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\u30c7\u30fc\u30bf\u306e\u5b9f\u8a3c\u6027<\/b><\/h2>\n

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KG\u5b66\u7fd2<\/b><\/h2>\n

\u6211\u3005\u306eKG\u69cb\u7bc9\u30fb\u5b66\u7fd2\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u5305\u62ec\u7684\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u4e2d\u3067\u3001KG\u5b66\u7fd2\u306f\u91cd\u8981\u306a\u4ef2\u4ecb\u5f79\u3068\u3057\u3066\u6a5f\u80fd\u3057\u3001\u77e5\u8b58\u3092\u76f4\u63a5\u7684\u306a\u6210\u679c\u306b\u5909\u63db\u3057\u307e\u3059\u3002KG\u5185\u306b\u5b58\u5728\u3059\u308b\u3001\u8c4a\u304b\u3067\u3001\u76f8\u4e92\u63a5\u7d9a\u3055\u308c\u305f\u3001\u6df1\u3044\u610f\u5473\u7684\u95a2\u4fc2\u304b\u3089\u5b66\u7fd2\u3059\u308b\u305f\u3081\u306b\u3001\u69d8\u3005\u306a\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3055\u308c\u305fGNN\/LLM\u30d9\u30fc\u30b9\u306e\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u3001\u69d8\u3005\u306a\u4e0b\u6d41\u30bf\u30b9\u30af\u306e\u305f\u3081\u306b\u8a2d\u8a08\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u6211\u3005\u306f\u3042\u308b\u30bf\u30b9\u30af\u3092\u7528\u3044\u3066\u3001\u6211\u3005\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3057\u305fGNN\u304c\u3069\u306e\u3088\u3046\u306b\u30cb\u30e5\u30a2\u30f3\u30b9\u306b\u5bcc\u3093\u3060\u30c9\u30e1\u30a4\u30f3\u7406\u89e3\u3092\u793a\u3057\u3001\u6211\u3005\u306e\u30a8\u30f3\u30c9\u30fb\u30c4\u30fc\u30fb\u30a8\u30f3\u30c9\u30fb\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u9069\u5fdc\u6027\u3092\u9ad8\u3081\u308b\u304b\u3092\u793a\u3057\u307e\u3059\u3002
\n\u5b9f\u969b\u306e\u5fdc\u7528\u4f8b\u3092\u3072\u3068\u3064\u898b\u3066\u307f\u307e\u3057\u3087\u3046\uff1a\u96fb\u8a71\u9078\u8003\u4e88\u6e2c\u3001\u3064\u307e\u308a\u5c65\u6b74\u66f8\u3068\u6c42\u4eba\u306e\u6761\u4ef6\u306b\u57fa\u3065\u3044\u3066\u3001\u5019\u88dc\u8005\u304c\u96fb\u8a71\u9078\u8003\u306e\u9762\u63a5\u3092\u53d7\u3051\u308b\u3079\u304d\u304b\u3069\u3046\u304b\u3092\u4e88\u6e2c\u3059\u308b\u3053\u3068\u3067\u3059\u3002
\n\u6211\u3005\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u30a8\u30f3\u30b3\u30fc\u30c0\u30fb\u30c7\u30b3\u30fc\u30c0\u306e\u77e5\u8b58\u30b0\u30e9\u30d5\u5b66\u7fd2\u306e\u305f\u3081\u306e\u4e8b\u524d\u5b66\u7fd2\u6bb5\u968e\u3068\u3001\u305d\u308c\u306b\u7d9a\u304f\u96fb\u8a71\u9078\u8003\u5206\u985e\u306b\u5408\u308f\u305b\u305f\u5fae\u8abf\u6574\u6bb5\u968e\u304b\u3089\u306a\u308b\u3001\u7279\u5225\u306a2\u6bb5\u968e\u30b0\u30e9\u30d5\u30d9\u30fc\u30b9\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u5229\u7528\u3057\u307e\u3059\u3002\u77e5\u8b58\u30b0\u30e9\u30d5\u306e\u529b\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u306e\u30e2\u30c7\u30eb\u306fLLM\u30d9\u30fc\u30b9\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3068\u540c\u7b49\u306e\u7d50\u679c\u3001\u5834\u5408\u306b\u3088\u3063\u3066\u306f\u3088\u308a\u512a\u308c\u305f\u7d50\u679c\u3092\u9054\u6210\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u512a\u308c\u3066\u3044\u308b\u306e\u306f\u3001KG\u304c\u5fc5\u8981\u3068\u3059\u308b\u30ea\u30bd\u30fc\u30b9\u3068\u5b66\u7fd2\u6642\u9593\u304c\u307b\u3093\u306e\u308f\u305a\u304b\u3067\u3042\u308b\u3053\u3068\u3067\u3059\u3002\u3053\u306e\u30e2\u30c7\u30eb\u306e\u8fc5\u901f\u306a\u63a8\u8ad6\u80fd\u529b\u306f\u3001\u672c\u756a\u74b0\u5883\u306b\u975e\u5e38\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002\u6211\u3005\u306e\u8a2d\u8a08\u3092\u7e70\u308a\u8fd4\u3057\u6539\u826f\u3057\u305f\u7d50\u679c\u3001\u3044\u304f\u3064\u304b\u306e\u91cd\u8981\u306a\u898b\u89e3\u304c\u5f97\u3089\u308c\u307e\u3057\u305f\u3002<\/p>\n

    \n
  1. \u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u304c\u306a\u304f\u3066\u3082\u3001\u69cb\u9020\u7684\u77e5\u8b58\u3060\u3051\u3067\u91cd\u8981\u306a\u610f\u5473\u60c5\u5831\u3092\u6349\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n
  2. KG\u30e2\u30c7\u30eb\u306f\u3001\u7c21\u6f54\u306a\u30e2\u30c7\u30eb\u30b5\u30a4\u30ba\u3068\u9ad8\u901f\u306a\u63a8\u8ad6\u6642\u9593\u3092\u8a87\u308a\u3001\u7d50\u679c\u306e\u8cea\u3092\u72a0\u7272\u306b\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u751f\u7523\u74b0\u5883\u306b\u304a\u3044\u3066\u3088\u308a\u5b9f\u7528\u7684\u306a\u9078\u629e\u3068\u306a\u308a\u307e\u3059\u3002<\/li>\n
  3. \u30bf\u30af\u30bd\u30ce\u30df\u306e\u3088\u3046\u306a\u6982\u5ff5\u7684\u306a\u3064\u306a\u304c\u308a\u3092\u542b\u3081\u308b\u3053\u3068\u3067\u3001\u660e\u3089\u304b\u306a\u5229\u70b9\u304c\u5f97\u3089\u308c\u3001\u30c7\u30fc\u30bf\u99c6\u52d5\u578b\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u6027\u80fd\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n

    \u30d5\u30a3\u30fc\u30c1\u30e3\u30fc\u30b9\u30c8\u30a2\u57cb\u3081\u8fbc\u307f<\/b><\/h2>\n

    \u77e5\u8b58\u30b0\u30e9\u30d5\u57cb\u3081\u8fbc\u307f\u306f\u3001\u691c\u7d22\u3001\u30de\u30c3\u30c1\u30f3\u30b0\u3001\u63a8\u85a6\u30b7\u30b9\u30c6\u30e0\u306a\u3069\u3001\u69d8\u3005\u306a\u6a5f\u68b0\u5b66\u7fd2\u4e3b\u5c0e\u306e\u5b9f\u4e16\u754c\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u5f37\u529b\u306a\u57fa\u76e4\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u30b0\u30e9\u30d5\u30d9\u30fc\u30b9\u306eML\u30e2\u30c7\u30eb\u306e\u76f4\u63a5\u7684\u306a\u5c55\u958b\u306b\u3068\u3069\u307e\u3089\u305a\u3001\u3053\u308c\u3089\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u3001KG\u5b66\u7fd2\u304b\u3089\u5f97\u3089\u308c\u308b\u8c4a\u304b\u3067\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u8868\u73fe\u304b\u3089\u5927\u304d\u306a\u6069\u6075\u3092\u53d7\u3051\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u57cb\u3081\u8fbc\u307f\u306f\u3001\u8907\u96d1\u306a\u30bb\u30de\u30f3\u30c6\u30a3\u30af\u30b9\u3068\u77e5\u8b58\u3092\u30ab\u30d7\u30bb\u30eb\u5316\u3057\u3001\u4ed6\u306e\u30e2\u30c7\u30eb\u3092\u62e1\u5f35\u3059\u308b\u305f\u3081\u306e\u6a5f\u80fd\u3068\u3057\u3066\u6709\u7528\u3067\u3059\u3002<\/p>\n

    \u3053\u308c\u3089\u306e\u8868\u73fe\u3092\u52b9\u679c\u7684\u306b\u6d3b\u7528\u3057\u3001\u7523\u696d\u7528\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306e\u52d5\u7684\u306a\u8981\u6c42\u3092\u6e80\u305f\u3059\u305f\u3081\u306b\u3001\u79c1\u305f\u3061\u306f\u9ad8\u6b21\u5143\u306e\u30d5\u30a3\u30fc\u30c1\u30e3\u30fc\u30b9\u30c8\u30a2\u3092\u5229\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30d5\u30a3\u30fc\u30c1\u30e3\u30fc\u30b9\u30c8\u30a2\u306f\u3001\u30d9\u30af\u30c8\u30eb\u4e00\u62ec\u53d6\u5f97\u3001\u985e\u4f3c\u6027\u691c\u7d22\u3001\u8fd1\u4f3c\u6700\u8fd1\u508d\uff08ANN\uff09\u95a2\u6570\u306a\u3069\u306e\u64cd\u4f5c\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001KG\u7531\u6765\u306e\u6d1e\u5bdf\u3092\u3088\u308a\u5e83\u7bc4\u306a\u30b7\u30b9\u30c6\u30e0\u306b\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u7d71\u5408\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001KG\u304c\u6349\u3048\u305f\u7406\u89e3\u304c\u69d8\u3005\u306a\u4e0b\u6d41\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u6df1\u3055\u3068\u7cbe\u5ea6\u306b\u76f4\u63a5\u8ca2\u732e\u3067\u304d\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3057\u307e\u3059\u3002<\/p>\n

    \u7d50\u8ad6\u3068\u4eca\u5f8c\u306e\u8ab2\u984c<\/b><\/h2>\n

    \u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u6211\u3005\u306eKG\u69cb\u7bc9\u30fb\u8a13\u7df4\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u5927\u307e\u304b\u306a\u5916\u89b3\u3092\u63d0\u4f9b\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30bf\u30b9\u30af\u306e\u69cb\u7bc9\u304b\u3089\u5229\u7528\u307e\u3067\u3001KG\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u5168\u822c\u3092\u6271\u3046\u3053\u3068\u304c\u3067\u304d\u3001\u30b3\u30f3\u30bb\u30d7\u30c8\u306e\u5805\u5b9f\u306a\u63a2\u7d22\u3068\u691c\u8a3c\u3092\u5bb9\u6613\u306b\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u30bf\u30b9\u30af\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002\u3053\u306e\u53cd\u5fa9\u7684\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u3088\u308a\u591a\u304f\u306e\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u610f\u601d\u6c7a\u5b9a\u30d7\u30ed\u30bb\u30b9\u306b\u3064\u306a\u304c\u308a\u3001KG\u306e\u5909\u9769\u529b\u3092\u969b\u7acb\u305f\u305b\u3066\u3044\u307e\u3059\u3002<\/p>\n

    \u79c1\u305f\u3061\u306f\u5c06\u6765\u306b\u5411\u3051\u3066\u3001GNN\u3068LLM\u3092\u79c1\u305f\u3061\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u4e2d\u306b\u3055\u3089\u306b\u7d71\u5408\u3057\u3001\u4eba\u9593\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3068\u6d1e\u5bdf\u3092\u53d6\u308a\u5165\u308c\u305f\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u30fb\u30eb\u30fc\u30d7\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u3001\u77e5\u8b58\u30b0\u30e9\u30d5\u3092\u5145\u5b9f\u3055\u305b\u3001\u5b66\u7fd2\u624b\u6cd5\u3092\u5f37\u5316\u3059\u308b\u3053\u3068\u3092\u76ee\u6307\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

    \u57f7\u7b46\u8005: Chen Shen<\/a>\u3001Eser Kandogan<\/a>\u3001Megagon Labs\u3002<\/p>\n

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