\n <p><strong>\u62a5\u544a\u6458\u8981\uff1a<\/strong>\u968f\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u8fc5\u901f\u53d1\u5c55\uff0c\u4f01\u4e1a\u7ea7\u667a\u80fd\u4f53\u6b63\u6210\u4e3a\u63a8\u52a8\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6838\u5fc3\u52a8\u529b\u3002\u84dd\u8018\u79d1\u6280\u901a\u8fc7\u6784\u5efa\u9488\u5bf9\u884c\u4e1a\u4e2a\u6027\u5316\u9700\u6c42\u7684MaaS\u7b97\u529b\u5e73\u53f0\u548cMCP\u805a\u5408\u5e73\u53f0\uff0c\u6253\u9020\u5782\u76f4\u884c\u4e1a\u4f01\u4e1a\u7ea7\u667a\u80fd\u4f53\u670d\u52a1\u7684\u521b\u65b0\u5b9e\u8df5\u3002\u672c\u7814\u7a76\u57fa\u4e8e\u7b97\u529b\u4f18\u5316\u4e0eMCP\u751f\u6001\u4e92\u8054\u7684\u6280\u672f\u63a2\u7d22\uff0c\u5c24\u5176\u662fMCP\u805a\u5408\u5e73\u53f0\uff0c\u4f7f\u5782\u76f4\u667a\u80fd\u4f53\u80fd\u591f\u8de8\u884c\u4e1a\u590d\u7528\u6838\u5fc3\u80fd\u529b\uff0c\u540c\u65f6\u4fdd\u6301\u7279\u5b9a\u9886\u57df\u7684\u4e13\u4e1a\u6027\u3002\u8fd9\u79cd\u6a21\u5757\u5316\u67b6\u6784\u652f\u6301\u5feb\u901f\u5b9a\u5236\u548c\u90e8\u7f72\uff0c\u4e3a\u4e0d\u540c\u5782\u76f4\u9886\u57df\u7684\u5ba2\u6237\u63d0\u4f9b\u4e86\u5373\u63d2\u5373\u7528\u7684\u667a\u80fd\u5316\u89e3\u51b3\u65b9\u6848\u3002\u4ece\u800c\u4e3a\u4f01\u4e1a\u667a\u80fd\u5316\u8f6c\u578b\u63d0\u4f9b\u4e86\u53ef\u843d\u5730\u7684\u6280\u672f\u8def\u5f84\u548c\u5b9e\u8df5\u8303\u5f0f\u3002<\/p>\n <p><strong>\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong>\u5b59\u96c4\u52c7\u535a\u58eb\u76ee\u524d\u5c31\u804c\u4e8e\u84dd\u8018\u79d1\u6280\u96c6\u56e2\u80a1\u4efd\u6709\u9650\u516c\u53f8\uff0c\u672c\u79d1\u6bd5\u4e1a\u4e8e\u6e05\u534e\u5927\u5b66\uff0c\u535a\u58eb\u6bd5\u4e1a\u4e8e\u4e2d\u56fd\u79d1\u5b66\u9662\u58f0\u5b66\u7814\u7a76\u6240\u3002\u5728\u4eba\u5de5\u667a\u80fd\u7b49\u9886\u57df\u6709\u4e8c\u5341\u591a\u5e74\u5b9e\u8df5\u7ecf\u9a8c\uff0c\u4f5c\u4e3a\u4e3b\u8981\u8d1f\u8d23\u4eba\uff0c\u5f00\u521b\u4e2d\u56fd\u5b66\u672f\u4e0d\u7aef\u6587\u732e\u68c0\u6d4b\u5148\u6cb3\u5e76\u5546\u4e1a\u5316\uff0c\u6210\u679c\u5728\u591a\u9886\u57df\u5e7f\u6cdb\u5e94\u7528\u3002\u4e3b\u6301\u7814\u5236\u7684\u201c\u5b66\u672f\u4e0d\u7aef\u6587\u732e\u68c0\u6d4b\u7cfb\u7edf\u201d\u83b7\u201c\u5317\u4eac\u5e02\u8f6f\u4ef6\u548c\u4fe1\u606f\u670d\u52a1\u4e1a25\u5e74\u7a81\u51fa\u521b\u65b0\u5e94\u7528\u201d\u5956\u3002\u4f5c\u4e3a\u9879\u76ee\u8d1f\u8d23\u4eba\uff0c\u627f\u62c5\u4e86\u201c\u5317\u4eac\u5e02\u6587\u5316\u521b\u65b0\u53d1\u5c55\u4e13\u9879\u8d44\u91d1\u652f\u6301\u9879\u76ee\u201d\u548c\u201c\u56fd\u5bb6\u6570\u5b57\u590d\u5408\u51fa\u7248\u7cfb\u7edf\u5de5\u7a0b\u201d\u7b49\u8bfe\u9898\u3002<\/p>\n 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