\u7279\u9080\u5609\u5bbe \u00b7 \u524d\u6cbf\u8d8b\u52bf\u8bba\u575b<\/title>\n<style>\n :root{ --text:#222; --muted:#555; --border:#e5e7eb; }\n body{\n 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 }\n h1{font-size:2rem;margin:.2em 0 .6em}\n h2{font-size:1.5rem;margin:1.4em 0 .6em}\n h3{font-size:1.2rem;margin:1.2em 0 .3em}\n p{margin:.5em 0}\n\n \/* \u56fe\u7247\u5355\u72ec\u5c45\u4e2d\u653e\u5927\uff08\u53ef\u6309\u9700\u628a\u5c3a\u5bf8\u6539\u6210 260~320\uff09 *\/\n .speaker{display:block;margin:1.6em 0}\n .speaker .pic{\n display:block; width:320px;\n object-fit:cover; border-radius:12px;\n border:1px solid var(--border);\n margin:10px auto 16px;\n }\n .speaker .meta h3{font-size:1.25rem;margin:.2em 0 .4em}\n<\/style>\n<\/head>\n<body>\n\n<h1>\u7279\u9080\u5609\u5bbe<\/h1>\n\n\n<h2>\u7279\u9080\u5609\u5bbe\u4e00<\/h2>\n<div class=\"speaker\">\n <img decoding=\"async\" class=\"pic\" src=\"http:\/\/sigkg.cn\/ccks2025\/wp-content\/uploads\/2025\/09\/xuzongben.jpg\" alt=\"\u5f90\u5b97\u672c\">\n <div class=\"meta\">\n <h3>\u4e2a\u4eba\u7b80\u4ecb<\/h3>\n <p>\u5f90\u5b97\u672c(\u897f\u5b89\u4ea4\u901a\u5927\u5b66\u3001\u7436\u6d32\u5b9e\u9a8c\u5ba4(\u9ec4\u57d4))\uff0c\u4e2d\u56fd\u79d1\u5b66\u9662\u9662\u58eb\uff0c\u6570\u5b66\u5bb6\u3001\u897f\u5b89\u4ea4\u901a\u5927\u5b66\u6559\u6388\u3002\u4e3b\u8981\u4ece\u4e8b\u5e94\u7528\u6570\u5b66\u3001\u6570\u636e\u79d1\u5b66\u3001\u4eba\u5de5\u667a\u80fd\u7684\u57fa\u7840\u7406\u8bba\u7814\u7a76\u3002\u66fe\u63d0\u51fa\u7a00\u758f\u4fe1\u606f\u5904\u7406\u7684L(1\/2)\u6b63\u5219\u5316\u7406\u8bba,\u4e3a\u7a00\u758f\u5fae\u6ce2\u6210\u50cf\u63d0\u4f9b\u4e86\u91cd\u8981\u57fa\u7840\uff1b\u53d1\u73b0\u5e76\u8bc1\u660e\u673a\u5668\u5b66\u4e60\u7684\u201c\u5f90-\u7f57\u5947\u201d\u5b9a\u7406, \u89e3\u51b3\u4e86\u795e\u7ecf\u7f51\u7edc\u4e0e\u6a21\u62df\u6f14\u5316\u8ba1\u7b97\u4e2d\u7684\u4e00\u4e9b\u56f0\u96be\u95ee\u9898,\u4e3a\u975e\u6b27\u6c0f\u6846\u67b6\u4e0b\u673a\u5668\u5b66\u4e60\u4e0e\u975e\u7ebf\u6027\u5206\u6790\u63d0\u4f9b\u4e86\u666e\u904d\u7684\u6570\u91cf\u63a8\u6f14\u51c6\u5219; \u63d0\u51fa\u57fa\u4e8e\u89c6\u89c9\u8ba4\u77e5\u7684\u6570\u636e\u5efa\u6a21\u65b0\u539f\u7406\u4e0e\u65b0\u65b9\u6cd5\uff0c\u5f62\u6210\u4e86\u805a\u7c7b\u5206\u6790\u3001\u5224\u522b\u5206\u6790\u3001\u9690\u53d8\u91cf\u5206\u6790\u7b49\u7cfb\u5217\u6570\u636e\u6316\u6398\u6838\u5fc3\u7b97\u6cd5, \u5e76\u5e7f\u6cdb\u5e94\u7528\u4e8e\u79d1\u5b66\u4e0e\u5de5\u7a0b\u9886\u57df\u3002\u66fe\u83b7\u56fd\u5bb6\u81ea\u7136\u79d1\u5b66\u4e8c\u7b49\u5956\uff082\u6b21\uff09\u3001\u56fd\u5bb6\u79d1\u6280\u8fdb\u6b65\u4e8c\u7b49\u5956\u3001\u9655\u897f\u7701\u6700\u9ad8\u79d1\u6280\u5956; \u56fd\u9645IAITQM \u7406\u67e5\u5fb7.\u666e\u83b1\u65af(Richard Price)\u6570\u636e\u79d1\u5b66\u5956; \u4e2d\u56fd\u9648\u5609\u5e9a\u79d1\u5b66\u5956\u3001\u534e\u7f57\u5e9a\u6570\u5b66\u5956\u3001\u5434\u6587\u4fca\u4eba\u5de5\u667a\u80fd\u6700\u9ad8\u79d1\u6280\u6210\u5c31\u5956\u3001\u82cf\u6b65\u9752\u5e94\u7528\u6570\u5b66\u5956\uff1b\u66fe\u57282010\u5e74\u4e16\u754c\u6570\u5b66\u5bb6\u5927\u4f1a\u4e0a\u4f5c45\u5206\u949f\u7279\u9080\u62a5\u544a\u3002\n\u66fe\u4efb\u897f\u5b89\u4ea4\u901a\u5927\u5b66\u526f\u6821\u957f\uff0c\u73b0\u4efb\u9e4f\u57ce\u56fd\u5bb6\u5b9e\u9a8c\u5ba4\u5e7f\u5dde\u57fa\u5730\/\u7436\u5dde\u5b9e\u9a8c\u5ba4(\u9ec4\u57d4)\u4e3b\u4efb\u3001\u9655\u897f\u56fd\u5bb6\u5e94\u7528\u6570\u5b66\u4e2d\u5fc3\u4e3b\u4efb\u3001\u897f\u5b89\u4ea4\u901a\u5927\u5b66\u6570\u5b66\u4e0e\u6570\u5b66\u6280\u672f\u7814\u7a76\u9662\u9662\u957f\u3001 \u5927\u6570\u636e\u7b97\u6cd5\u4e0e\u5206\u6790\u6280\u672f\u56fd\u5bb6\u5de5\u7a0b\u5b9e\u9a8c\u5ba4\u4e3b\u4efb\u7b49\u3002\u662f\u56fd\u5bb6\u5927\u6570\u636e\u4e13\u5bb6\u54a8\u8be2\u59d4\u5458\u4f1a\u59d4\u5458\u3001\u56fd\u5bb6\u65b0\u4e00\u4ee3\u4eba\u5de5\u667a\u80fd\u6218\u7565\u54a8\u8be2\u59d4\u5458\u4f1a\u59d4\u5458\u3002\n<\/p>\n\n <h3>\u62a5\u544a\u6807\u9898<\/h3>\n <p><strong>AI\uff1a\u65e0\u9650\u7ef4\u95ee\u9898 vs \u6709\u9650\u7ef4\u6280\u672f \u2014\u2014 \u6d45\u6790\u5927\u6a21\u578b\u67b6\u6784\u7684\u8bbe\u8ba1\u539f\u7406<\/strong><\/p>\n\n <h3>\u62a5\u544a\u6458\u8981<\/h3>\n <p>AI\u95ee\u9898\u7684\u56f0\u96be\u90e8\u5206\u672c\u8d28\u4e0a\u90fd\u662f\u65e0\u9650\u7ef4\u7684,\u5982\u673a\u5668\u5b66\u4e60\u3001\u6a21\u62df\u5b66\u4e60\u65b9\u6cd5\u8bba(SLeM)\u3001\u4e16\u754c\u6a21\u578b\u6784\u5efa\u7b49, \u4f46\u57fa\u4e8e\u6570\u5b57\u6280\u672f(\u7279\u522b\u662f\u51af.\u8bfa\u4f9d\u66fc\u8ba1\u7b97\u673a)\u5b9e\u73b0\u7684AI\u6280\u672f\u90fd\u672c\u8d28\u4e0a\u662f\u6709\u9650\u7ef4\u7684\u3002\u8fd9\u4e00\u5dee\u5f02\u5bfc\u81f4AI\u7814\u7a76\u6709\u8bf8\u591a\u56f0\u5883,\u5982\u7f3a\u5c11\u4e25\u5bc6\u7684\u6570\u5b66\u57fa\u7840\u3001\u6df1\u5ea6\u67b6\u6784(\u5927\u6a21\u578b\u67b6\u6784) \u8bbe\u8ba1\u539f\u7406\u4e0d\u6e05\u3001\u5bf9AI\u7cfb\u7edf\u7684\u6027\u80fd\u8bc4\u4f30\u9760\u6d4b\u8bd5\u800c\u7f3a\u5c11\u7406\u8bba\u5224\u636e\u7b49\u3002\u672c\u62a5\u544a\u901a\u8fc7\u5c06\u667a\u80fd\u95ee\u9898\u63cf\u8ff0\u4f5c\u65e0\u9650\u7ef4\u51fd\u6570\u7a7a\u95f4\u4e0a\u7684\u4f18\u5316\u95ee\u9898,\u5e76\u5c06\u667a\u80fd\u95ee\u9898\u7684\u4efb\u610f\u6781\u5c0f\u5316\u5e8f\u5217\u622a\u65ad\u5b9a\u4e49\u4e3aAI\u6df1\u5ea6\u67b6\u6784,\u9610\u660e\u201cAI\u6df1\u5ea6\u67b6\u6784\u8bbe\u8ba1\u662f\u51fd\u6570\u7a7a\u95f4\u4e0a\u7684\u7b97\u5b50\u7c07\u516c\u5171\u4e0d\u52a8\u70b9\u95ee\u9898,\u800c\u4e0d\u662f\u903c\u8fd1\u8bba\u95ee\u9898\u201d\uff0c\u7531\u6b64\u63ed\u793a\u5e76\u5f62\u6210\u5927\u6a21\u578b\u67b6\u6784\u8bbe\u8ba1\u7684\u4e00\u4e2a\u65b0\u539f\u7406\u4e0e\u65b0\u65b9\u6cd5\u3002\u57fa\u4e8e\u65b0\u539f\u7406\u4e0e\u65b0\u65b9\u6cd5,\u6211\u4eec\u63d0\u51fa\u4e0d\u540c\u4e8eGPT\u67b6\u6784\u7684\u4e00\u4e2a\u65b0\u5927\u6a21\u578b\u67b6\u6784\u2014\u6df1\u5ea6\u6838\u7f51\u7edc\u3002\u6211\u4eec\u4e5f\u63d0\u51fa\u201c\u56de\u5230\u65e0\u9650\u7ef4\u7cfb\u7edf\u6765\u8bc4\u4ef7\u6709\u9650\u7ef4\u6280\u672f\/AI\u5927\u6a21\u578b\u201d\u7684\u6781\u9650\u8bba\u65b9\u6cd5\u3002\u8fd9\u4e00\u65b9\u6cd5\u57fa\u4e8e\u5927\u6a21\u578b\u6781\u9650\u67b6\u6784\u7684\u5b58\u5728\u6027\u4e0e\u6027\u80fd\u6765\u8bc4\u4f30\u5927\u6a21\u578b,\u6240\u5efa\u7acb\u8d77\u7684\u7406\u8bba\u63d0\u4f9b\u4e86\u5bf9\u5927\u6a21\u578b\u667a\u80fd\u6d8c\u73b0\u548c\u5c3a\u5ea6\u5f8b(Scaling Laws)\u7684\u7406\u8bba\u89e3\u91ca\u4e0e\u76f4\u63a5\u5224\u636e<\/p>\n <\/div>\n<\/div>\n\n\n<h2>\u7279\u9080\u5609\u5bbe\u4e8c<\/h2>\n<div class=\"speaker\">\n <img decoding=\"async\" class=\"pic\" src=\"http:\/\/sigkg.cn\/ccks2025\/wp-content\/uploads\/2025\/09\/jeffpan.jpg\" alt=\"Jeff Pan\">\n <div class=\"meta\">\n <h3>\u4e2a\u4eba\u7b80\u4ecb<\/h3>\n <p>Jeff Pan\u6559\u6388, \u82f1\u56fd\u7231\u4e01\u5821\u5927\u5b66\u4fe1\u606f\u5b66\u9662\u7ec8\u8eab\u8bb2\u5e2d\u6559\u6388\uff0c\u534e\u4e3a\u7231\u4e01\u5821\u77e5\u8bc6\u56fe\u8c31\u5b9e\u9a8c\u5ba4\u4e3b\u4efb\uff0c\u957f\u6c5f\u5b66\u8005(\u5c71\u897f\u5927\u5b66\u7279\u8058\u6559\u6388)\uff0c\u82f1\u56fd\u963f\u5170\u00b7\u56fe\u7075\u7814\u7a76\u9662\u77e5\u8bc6\u56fe\u8c31\u4e3b\u5e2d\u3002\u4ed6\u76ee\u524d\u7684\u7814\u7a76\u4e3b\u8981\u5728\u63a2\u8ba8\u663e\u5f0f\u77e5\u8bc6\u548c\u53c2\u6570\u77e5\u8bc6\u4e4b\u95f4\u7684\u4e92\u52a8\uff08H-index: 61)\u3002\u6700\u8fd1\uff0c\u4ed6\u9886\u5bfc\u4e86\u4e00\u9879\u5168\u7403\u5408\u4f5c\uff0c\u7814\u7a76\u5927\u578b\u8bed\u8a00\u6a21\u578b\u548c\u77e5\u8bc6\u56fe\u8c31\u4e92\u52a8\u5e26\u6765\u7684\u673a\u9047\u548c\u6311\u6218\u3002<\/p>\n\n <h3>\u62a5\u544a\u6807\u9898<\/h3>\n <p><strong>Harmonizing Explicit and Parametric Knowledge: Unveiling the Power of RAG and Beyond<\/strong><\/p>\n\n <h3>\u62a5\u544a\u6458\u8981<\/h3>\n <p>Large Language Models (LLMs) are reshaping Knowledge Representation \u2014 and redefining how we think about knowledge itself. Their rapid rise signals a turning point: a shift from traditional symbolic representations to the era of vast, dynamic parametric knowledge. But critical questions remain: Are LLMs reliable knowledge-bases? What should we do if they are not? Can they become reliable knowledge bases in the future?\n \nIn this talk, I will share initial findings that shed light on these questions and, time permitting, explore the opportunities and future directions opened by this renewed focus on parametric knowledge.\n<\/p>\n <\/div>\n<\/div>\n\n\n<h2>\u7279\u9080\u5609\u5bbe\u4e09<\/h2>\n<div class=\"speaker\">\n <img decoding=\"async\" class=\"pic\" src=\"http:\/\/sigkg.cn\/ccks2025\/wp-content\/uploads\/2025\/09\/zhoujun.jpg\" alt=\"\u5468\u4fca\">\n <div class=\"meta\">\n <h3>\u4e2a\u4eba\u7b80\u4ecb<\/h3>\n <p>\u5468\u4fca\u535a\u58eb\uff0c\u8682\u8681\u767e\u7075\u5927\u6a21\u578b\u8d1f\u8d23\u4eba\uff0c\u76ee\u524d\u81f4\u529b\u4e8e\u57fa\u7840\u5927\u6a21\u578b\u3001\u673a\u5668\u5b66\u4e60\u7b49\u4eba\u5de5\u667a\u80fd\u6280\u672f\u521b\u65b0\uff0c\u4ee5\u53ca\u6a21\u578b\u5f00\u6e90\u76f8\u5173\u5de5\u4f5c\u3002\u5468\u4fca\u5728\u56fd\u5185\u5916\u53d1\u8868AI\u8bba\u6587\u767e\u4f59\u7bc7\uff0cH-index\u4e3a46\uff0c\u5e76\u83b7\u5f973\u9879\u56fd\u9645\u6700\u4f73\u8bba\u6587\u5956\u548c41\u9879\u7f8e\u56fd\u6388\u6743\u4e13\u5229\u3002\u4f5c\u4e3a\u7b2c\u4e00\u6279\u6280\u672f\u9aa8\u5e72\uff0c\u5468\u4fca\u53c2\u4e0e\u5efa\u8bbe\u4e86\u56fd\u5185\u9996\u4e2a\u4e91\u8ba1\u7b97\u7cfb\u7edf\uff0c\u4e3a\u4e91\u8ba1\u7b97\u5927\u89c4\u6a21\u5546\u4e1a\u5316\u5960\u5b9a\u57fa\u7840\u3002\u4f5c\u4e3a\u963f\u91cc\u548c\u8682\u8681AI\u7684\u521b\u59cb\u6210\u5458\uff0c\u5468\u4fca\u6df1\u5ea6\u53c2\u4e0e\u5e76\u6784\u5efa\u4e86\u5305\u62ec\u53cc11\u7535\u5546\u4e2a\u6027\u5316\u63a8\u8350\u3001\u652f\u4ed8\u5b9d\u667a\u80fd\u5316\u5728\u5185\u7684\u591a\u4e2a\u767e\u4ebf\u7ea7AI\u9879\u76ee\uff0c\u5e26\u9886\u56e2\u961f\u57284\u9879\u56fd\u9645\u7b97\u6cd5\u8bc4\u6d4b\u4e2d\u6392\u540d\u7b2c1\uff0c\u5e76\u83b7\u5f97CCF\u79d1\u6280\u8fdb\u6b651\u7b49\u5956\u3001\u5434\u6587\u4fca\u4eba\u5de5\u667a\u80fd\u79d1\u6280\u8fdb\u6b651\u7b49\u5956\u3001\u7535\u5b50\u5b66\u4f1a\u79d1\u6280\u8fdb\u6b651\u7b49\u5956\u548c\u6d59\u6c5f\u7701\u79d1\u6280\u8fdb\u6b651\u7b49\u5956\u7b49\u591a\u4e2aAI\u9886\u57df\u5956\u52b1\uff0c\u5e2e\u52a9\u63d0\u5347\u4e86\u6838\u5fc3\u79d1\u6280\u7ade\u4e89\u529b\u3002<\/p>\n\n <h3>\u62a5\u544a\u6807\u9898<\/h3>\n <p><strong>\u767e\u7075\u901a\u7528\u57fa\u5ea7\u5927\u6a21\u578b\u6838\u5fc3\u6280\u672f\u63a2\u7d22<\/strong><\/p>\n\n <h3>\u62a5\u544a\u6458\u8981<\/h3>\n <p>\u672c\u6b21\u6f14\u8bb2\u5c06\u6df1\u5165\u63a2\u8ba8\u8682\u8681\u96c6\u56e2\u81ea\u7814\u7684\u767e\u7075\u57fa\u7840\u5927\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u517c\u5177\u8bed\u8a00\u4e0e\u5168\u6a21\u6001\u80fd\u529b\u3002\u6211\u4eec\u5c06\u57fa\u4e8eScaling Law\uff0c\u6df1\u5ea6\u5256\u6790\u767e\u7075\u5927\u6a21\u578b\u5728\u67b6\u6784\u4f18\u5316\u3001\u7edf\u4e00\u751f\u6210\u4e0e\u7406\u89e3\u7b49\u6838\u5fc3\u6280\u672f\u9886\u57df\u7684\u521b\u65b0\u5b9e\u8df5\u4e0e\u7a81\u7834\u3002\u5185\u5bb9\u5c06\u6db5\u76d6\u5982\u4f55\u4ece\u6d77\u91cf\u591a\u6837\u5316\u6570\u636e\u4e2d\u6784\u5efa\u9ad8\u8d28\u91cf\u9884\u8bad\u7ec3\u8bed\u6599\u7684\u5173\u952e\u6280\u672f\u8def\u5f84\u4e0e\u6311\u6218\u3002\u540c\u65f6\uff0c\u4e5f\u5c06\u5206\u4eab\u4e00\u5957\u7cfb\u7edf\u5316\u3001\u79d1\u5b66\u7684\u8bc4\u6d4b\u4f53\u7cfb\uff0c\u5168\u9762\u8bc4\u4f30\u6a21\u578b\u5728\u8bed\u8a00\u7406\u89e3\u3001\u591a\u6a21\u6001\u5bf9\u9f50\u3001\u901a\u7528\u63a8\u7406\u7b49\u6838\u5fc3\u80fd\u529b\u4e0a\u7684\u8868\u73b0\u3002\u6b64\u5916\uff0c\u8fd8\u5c06\u63a2\u8ba8\u5f00\u6e90\u5b9e\u8df5\uff0c\u4ee5\u671f\u5171\u540c\u4fc3\u8fdbAI\u6280\u672f\u751f\u6001\u7684\u7e41\u8363\u4e0e\u53d1\u5c55\u3002<\/p>\n 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[…]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"full-width-page-template.php","meta":[],"_links":{"self":[{"href":"https:\/\/sigkg.cn\/ccks2025\/wp-json\/wp\/v2\/pages\/1148"}],"collection":[{"href":"https:\/\/sigkg.cn\/ccks2025\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/sigkg.cn\/ccks2025\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/sigkg.cn\/ccks2025\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/sigkg.cn\/ccks2025\/wp-json\/wp\/v2\/comments?post=1148"}],"version-history":[{"count":5,"href":"https:\/\/sigkg.cn\/ccks2025\/wp-json\/wp\/v2\/pages\/1148\/revisions"}],"predecessor-version":[{"id":1267,"href":"https:\/\/sigkg.cn\/ccks2025\/wp-json\/wp\/v2\/pages\/1148\/revisions\/1267"}],"wp:attachment":[{"href":"https:\/\/sigkg.cn\/ccks2025\/wp-json\/wp\/v2\/media?parent=1148"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

{"id":1148,"date":"2025-09-06T13:05:45","date_gmt":"2025-09-06T05:05:45","guid":{"rendered":"https:\/\/sigkg.cn\/ccks2025\/?page_id=1148"},"modified":"2025-09-15T11:05:47","modified_gmt":"2025-09-15T03:05:47","slug":"keynotes","status":"publish","type":"page","link":"http:\/\/sigkg.cn\/ccks2025\/keynotes\/","title":{"rendered":"\u7279\u9080\u62a5\u544a"},"content":{"rendered":"\n\n\n\n\n\n\u7279\u9080\u5609\u5bbe \u00b7 \u524d\u6cbf\u8d8b\u52bf\u8bba\u575b<\/title>\n<style>\n :root{ --text:#222; --muted:#555; --border:#e5e7eb; }\n body{\n 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 }\n h1{font-size:2rem;margin:.2em 0 .6em}\n h2{font-size:1.5rem;margin:1.4em 0 .6em}\n h3{font-size:1.2rem;margin:1.2em 0 .3em}\n p{margin:.5em 0}\n\n \/* \u56fe\u7247\u5355\u72ec\u5c45\u4e2d\u653e\u5927\uff08\u53ef\u6309\u9700\u628a\u5c3a\u5bf8\u6539\u6210 260~320\uff09 *\/\n 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<p>\u5f90\u5b97\u672c(\u897f\u5b89\u4ea4\u901a\u5927\u5b66\u3001\u7436\u6d32\u5b9e\u9a8c\u5ba4(\u9ec4\u57d4))\uff0c\u4e2d\u56fd\u79d1\u5b66\u9662\u9662\u58eb\uff0c\u6570\u5b66\u5bb6\u3001\u897f\u5b89\u4ea4\u901a\u5927\u5b66\u6559\u6388\u3002\u4e3b\u8981\u4ece\u4e8b\u5e94\u7528\u6570\u5b66\u3001\u6570\u636e\u79d1\u5b66\u3001\u4eba\u5de5\u667a\u80fd\u7684\u57fa\u7840\u7406\u8bba\u7814\u7a76\u3002\u66fe\u63d0\u51fa\u7a00\u758f\u4fe1\u606f\u5904\u7406\u7684L(1\/2)\u6b63\u5219\u5316\u7406\u8bba,\u4e3a\u7a00\u758f\u5fae\u6ce2\u6210\u50cf\u63d0\u4f9b\u4e86\u91cd\u8981\u57fa\u7840\uff1b\u53d1\u73b0\u5e76\u8bc1\u660e\u673a\u5668\u5b66\u4e60\u7684\u201c\u5f90-\u7f57\u5947\u201d\u5b9a\u7406, \u89e3\u51b3\u4e86\u795e\u7ecf\u7f51\u7edc\u4e0e\u6a21\u62df\u6f14\u5316\u8ba1\u7b97\u4e2d\u7684\u4e00\u4e9b\u56f0\u96be\u95ee\u9898,\u4e3a\u975e\u6b27\u6c0f\u6846\u67b6\u4e0b\u673a\u5668\u5b66\u4e60\u4e0e\u975e\u7ebf\u6027\u5206\u6790\u63d0\u4f9b\u4e86\u666e\u904d\u7684\u6570\u91cf\u63a8\u6f14\u51c6\u5219; 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\u4e2d\u56fd\u9648\u5609\u5e9a\u79d1\u5b66\u5956\u3001\u534e\u7f57\u5e9a\u6570\u5b66\u5956\u3001\u5434\u6587\u4fca\u4eba\u5de5\u667a\u80fd\u6700\u9ad8\u79d1\u6280\u6210\u5c31\u5956\u3001\u82cf\u6b65\u9752\u5e94\u7528\u6570\u5b66\u5956\uff1b\u66fe\u57282010\u5e74\u4e16\u754c\u6570\u5b66\u5bb6\u5927\u4f1a\u4e0a\u4f5c45\u5206\u949f\u7279\u9080\u62a5\u544a\u3002\n\u66fe\u4efb\u897f\u5b89\u4ea4\u901a\u5927\u5b66\u526f\u6821\u957f\uff0c\u73b0\u4efb\u9e4f\u57ce\u56fd\u5bb6\u5b9e\u9a8c\u5ba4\u5e7f\u5dde\u57fa\u5730\/\u7436\u5dde\u5b9e\u9a8c\u5ba4(\u9ec4\u57d4)\u4e3b\u4efb\u3001\u9655\u897f\u56fd\u5bb6\u5e94\u7528\u6570\u5b66\u4e2d\u5fc3\u4e3b\u4efb\u3001\u897f\u5b89\u4ea4\u901a\u5927\u5b66\u6570\u5b66\u4e0e\u6570\u5b66\u6280\u672f\u7814\u7a76\u9662\u9662\u957f\u3001 \u5927\u6570\u636e\u7b97\u6cd5\u4e0e\u5206\u6790\u6280\u672f\u56fd\u5bb6\u5de5\u7a0b\u5b9e\u9a8c\u5ba4\u4e3b\u4efb\u7b49\u3002\u662f\u56fd\u5bb6\u5927\u6570\u636e\u4e13\u5bb6\u54a8\u8be2\u59d4\u5458\u4f1a\u59d4\u5458\u3001\u56fd\u5bb6\u65b0\u4e00\u4ee3\u4eba\u5de5\u667a\u80fd\u6218\u7565\u54a8\u8be2\u59d4\u5458\u4f1a\u59d4\u5458\u3002\n<\/p>\n\n <h3>\u62a5\u544a\u6807\u9898<\/h3>\n <p><strong>AI\uff1a\u65e0\u9650\u7ef4\u95ee\u9898 vs \u6709\u9650\u7ef4\u6280\u672f \u2014\u2014 \u6d45\u6790\u5927\u6a21\u578b\u67b6\u6784\u7684\u8bbe\u8ba1\u539f\u7406<\/strong><\/p>\n\n <h3>\u62a5\u544a\u6458\u8981<\/h3>\n <p>AI\u95ee\u9898\u7684\u56f0\u96be\u90e8\u5206\u672c\u8d28\u4e0a\u90fd\u662f\u65e0\u9650\u7ef4\u7684,\u5982\u673a\u5668\u5b66\u4e60\u3001\u6a21\u62df\u5b66\u4e60\u65b9\u6cd5\u8bba(SLeM)\u3001\u4e16\u754c\u6a21\u578b\u6784\u5efa\u7b49, \u4f46\u57fa\u4e8e\u6570\u5b57\u6280\u672f(\u7279\u522b\u662f\u51af.\u8bfa\u4f9d\u66fc\u8ba1\u7b97\u673a)\u5b9e\u73b0\u7684AI\u6280\u672f\u90fd\u672c\u8d28\u4e0a\u662f\u6709\u9650\u7ef4\u7684\u3002\u8fd9\u4e00\u5dee\u5f02\u5bfc\u81f4AI\u7814\u7a76\u6709\u8bf8\u591a\u56f0\u5883,\u5982\u7f3a\u5c11\u4e25\u5bc6\u7684\u6570\u5b66\u57fa\u7840\u3001\u6df1\u5ea6\u67b6\u6784(\u5927\u6a21\u578b\u67b6\u6784) \u8bbe\u8ba1\u539f\u7406\u4e0d\u6e05\u3001\u5bf9AI\u7cfb\u7edf\u7684\u6027\u80fd\u8bc4\u4f30\u9760\u6d4b\u8bd5\u800c\u7f3a\u5c11\u7406\u8bba\u5224\u636e\u7b49\u3002\u672c\u62a5\u544a\u901a\u8fc7\u5c06\u667a\u80fd\u95ee\u9898\u63cf\u8ff0\u4f5c\u65e0\u9650\u7ef4\u51fd\u6570\u7a7a\u95f4\u4e0a\u7684\u4f18\u5316\u95ee\u9898,\u5e76\u5c06\u667a\u80fd\u95ee\u9898\u7684\u4efb\u610f\u6781\u5c0f\u5316\u5e8f\u5217\u622a\u65ad\u5b9a\u4e49\u4e3aAI\u6df1\u5ea6\u67b6\u6784,\u9610\u660e\u201cAI\u6df1\u5ea6\u67b6\u6784\u8bbe\u8ba1\u662f\u51fd\u6570\u7a7a\u95f4\u4e0a\u7684\u7b97\u5b50\u7c07\u516c\u5171\u4e0d\u52a8\u70b9\u95ee\u9898,\u800c\u4e0d\u662f\u903c\u8fd1\u8bba\u95ee\u9898\u201d\uff0c\u7531\u6b64\u63ed\u793a\u5e76\u5f62\u6210\u5927\u6a21\u578b\u67b6\u6784\u8bbe\u8ba1\u7684\u4e00\u4e2a\u65b0\u539f\u7406\u4e0e\u65b0\u65b9\u6cd5\u3002\u57fa\u4e8e\u65b0\u539f\u7406\u4e0e\u65b0\u65b9\u6cd5,\u6211\u4eec\u63d0\u51fa\u4e0d\u540c\u4e8eGPT\u67b6\u6784\u7684\u4e00\u4e2a\u65b0\u5927\u6a21\u578b\u67b6\u6784\u2014\u6df1\u5ea6\u6838\u7f51\u7edc\u3002\u6211\u4eec\u4e5f\u63d0\u51fa\u201c\u56de\u5230\u65e0\u9650\u7ef4\u7cfb\u7edf\u6765\u8bc4\u4ef7\u6709\u9650\u7ef4\u6280\u672f\/AI\u5927\u6a21\u578b\u201d\u7684\u6781\u9650\u8bba\u65b9\u6cd5\u3002\u8fd9\u4e00\u65b9\u6cd5\u57fa\u4e8e\u5927\u6a21\u578b\u6781\u9650\u67b6\u6784\u7684\u5b58\u5728\u6027\u4e0e\u6027\u80fd\u6765\u8bc4\u4f30\u5927\u6a21\u578b,\u6240\u5efa\u7acb\u8d77\u7684\u7406\u8bba\u63d0\u4f9b\u4e86\u5bf9\u5927\u6a21\u578b\u667a\u80fd\u6d8c\u73b0\u548c\u5c3a\u5ea6\u5f8b(Scaling Laws)\u7684\u7406\u8bba\u89e3\u91ca\u4e0e\u76f4\u63a5\u5224\u636e<\/p>\n <\/div>\n<\/div>\n\n\n<h2>\u7279\u9080\u5609\u5bbe\u4e8c<\/h2>\n<div class=\"speaker\">\n <img decoding=\"async\" class=\"pic\" src=\"http:\/\/sigkg.cn\/ccks2025\/wp-content\/uploads\/2025\/09\/jeffpan.jpg\" alt=\"Jeff Pan\">\n <div class=\"meta\">\n <h3>\u4e2a\u4eba\u7b80\u4ecb<\/h3>\n <p>Jeff Pan\u6559\u6388, \u82f1\u56fd\u7231\u4e01\u5821\u5927\u5b66\u4fe1\u606f\u5b66\u9662\u7ec8\u8eab\u8bb2\u5e2d\u6559\u6388\uff0c\u534e\u4e3a\u7231\u4e01\u5821\u77e5\u8bc6\u56fe\u8c31\u5b9e\u9a8c\u5ba4\u4e3b\u4efb\uff0c\u957f\u6c5f\u5b66\u8005(\u5c71\u897f\u5927\u5b66\u7279\u8058\u6559\u6388)\uff0c\u82f1\u56fd\u963f\u5170\u00b7\u56fe\u7075\u7814\u7a76\u9662\u77e5\u8bc6\u56fe\u8c31\u4e3b\u5e2d\u3002\u4ed6\u76ee\u524d\u7684\u7814\u7a76\u4e3b\u8981\u5728\u63a2\u8ba8\u663e\u5f0f\u77e5\u8bc6\u548c\u53c2\u6570\u77e5\u8bc6\u4e4b\u95f4\u7684\u4e92\u52a8\uff08H-index: 61)\u3002\u6700\u8fd1\uff0c\u4ed6\u9886\u5bfc\u4e86\u4e00\u9879\u5168\u7403\u5408\u4f5c\uff0c\u7814\u7a76\u5927\u578b\u8bed\u8a00\u6a21\u578b\u548c\u77e5\u8bc6\u56fe\u8c31\u4e92\u52a8\u5e26\u6765\u7684\u673a\u9047\u548c\u6311\u6218\u3002<\/p>\n\n <h3>\u62a5\u544a\u6807\u9898<\/h3>\n <p><strong>Harmonizing Explicit and Parametric Knowledge: Unveiling the Power of RAG and Beyond<\/strong><\/p>\n\n <h3>\u62a5\u544a\u6458\u8981<\/h3>\n <p>Large Language Models (LLMs) are reshaping Knowledge Representation \u2014 and redefining how we think about knowledge itself. Their rapid rise signals a turning point: a shift from traditional symbolic representations to the era of vast, dynamic parametric knowledge. But critical questions remain: Are LLMs reliable knowledge-bases? What should we do if they are not? Can they become reliable knowledge bases in the future?\n \nIn this talk, I will share initial findings that shed light on these questions and, time permitting, explore the opportunities and future directions opened by this renewed focus on parametric knowledge.\n<\/p>\n <\/div>\n<\/div>\n\n\n<h2>\u7279\u9080\u5609\u5bbe\u4e09<\/h2>\n<div class=\"speaker\">\n <img decoding=\"async\" class=\"pic\" src=\"http:\/\/sigkg.cn\/ccks2025\/wp-content\/uploads\/2025\/09\/zhoujun.jpg\" alt=\"\u5468\u4fca\">\n <div class=\"meta\">\n <h3>\u4e2a\u4eba\u7b80\u4ecb<\/h3>\n 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<h3>\u62a5\u544a\u6807\u9898<\/h3>\n <p><strong>\u767e\u7075\u901a\u7528\u57fa\u5ea7\u5927\u6a21\u578b\u6838\u5fc3\u6280\u672f\u63a2\u7d22<\/strong><\/p>\n\n <h3>\u62a5\u544a\u6458\u8981<\/h3>\n <p>\u672c\u6b21\u6f14\u8bb2\u5c06\u6df1\u5165\u63a2\u8ba8\u8682\u8681\u96c6\u56e2\u81ea\u7814\u7684\u767e\u7075\u57fa\u7840\u5927\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u517c\u5177\u8bed\u8a00\u4e0e\u5168\u6a21\u6001\u80fd\u529b\u3002\u6211\u4eec\u5c06\u57fa\u4e8eScaling 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