{"id":726,"date":"2024-08-06T13:47:58","date_gmt":"2024-08-06T05:47:58","guid":{"rendered":"https:\/\/sigkg.cn\/ccks-ijckg2024\/?page_id=726"},"modified":"2024-11-20T13:16:52","modified_gmt":"2024-11-20T05:16:52","slug":"726-2","status":"publish","type":"page","link":"http:\/\/sigkg.cn\/ccks-ijckg2024\/industry\/","title":{"rendered":"\u5de5\u4e1a\u754c\u8bba\u575b"},"content":{"rendered":"\n<p><strong>\u62a5\u544a\u6807\u9898\uff1a\u77e5\u8bc6\u56fe\u8c31\u589e\u5f3a\u7684\u5927\u6a21\u578b(GraphRAG)\u4ea7\u4e1a\u5316\u5e94\u7528\u63a2\u7d22\u5b9e\u8df5 &#8211; \u751f\u547d\u79d1\u5b66\u884c\u4e1a\u6570\u5b57\u5316\u8f6c\u578b\u65b0\u8303\u5f0f<\/strong> [<a 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class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" loading=\"lazy\" src=\"http:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/08\/\u674e\u667a\u661f.png\" alt=\"\" class=\"wp-image-718\" width=\"203\" height=\"236\" srcset=\"https:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/08\/\u674e\u667a\u661f.png 568w, https:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/08\/\u674e\u667a\u661f-259x300.png 259w\" sizes=\"(max-width: 203px) 100vw, 203px\" \/><\/figure>\n\n\n\n<p><strong>\u62a5\u544a\u6458\u8981\uff1a<\/strong><br>\u4ee5\u201c\u8ba9\u673a\u5668\u50cf\u4eba\u4e00\u6837\u601d\u8003\u201d\u4e3a\u613f\u666f\uff0c\u667a\u8c31 AI \u81f4\u529b\u4e8e\u6253\u9020\u65b0\u4e00\u4ee3\u8ba4\u77e5\u667a\u80fd\u5927\u6a21\u578b\uff0c\u4e13\u6ce8\u4e8e\u505a\u5927\u6a21\u578b\u7684\u4e2d\u56fd\u521b\u65b0\u3002\u516c\u53f8\u4e8e2020\u5e74\u5e95\u7814\u53d1 GLM 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\u5f00\u53d1\u65b0\u8303\u5f0f\u3002<br><br><strong>\u4e13\u5bb6\u4ecb\u7ecd\uff1a<\/strong><br>\u674e\u667a\u661f\uff0c\u535a\u58eb\uff0c\u526f\u6559\u6388\uff0c\u667a\u8c31 AI\u653f\u5e9c\u5ba2\u6237\u4e8b\u4e1a\u90e8\u6280\u672f\u8d1f\u8d23\u4eba\uff0c\u6e05\u534e\u5927\u5b66\u535a\u58eb\u540e\u3002\u5386\u4efb\u963f\u91cc\u5df4\u5df4\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\u77e5\u8bc6\u95ee\u7b54\u7b97\u6cd5\u8d1f\u8d23\u4eba\uff0c\u6ee1\u5e2e\u96c6\u56e2 AI\u7b97\u6cd5\u603b\u76d1\u3002\u7814\u7a76\u65b9\u5411\u4e3a\u4eba\u5de5\u667a\u80fd\u3001\u673a\u5668\u5b66\u4e60\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3002\u4e3b\u5bfc\u4e86\u963f\u91cc\u5df4\u5df4\u9996\u6b3e\u667a\u80fd\u786c\u4ef6\u8bbe\u5907\u5929\u732b\u7cbe\u7075\u7684\u77e5\u8bc6\u95ee\u7b54\u5f15\u64ce\u5efa\u8bbe\uff0c\u6ee1\u5e2e\u96c6\u56e2\u7684 AI\u5e73\u53f0\u5efa\u8bbe\u3002\u6b27\u76df\u7b2c\u4e03\u6846\u67b6\u56fd\u9645\u5408\u4f5c\u9879\u76ee 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652w, https:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/08\/\u6768\u660e\u5ddd-191x300.png 191w, https:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/08\/\u6768\u660e\u5ddd-768x1205.png 768w, https:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/08\/\u6768\u660e\u5ddd-979x1536.png 979w, https:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/08\/\u6768\u660e\u5ddd-900x1413.png 900w, https:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/08\/\u6768\u660e\u5ddd.png 1152w\" sizes=\"(max-width: 203px) 100vw, 203px\" \/><\/figure>\n\n\n\n<p><strong>\u62a5\u544a\u6458\u8981\uff1a<\/strong><br>\u672c\u6b21\u6f14\u8bb2\u5c06\u56f4\u7ed5\u5927\u6a21\u578b\u5173\u952e\u6838\u5fc3\u6280\u672f\u3001\u901a\u4fe1\u9886\u57df\u573a\u666f\u5e94\u7528\u3001\u7f51\u7edc\u5927\u6a21\u578b\u672a\u6765\u6f14\u8fdb\u7b49\u51e0\u4e2a\u65b9\u9762\u3002\u9996\u5148\uff0c\u6df1\u5165\u63a2\u8ba8\u9762\u5411\u901a\u4fe1\u9886\u57df\u7684\u7f51\u7edc\u5927\u6a21\u578b\u5173\u952e\u6838\u5fc3\u6280\u672f\uff0c\u5305\u62ec\u5206\u5e03\u5f0f\u8bad\u7ec3\u65b9\u6cd5\u3001\u7f51\u7edc\u667a\u80fd\u4f53\u8bbe\u8ba1\u3001\u65f6\u5e8f\u5927\u6a21\u578b\uff0c\u4ee5\u53ca\u652f\u6491\u8fd9\u4e9b\u6280\u672f\u7684\u5de5\u5177\u94fe\u7b49\uff0c\u91cd\u70b9\u4ecb\u7ecd\u5927\u6a21\u578b\u6838\u5fc3\u6280\u672f\u5728\u901a\u4fe1\u9886\u57df\u7684\u5b9e\u8df5\uff1b\u5176\u6b21\uff0c\u57fa\u4e8e\u4e0a\u8ff0\u6838\u5fc3\u6280\u672f\uff0c\u91cd\u70b9\u4ecb\u7ecd\u5927\u6a21\u578b\u5728\u901a\u4fe1\u9886\u57df\u7684\u573a\u666f\u5e94\u7528\uff0c\u5305\u62ec\u5bb6\u5bbd\u667a\u80fd\u4f53\u5e94\u7528\u3001\u7f51\u7edc\u6d41\u91cf\u9884\u6d4b\u3001\u6545\u969c\u9884\u6d4b\u4e0e\u8bca\u65ad\u7b49\uff1b\u6700\u540e\uff0c\u5c55\u671b\u7f51\u7edc\u5927\u6a21\u578b\u7684\u672a\u6765\u53d1\u5c55\u65b9\u5411\u53ca\u6311\u6218\u3002<br><br><strong>\u4e13\u5bb6\u4ecb\u7ecd\uff1a<\/strong><br>\u6768\u660e\u5ddd\uff0c\u535a\u58eb\uff0c\u6b63\u9ad8\u7ea7\u5de5\u7a0b\u5e08\uff0c\u73b0\u4efb\u4e2d\u56fd\u7535\u4fe1\u80a1\u4efd\u6709\u9650\u516c\u53f8\u7814\u7a76\u9662\u5927\u6570\u636e\u4e0e\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u6240\u6240\u957f\u3002\u957f\u671f\u4ece\u4e8b\u4e91\u7f51\u878d\u5408\u3001\u5927\u6570\u636e\uff0c\u4eba\u5de5\u667a\u80fd\u7b49\u65b0\u6280\u672f\u3001\u65b0\u4ea7\u54c1\u7814\u53d1\u548c\u7ba1\u7406\u5de5\u4f5c\uff0c\u83b7\u653f\u5e9c\u7279\u6b8a\u6d25\u8d34\u3002\u76ee\u524d\u8fd8\u62c5\u4efb\u4e2d\u56fd\u901a\u4fe1\u6807\u51c6\u5316\u534f\u4f1a\u201c\u4e92\u8054\u7f51\u4e0e\u5e94\u7528\u6280\u672f\u5de5\u4f5c\u59d4\u5458\u4f1a\u201d\uff08CCSA TC1\uff09\u526f\u4e3b\u5e2d\u3001\u5f00\u653e\u6570\u636e\u4e2d\u5fc3\u8054\u76df\uff08ODCC\uff09\u526f\u4e3b\u5e2d\u3001\u5317\u4eac\u5e02\u901a\u8baf\u5b66\u4f1a\u7406\u4e8b\u3001\u4e2d\u56fd\u4eba\u5de5\u667a\u80fd\u4ea7\u4e1a\u53d1\u5c55\u8054\u76df\u4e13\u5bb6\u59d4\u5458\u4f1a\u59d4\u5458\u7b49\u804c\u52a1\u3002<\/p>\n\n\n\n<p><strong>\u62a5\u544a\u6807\u9898\uff1a\u62db\u5546\u5929\u7814\uff1a\u878d\u5408\u53ef\u4fe1\u91d1\u878d\u5927\u6a21\u578b\u7684\u65b0\u4e00\u4ee3\u6295\u7814\u5e73\u53f0<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" loading=\"lazy\" src=\"http:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/09\/\u5510\u94d6.jpg\" alt=\"\" class=\"wp-image-878\" width=\"207\" height=\"289\" srcset=\"https:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/09\/\u5510\u94d6.jpg 286w, https:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/09\/\u5510\u94d6-215x300.jpg 215w\" sizes=\"(max-width: 207px) 100vw, 207px\" \/><\/figure>\n\n\n\n<p><strong>\u62a5\u544a\u6458\u8981\uff1a<\/strong><br>\u672c\u6b21\u6f14\u8bb2\u5c06\u56f4\u7ed5\u62db\u5546\u5929\u7814\u6765\u4ecb\u7ecd\uff0c\u5185\u5bb9\u5305\u542b\u6295\u7814\u5e73\u53f0\u7684\u5efa\u8bbe\u5386\u7a0b\uff0c\u4e0e\u5927\u6a21\u578b\u7ed3\u5408\u7684\u5b9e\u8df5\u3002\u62db\u5546\u5929\u7814\u81f4\u529b\u4e8e\u6253\u9020\u56fd\u5185\u5916\u6700\u5148\u8fdb\u7684\u6295\u7814\u5e73\u53f0\uff0c\u7ed3\u5408\u8d44\u6e90\u7980\u8d4b\uff0c\u901a\u8fc7\u878d\u5408\u521b\u65b0\uff0c\u6253\u9020\u51fa\u56fd\u5185\u9886\u5148\u7684\u6295\u7814\u4e00\u4f53\u5316\u89e3\u51b3\u65b9\u6848\u3002\u5e73\u53f0\u4ee5\u201c\u7814\u201d\u9a71\u201c\u6295\u201d\uff0c\u5b9e\u73b0\u4e70\u5356\u65b9\u80fd\u529b\u62c9\u901a\u548c\u6df1\u5ea6\u6574\u5408\u3001\u5bf9\u5185\u5bf9\u5916\u6295\u7814\u7684\u670d\u52a1\u5e76\u91cd\uff0c\u4e0d\u4ec5\u5728\u4e1a\u52a1\u6df1\u5ea6\u548c\u5e7f\u5ea6\u4e0a\u5b9e\u73b0\u7a81\u7834\uff0c\u66f4\u7ed3\u5408\u5927\u6a21\u578b\u6280\u672f\uff0c\u521b\u9020\u4e86\u5168\u65b0\u7684\u884c\u4e1a\u6295\u7814\u751f\u6001\u3002<br><br><strong>\u4e13\u5bb6\u4ecb\u7ecd\uff1a<\/strong><br>\u5510\u94d6\uff0c\u62db\u5546\u8bc1\u5238\u91d1\u79d1\u4e2d\u5fc3\u515a\u603b\u652f\u7b2c\u4e09\u652f\u90e8\u526f\u4e66\u8bb0\uff0c\u73b0\u4efb\u62db\u5546\u8bc1\u5238\u91d1\u79d1\u4e2d\u5fc3\u6295\u8d44\u4e1a\u52a1\u5f00\u53d1\u56e2\u961f\u8d1f\u8d23\u4eba\uff0c\u8d1f\u8d23\u516c\u53f8\u6295\u8d44\u7814\u7a76\u4e0e\u98ce\u9669\u9886\u57df\u6570\u5b57\u5316\u5efa\u8bbe\uff0c\u7275\u5934 \u201c\u62db\u5546\u5929\u7814\u201d\u201c\u62db\u5546\u667a\u7814\u201d\u7b49\u516c\u53f8\u7ea7\u5e73\u53f0\u5efa\u8bbe\u3002\u66fe\u5148\u540e\u4efb\u804c\u4e8e\u817e\u8baf\u3001\u5fae\u4f17\u3001\u534e\u6cf0\u8bc1\u5238\uff0c\u6df1\u5ea6\u53c2\u4e0e\u8fc7\u4e92\u8054\u7f51\u5343\u4e07\u7ea7\u7528\u6237\u91cf\u7684\u5e73\u53f0\u5efa\u8bbe\uff0c\u6709\u4e30\u5bcc\u7684\u91d1\u878d\u6570\u5b57\u5316\u548c\u4e92\u8054\u7f51\u7814\u53d1\u7ecf\u9a8c\u3002<\/p>\n\n\n\n<p><strong>\u62a5\u544a\u6807\u9898\uff1a\u77e5\u8bc6\u56fe\u8c31\u5728RAG\u5e94\u7528\u4e2d\u7684\u5b9e\u8df5<\/strong> [<a href=\"https:\/\/ccks.gz.bcebos.com\/2024\/%E5%B7%A5%E4%B8%9A%E8%AE%BA%E5%9D%9B\/CCKS_20240922_nanwang.v2.pdf\">slide<\/a>]<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img decoding=\"async\" loading=\"lazy\" src=\"http:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/08\/\u738b\u6960-683x1024.png\" alt=\"\" class=\"wp-image-722\" width=\"200\" height=\"298\"\/><\/figure>\n\n\n\n<p><strong>\u62a5\u544a\u6458\u8981\uff1a<\/strong><br>\u57fa\u4e8e\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u7684\u6280\u672f\u662f\u89e3\u51b3\u8bed\u8a00\u5927\u6a21\u578b\u5e7b\u89c9\u95ee\u9898\u7684\u5173\u952e\u65b9\u6cd5\u4e4b\u4e00\u3002\u4f5c\u4e3a\u77e5\u8bc6\u7ba1\u7406\u7684\u91cd\u8981\u65b9\u5f0f\uff0c\u77e5\u8bc6\u56fe\u8c31\u4e5f\u6210\u4e3aRAG\u6280\u672f\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u7ec4\u6210\u90e8\u5206\u3002\u672c\u62a5\u544a\u5c06\u6df1\u5165\u63a2\u8ba8\u77e5\u8bc6\u56fe\u8c31\u5728RAG\u5e94\u7528\u4e2d\u7684\u5b9e\u8df5\uff0c\u4ecb\u7ecd\u5982\u4f55\u5229\u7528\u77e5\u8bc6\u56fe\u8c31\u63d0\u5347RAG\u7cfb\u7edf\u7684\u6027\u80fd\uff0c\u5e76\u7ed3\u5408\u77e5\u8bc6\u56fe\u8c31\u5728\u4fe1\u606f\u68c0\u7d22\u548c\u95ee\u7b54\u7cfb\u7edf\u4e2d\u7684\u5177\u4f53\u5e94\u7528\u6848\u4f8b\uff0c\u4ecb\u7ecd\u77e5\u8bc6\u56fe\u8c31\u548cRAG\u7ed3\u5408\u7684\u67b6\u6784\u8bbe\u8ba1\u3001\u4f18\u7f3a\u70b9\u548c\u672a\u6765\u53ef\u80fd\u7684\u53d1\u5c55\u65b9\u5411\u3002<\/p>\n\n\n\n<p><strong>\u4e13\u5bb6\u4ecb\u7ecd\uff1a<\/strong><br>\u738b\u6960\u535a\u58eb\uff0cJina AI\u7684\u8054\u5408\u521b\u59cb\u4eba\u517c\u9996\u5e2d\u6280\u672f\u5b98\uff0c\u535a\u58eb\u6bd5\u4e1a\u4e8e\u5fb7\u56fd\u6ce2\u9e3f\u5927\u5b66\u8ba1\u7b97\u795e\u7ecf\u79d1\u5b66\u4e13\u4e1a\u3002\u4e4b\u540e\u66fe\u5728\u6b27\u6d32\u77e5\u540d\u7535\u5546Zalando\u548c\u817e\u8baf\u516c\u53f8\u62c5\u4efb\u9ad8\u7ea7\u7b97\u6cd5\u5de5\u7a0b\u5e08\uff0c\u8d1f\u8d23\u641c\u7d22\u548c\u63a8\u8350\u4e1a\u52a1\uff0c\u5e76\u5728\u8fd9\u4e9b\u9886\u57df\u79ef\u7d2f\u4e86\u4e30\u5bcc\u7684\u6a21\u578b\u8bbe\u8ba1\u3001\u5b9e\u73b0\u548c\u90e8\u7f72\u7ecf\u9a8c\u3002<br>\u81ea 2020 \u5e74\u8d77\u521b\u7acb Jina AI\uff0c\u738b\u6960\u535a\u58eb\u9886\u5bfc\u56e2\u961f\u5f00\u53d1\u53ca\u5f00\u6e90\u4e86\u795e\u7ecf\u641c\u7d22\u6846\u67b6 jina\u3002\u4f5c\u4e3a Linux Foundation AI&amp;Data\u57fa\u91d1\u7684 TAC \u6210\u5458\uff0c\u4ed6\u63a8\u52a8 DocArray \u4ece Linux Foundation AI&amp;DATA \u6bd5\u4e1a\u3002\u738b\u6960\u535a\u58eb\u7ec4\u7ec7\u5f00\u53d1\u548c\u5f00\u6e90\u4e86\u591a\u4e2a\u6587\u672c\u548c\u591a\u6a21\u6001\u5411\u91cf\u6a21\u578b\uff0c\u5168\u7403\u7d2f\u8ba1\u4e0b\u8f7d\u91cf\u8d85\u8fc7 1000 \u4e07\u3002\u738b\u6960\u535a\u58eb\u70ed\u8877\u4e8e AI \u6280\u672f\u5728\u641c\u7d22\u9886\u57df\u7684\u5b9e\u9645\u5e94\u7528\uff0c\u5e76\u4e14\u79ef\u6781\u63a8\u52a8 AI \u6280\u672f\u7684\u5f00\u6e90\u53d1\u5c55\uff0c\u4ed6\u5728 AI \u6280\u672f\u9886\u57df\u7684\u6770\u51fa\u8d21\u732e\u4f7f\u4ed6\u8363\u83b7 2023 \u5e74\u4e2d\u56fd\u5f00\u6e90\u5148\u950b 33 \u4eba\u7684\u79f0\u53f7\u3002<\/p>\n\n\n\n<p><strong>\u62a5\u544a\u6807\u9898\uff1a\u5927\u6a21\u578b\u548c\u77e5\u8bc6\u56fe\u8c31\u5728\u822a\u7a7a\u9886\u57df\u7684\u5e94\u7528<\/strong> [<a href=\"https:\/\/ccks.gz.bcebos.com\/2024\/%E5%B7%A5%E4%B8%9A%E8%AE%BA%E5%9D%9B\/2024-09-22_%E5%A4%A7%E6%A8%A1%E5%9E%8B%E5%92%8C%E7%9F%A5%E8%AF%86%E5%9B%BE%E8%B0%B1%E5%9C%A8%E8%88%AA%E7%A9%BA%E9%A2%86%E5%9F%9F%E7%9A%84%E5%BA%94%E7%94%A8.pptx\">slide<\/a>]<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img decoding=\"async\" loading=\"lazy\" src=\"http:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/08\/\u9c8d\u6377-1024x1024.png\" alt=\"\" class=\"wp-image-717\" width=\"199\" height=\"199\" srcset=\"https:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/08\/\u9c8d\u6377-1024x1024.png 1024w, https:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/08\/\u9c8d\u6377-300x300.png 300w, https:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/08\/\u9c8d\u6377-150x150.png 150w, https:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/08\/\u9c8d\u6377-768x768.png 768w, https:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/08\/\u9c8d\u6377-88x88.png 88w, https:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/08\/\u9c8d\u6377-900x900.png 900w, https:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/08\/\u9c8d\u6377.png 1269w\" sizes=\"(max-width: 199px) 100vw, 199px\" \/><\/figure>\n\n\n\n<p><strong>\u62a5\u544a\u6458\u8981\uff1a<\/strong><br>\u822a\u7a7a\u9886\u57df\u662f\u5178\u578b\u7684\u77e5\u8bc6\u5bc6\u96c6\u5e94\u7528\u9886\u57df\uff0c\u5305\u62ec\u98de\u884c\u8fc7\u7a0b\u7684\u54c1\u8d28\u63a7\u5236\u3001\u8bbe\u5907\u7684\u9884\u6d4b\u6027\u7ef4\u4fee\u3001\u822a\u7a7a\u5668\u5b89\u5168\u3001\u8fd0\u8425\u6807\u51c6\u89c4\u8303\u7684\u77e5\u8bc6\u5e93\u3001\u4e8b\u6545\u5206\u6790\u4e0e\u9884\u8b66\u3001\u8282\u80fd\u964d\u8017\u7b49\u573a\u666f\u3002\u77e5\u8bc6\u56fe\u8c31\u4f5c\u4e3a\u663e\u5f0f\u77e5\u8bc6\u8868\u793a\uff0c\u7ed3\u5408\u5927\u6a21\u578b\u7684\u77e5\u8bc6\u62bd\u53d6\u548c\u77e5\u8bc6\u5efa\u6a21\u80fd\u529b\uff0c\u53ef\u6709\u6548\u5e2e\u52a9\u822a\u7a7a\u9886\u57df\u7684\u4e13\u5bb6\u77e5\u8bc6\u7cfb\u7edf\u5efa\u8bbe\u3002\u5178\u578b\u53efAI\u63d0\u5347\u7684\u7cfb\u7edf\u6709FOQA(\u98de\u884c\u54c1\u8d28\u63a7\u5236)\u3001PLM(\u98de\u884c\u5458\u751f\u547d\u5468\u671f\u7ba1\u7406)\u3001LOSA(\u822a\u4e9b\u6d4b\u91cf\u89c2\u6d4b)\u3001AHM(\u98de\u673a\u5065\u5eb7\u7ba1\u7406)\u7b49\u3002<\/p>\n\n\n\n<p><strong>\u4e13\u5bb6\u4ecb\u7ecd\uff1a<\/strong><br>\u9c8d\u6377\u535a\u58eb\uff0c\u6587\u56e0\u4e92\u8054\u8463\u4e8b\u957f\u3001\u9996\u5e2d\u79d1\u5b66\u5bb6\u3001\u521b\u59cb\u4eba\u3002\u7231\u8377\u534e\u5dde\u7acb\u5927\u5b66\uff08Iowa State University\uff09\u535a\u58eb\u3002\u66fe\u4efb\u4f26\u65af\u52d2\u7406\u5de5\u5b66\u9662\uff08RPI\uff09\u535a\u58eb\u540e\uff0c\u9ebb\u7701\u7406\u5de5\u5b66\u9662\uff08MIT\uff09\u5206\u5e03\u5f0f\u4fe1\u606f\u7ec4\uff08DIG\uff09\u8bbf\u95ee\u7814\u7a76\u5458\uff0c\u4e09\u661f\u7f8e\u56fd\u7814\u53d1\u4e2d\u5fc3\u7814\u7a76\u5458\uff0cW3C OWL(Web\u672c\u4f53\u8bed\u8a00)\u5de5\u4f5c\u7ec4\u6210\u5458\uff0c\u53c2\u4e0e\u64b0\u5199\u4e86OWL2 \u77e5\u8bc6\u56fe\u8c31\u8bed\u8a00\u56fd\u9645\u6807\u51c6\u3002\u73b0\u4efbW3C\uff08\u4e07\u7ef4\u7f51\u8054\u76df\uff09\u987e\u95ee\u59d4\u5458\u4f1a\u59d4\u5458\u3001\u4e2d\u56fd\u4e2d\u6587\u4fe1\u606f\u5b66\u4f1a\u8bed\u8a00\u4e0e\u77e5\u8bc6\u8ba1\u7b97\u4e13\u4e1a\u59d4\u5458\u4f1a\u59d4\u5458\u3001\u91d1\u878d\u77e5\u8bc6\u56fe\u8c31\u5de5\u4f5c\u7ec4\u4e3b\u5e2d\u3001\u4e2d\u6587\u5f00\u653e\u77e5\u8bc6\u56fe\u8c31\u8054\u76df(OpenKG)\u53d1\u8d77\u4eba\u4e4b\u4e00\uff0c\u56fd\u9645Data Intelligence\u6742\u5fd7\u7f16\u59d4\uff0c\u4e2d\u56fd\u79d1\u5b66\u6280\u672f\u5927\u5b66\u56fd\u9645\u91d1\u878d\u5b66\u9662\u4e1a\u754c\u5bfc\u5e08\u3002<\/p>\n\n\n\n<p><strong>\u62a5\u544a\u9898\u76ee\uff1aItemRAG\u5b9e\u73b0\u7535\u5546\u667a\u80fd\u5ba2\u670d\u5feb\u901f\u8fd0\u8425\u4e0e\u7cbe\u51c6\u63a8\u7406<\/strong> [<a href=\"https:\/\/ccks.gz.bcebos.com\/2024\/%E5%B7%A5%E4%B8%9A%E8%AE%BA%E5%9D%9B\/ItemRAG%E5%AE%9E%E7%8E%B0%E7%94%B5%E5%95%86%E6%99%BA%E8%83%BD%E5%AE%A2%E6%9C%8D%E5%BF%AB%E9%80%9F%E8%BF%90%E8%90%A5%E4%B8%8E%E7%B2%BE%E5%87%86%E6%8E%A8%E7%90%86.pdf\">slide<\/a>]<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" loading=\"lazy\" src=\"http:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/08\/\u5f90\u5e38\u4eae.png\" alt=\"\" class=\"wp-image-724\" width=\"198\" height=\"247\" srcset=\"https:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/08\/\u5f90\u5e38\u4eae.png 704w, https:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/08\/\u5f90\u5e38\u4eae-240x300.png 240w\" sizes=\"(max-width: 198px) 100vw, 198px\" \/><\/figure>\n\n\n\n<p><strong>\u62a5\u544a\u6458\u8981\uff1a<\/strong><br>ItemRAG\u91c7\u7528\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u6280\u672f\uff0c\u7ed3\u5408\u5546\u54c1\u77e5\u8bc6\u56fe\u8c31\uff0c\u65e8\u5728\u4e3a\u5ba2\u6237\u63d0\u4f9b\u51c6\u786e\u4e14\u53ca\u65f6\u7684\u4fe1\u606f\u53cd\u9988\u3002ItemRAG 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href=\"https:\/\/ccks.gz.bcebos.com\/2024\/%E5%B7%A5%E4%B8%9A%E8%AE%BA%E5%9D%9B\/%E5%88%98%E7%84%95%E5%8B%87-20240922-ccks2024-%E7%9F%A5%E8%AF%86%E5%9B%BE%E8%B0%B1%E5%A2%9E%E5%BC%BA%E5%A4%A7%E6%A8%A1%E5%9E%8B%E5%9C%A8%E6%96%87%E6%A1%A3%E5%9C%BA%E6%99%AF%E4%B8%AD%E7%9A%84%E5%AE%9E%E8%B7%B5%E8%8C%83%E5%BC%8F.pdf\">slide<\/a>]<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" loading=\"lazy\" src=\"http:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/08\/\u5218\u7115\u52c7.png\" alt=\"\" class=\"wp-image-720\" width=\"200\" height=\"218\" srcset=\"https:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/08\/\u5218\u7115\u52c7.png 322w, https:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/08\/\u5218\u7115\u52c7-274x300.png 274w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><\/figure>\n\n\n\n<p><strong>\u62a5\u544a\u6458\u8981\uff1a<\/strong><br>\u6587\u6863\u573a\u666f\u662f\u5f53\u524d\u6570\u5b57\u5316\u7684\u91cd\u8981\u9635\u5730\uff0c\u65e0\u8bba\u662f\u77e5\u8bc6\u95ee\u7b54\u3001\u77e5\u8bc6\u68c0\u7d22\u3001\u8fd8\u662f\u5185\u5bb9\u751f\u6210\u4e0e\u6587\u672c\u63a8\u8350\uff0c\u672c\u8d28\u4e0a\u90fd\u662f\u5728\u548c\u6587\u6863\u6253\u4ea4\u9053\u3002\u5f53\u524d\u5927\u6a21\u578b\u5728\u843d\u5730\u4e0a\u8ff0\u5e94\u7528\u4e2d\uff0c\u4f9d\u65e7\u5b58\u5728\u5e7b\u89c9\u95ee\u9898\uff0c\u56e0\u6b64\u5982\u4f55\u7ed3\u5408\u5916\u90e8\u77e5\u8bc6\u56fe\u8c31\u8fdb\u884c\u589e\u5f3a\uff0c\u5341\u5206\u6709\u8da3\u3002\u672c\u62a5\u544a\u5c06\u56f4\u7ed5\u201c\u77e5\u8bc6\u56fe\u8c31\u589e\u5f3a\u5927\u6a21\u578b\u5728\u6587\u6863\u573a\u666f\u4e2d\u7684\u5b9e\u8df5\u8303\u5f0f\u201d\uff0c\u62a5\u544a\u5c06\u9488\u5bf9\u4e0a\u8ff0\u573a\u666f\uff0c\u8bb2\u8bb2\u7ed3\u5408\u77e5\u8bc6\u56fe\u8c31\u5bf9\u6587\u6863\u8fdb\u884c\u7ec4\u7ec7\u4ee5\u53ca\u7cbe\u7ec6\u5316\u8868\u793a\u3001\u591a\u6a21\u6001\u590d\u6742\u6587\u6863\u7684\u5904\u7406\u4ee5\u53ca\u5927\u6a21\u578b\u7ed3\u5408\u77e5\u8bc6\u5e93\u7684\u4e00\u4e9b\u5b9e\u9645\u843d\u5730\u6848\u4f8b\u7b49\u5173\u952e\u95ee\u9898\u3002<\/p>\n\n\n\n<p><strong>\u4e13\u5bb6\u4ecb\u7ecd\uff1a<\/strong><br>\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\u7b97\u6cd5\u65b9\u5411\u8d1f\u8d23\u4eba\uff0c\u66fe\u5c31\u804c\u4e8e\u4e2d\u56fd\u79d1\u5b66\u9662\u3002\u8fd1\u5e74\u6765\u4e3b\u6301\u6216\u53c2\u4e0e\u7814\u5236\u5168\u884c\u4e1a\u4e8b\u7406\u56fe\u8c31\u3001360\u767e\u79d1\u56fe\u8c31\u3001\u77e5\u8bc6\u56fe\u8c31\u5e73\u53f0\u3001\u6587\u6863\u7406\u89e3\u5927\u6a21\u578b\u3001360\u667a\u8111\u81ea\u7814\u5927\u6a21\u578b\u7b49\u9879\u76ee\u3002\u7533\u8bf7\u53d1\u660e\u4e13\u5229\u5341\u4f59\u9879\u3001\u6838\u5fc3\u8bba\u6587\u6570\u7bc7\uff0c\u5f00\u6e90\u9879\u76ee60\u4f59\u9879\u3002\u5728\u56fd\u9645OGB-Wikikg2\u5b9e\u4f53\u94fe\u63a5\u3001ICPR\u591a\u884c\u6570\u5b66\u8868\u8fbe\u5f0f\u8bc6\u522b\u4ee5\u53ca\u56fd\u5185CCKS\u591a\u6a21\u6001\u5b9e\u4f53\u5bf9\u9f50\u3001CAIL\u53ef\u89e3\u91ca\u7c7b\u6848\u5339\u914d\u7b49\u8fd110\u9879KG\/NLP\/\u6587\u6863\u667a\u80fd\u9886\u57df\u8bc4\u6d4b\u4e2d\u83b7\u5f97\u51a0\u4e9a\u519b\u540d\u6b21\u3002\u521b\u7acb\u201c\u8001\u5218\u8bf4NLP\u201d\u793e\u533a\uff0c\u5177\u6709\u5e7f\u6cdb\u5f71\u54cd\u529b\u3002<\/p>\n\n\n\n<p><strong>\u62a5\u544a\u9898\u76ee\uff1a\u77e5\u8bc6\u5f15\u5bfc\u7684\u4e13\u4e1a\u667a\u80fd\u4f53\u6784\u5efa<\/strong> [<a href=\"https:\/\/ccks.gz.bcebos.com\/2024\/%E5%B7%A5%E4%B8%9A%E8%AE%BA%E5%9D%9B\/%E7%9F%A5%E8%AF%86%E5%BC%95%E5%AF%BC%E7%9A%84%E4%B8%93%E4%B8%9A%E6%99%BA%E8%83%BD%E4%BD%93%20_CCKS.pptx\">slide<\/a>]<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img decoding=\"async\" loading=\"lazy\" src=\"http:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/08\/\u6881\u78ca-1024x683.png\" alt=\"\" class=\"wp-image-719\" width=\"312\" height=\"207\" srcset=\"https:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/08\/\u6881\u78ca-1024x683.png 1024w, https:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/08\/\u6881\u78ca-300x200.png 300w, https:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/08\/\u6881\u78ca-768x512.png 768w, https:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/08\/\u6881\u78ca-1536x1025.png 1536w, https:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/08\/\u6881\u78ca-900x600.png 900w, https:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/08\/\u6881\u78ca-1280x854.png 1280w, https:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/08\/\u6881\u78ca.png 1610w\" sizes=\"(max-width: 312px) 100vw, 312px\" \/><\/figure>\n\n\n\n<p><strong>\u62a5\u544a\u6458\u8981\uff1a<\/strong><br>\u57fa\u4e8e\u77e5\u8bc6\u56fe\u8c31(KG)\u7684\u77e5\u8bc6\u5e93\u95ee\u7b54\u76f8\u5bf9\u4e8e\u4f20\u7edf\u7684\u68c0\u7d22\u589e\u5f3a\u7684\u751f\u6210(RAG)\u65b9\u6cd5\u5177\u6709\u663e\u8457\u4f18\u52bf\u3002KG-RAG\u53ef\u4ee5\u5168\u5c40\u611f\u77e5\u77e5\u8bc6\u5e93\u7684\u4fe1\u606f\uff0c\u652f\u6301\u4e13\u5bb6\u77e5\u8bc6\u9a71\u52a8\u7684\u51b3\u7b56\u95ee\u7b54\u7b49\u3002\u5c06KG\u4e0eLLM\u7ed3\u5408\u53ef\u4ee5\u6784\u5efa\u9ad8\u8d28\u91cf\u7684\u4e13\u4e1a\u667a\u80fd\u4f53\u3002\u672c\u62a5\u544a\u4e3b\u8981\u4ecb\u7ecd\uff1a1) \u4f20\u7edfRAG\u65b9\u6cd5\u7684\u53ec\u56de\u4e0d\u8db3\u4e0e\u751f\u6210\u5e7b\u89c9, 2)\u901a\u8fc7\u6307\u4ee4\u5408\u6210\u6709\u6548\u8854\u63a5KG\u4e0eLLM, 3)\u57fa\u4e8eKG\u7684\u4e13\u4e1a\u667a\u80fd\u4f53\u6846\u67b6\u4ecb\u7ecd\uff0c4\uff09KG\u667a\u80fd\u4f53\u7684\u5b9e\u9645\u4e1a\u52a1\u5e94\u7528\u3002<\/p>\n\n\n\n<p><strong>\u4e13\u5bb6\u4ecb\u7ecd\uff1a<\/strong><br>\u6881\u78ca\uff0c\u8682\u8681\u96c6\u56e2\u77e5\u8bc6\u5f15\u64ce\u8d1f\u8d23\u4eba\uff0cOpenKG TOC\u4e13\u5bb6\u3002\u4e2a\u4eba\u7684\u4e3b\u8981\u6280\u672f\u65b9\u5411\u4e3a\u77e5\u8bc6\u56fe\u8c31\u3001\u56fe\u5b66\u4e60\u53ca\u63a8\u7406\u5f15\u64ce\u3001AI\u5f15\u64ce\u7b49\uff0c\u4e5f\u4ece\u96f6\u5230\u4e00\u57fa\u4e8e\u8682\u8681\u591a\u6837\u5316\u7684\u4e1a\u52a1\u573a\u666f\u6784\u5efa\u4e86\u4f01\u4e1a\u7ea7\u77e5\u8bc6\u56fe\u8c31\u5e73\u53f0\uff0c\u5e73\u53f0\u7d2f\u8ba1\u63d0\u62a5\u4e13\u5229140\u4f59\u9879\uff0c\u8f6f\u4ef6\u8457\u4f5c\u674310\u4f59\u9879\u3002\u4e3b\u5bfc\u7684\u9879\u76ee\u5148\u540e\u83b7\u5f97BU\u603b\u88c1\u7279\u522b\u5956\u3001\u4f18\u79c0\u79d1\u6280\u6210\u679c\u3001\u91d1\u878d\u79d1\u6280\u521b\u65b0\u5956\u3001\u91d1\u878d\u79d1\u6280\u53d1\u5c55\u5956\u7b49\u3002<\/p>\n\n\n\n<p><strong>\u62a5\u544a\u9898\u76ee\uff1a\u5c71\u6d77\u5927\u6a21\u578b\u7684\u8bad\u7ec3\u4f18\u5316\u65b9\u6cd5\u53ca\u5e94\u7528\u5b9e\u8df5<\/strong> [<a href=\"https:\/\/ccks.gz.bcebos.com\/2024\/%E5%B7%A5%E4%B8%9A%E8%AE%BA%E5%9D%9B\/%E5%B1%B1%E6%B5%B7%E5%A4%A7%E6%A8%A1%E5%9E%8B%E7%9A%84%E8%AE%AD%E7%BB%83%E4%BC%98%E5%8C%96%E6%96%B9%E6%B3%95%E5%8F%8A%E5%BA%94%E7%94%A8%E5%AE%9E%E8%B7%B5%20v2.0.pptx\">slide<\/a>]<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img decoding=\"async\" loading=\"lazy\" src=\"http:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/08\/\u5218\u5347\u5e73-1024x683.png\" alt=\"\" class=\"wp-image-721\" width=\"312\" height=\"207\" srcset=\"https:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/08\/\u5218\u5347\u5e73-1024x683.png 1024w, https:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/08\/\u5218\u5347\u5e73-300x200.png 300w, https:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/08\/\u5218\u5347\u5e73-768x512.png 768w, https:\/\/sigkg.cn\/ccks-ijckg2024\/wp-content\/uploads\/2024\/08\/\u5218\u5347\u5e73-900x600.png 900w, 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