AI\u3068\u95a2\u9023\u6280\u8853\u304c\u9032\u6b69\u3057\u7d9a\u3051\u308b\u306b\u3064\u308c\u3001\u4f5c\u6226\u6e96\u5099\u614b\u52e2\u3092\u518d\u69cb\u7bc9\u3059\u308b\u53ef\u80fd\u6027\u306f\u98db\u8e8d\u7684\u306b\u9ad8\u307e\u3063\u3066\u3044\u308b\u3002\u30aa\u30da\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb\u30fb\u30ec\u30c7\u30a3\u30cd\u30b9\u306b\u304a\u3051\u308bAI\u306e\u672a\u6765\u306f\u3001\u5358\u306a\u308b\u81ea\u52d5\u5316\u3067\u306f\u306a\u304f\u3001\u5b9f\u8cea\u7684\u306a\u30d3\u30b8\u30cd\u30b9\u4fa1\u5024\u3092\u3082\u305f\u3089\u3059\u6e2c\u5b9a\u53ef\u80fd\u306a\u6210\u679c\u3092\u9054\u6210\u3059\u308b\u3053\u3068\u306b\u3042\u308b\u3002\u30c7\u30b8\u30bf\u30eb\u30c4\u30a4\u30f3\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3001RAG LLM\u3001\u4e88\u6e2c\u5206\u6790\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306f\u30d7\u30ed\u30bb\u30b9\u306e\u691c\u8a3c\u3001\u898f\u5236\u5f53\u5c40\u3078\u306e\u7533\u8acb\u3001\u8cc7\u7523\u306e\u4fe1\u983c\u6027\u3068\u3044\u3063\u305f\u91cd\u8981\u306a\u30d7\u30ed\u30bb\u30b9\u3092\u5909\u9769\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u79c1\u305f\u3061\u306f\u3001\u3053\u308c\u3089\u306e\u76f8\u4e92\u63a5\u7d9a\u3055\u308c\u305f\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u304c\u3069\u306e\u3088\u3046\u306b\u5177\u4f53\u7684\u306a\u7d50\u679c\u3092\u3082\u305f\u3089\u3057\u3001\u30aa\u30da\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u6e96\u5099\u614b\u52e2\u3092\u3088\u308a\u5f37\u56fa\u3067\u6210\u679c\u4e3b\u5c0e\u306e\u3082\u306e\u306b\u3059\u308b\u304b\u3092\u63a2\u308a\u307e\u3059\u3002 <\/p>\n\n\n\n
1.\u30c7\u30b8\u30bf\u30eb\u30c4\u30a4\u30f3\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3067\u30d7\u30ed\u30bb\u30b9\u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3\u3092\u89e3\u6c7a\u3059\u308b<\/strong>\u30d7\u30ed\u30bb\u30b9\u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u898f\u5236\u9075\u5b88\u3068\u88fd\u54c1\u54c1\u8cea\u304c\u6700\u91cd\u8981\u8996\u3055\u308c\u308b\u696d\u754c\u306b\u3068\u3063\u3066\u6975\u3081\u3066\u91cd\u8981\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u5f93\u6765\u306e\u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3\u624b\u6cd5\u3067\u306f\u3001\u4f55\u5ea6\u3082\u30c6\u30b9\u30c8\u3092\u7e70\u308a\u8fd4\u3059\u306a\u3069\u3001\u591a\u5927\u306a\u52b4\u529b\u3068\u30ea\u30bd\u30fc\u30b9\u304c\u5fc5\u8981\u3067\u3057\u305f\u3002\u30c7\u30b8\u30bf\u30eb\u30c4\u30a4\u30f3\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u751f\u7523\u74b0\u5883\u306e\u4eee\u60f3\u30ec\u30d7\u30ea\u30ab\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u3067\u3001\u7269\u7406\u7684\u306a\u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3\u306e\u524d\u306b\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u30c6\u30b9\u30c8\u3068\u6700\u9069\u5316\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u3001\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3057\u307e\u3059\u3002\u8907\u6570\u306e\u4eee\u60f3\u30b7\u30ca\u30ea\u30aa\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u3067\u3001\u7d44\u7e54\u306f\u5fc5\u8981\u306a\u7269\u7406\u30c6\u30b9\u30c8\u306e\u53cd\u5fa9\u56de\u6570\u3092\u6e1b\u3089\u3057\u3001\u6642\u9593\u3068\u30ea\u30bd\u30fc\u30b9\u3092\u7bc0\u7d04\u3059\u308b\u3068\u540c\u6642\u306b\u3001\u521d\u56de\u691c\u8a3c\u306e\u6210\u529f\u78ba\u7387\u3092\u9ad8\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u3053\u306e\u6210\u679c\u30d9\u30fc\u30b9\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u88fd\u54c1\u958b\u767a\u3092\u8fc5\u901f\u5316\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u5168\u4f53\u7684\u306a\u696d\u52d9\u52b9\u7387\u3082\u5411\u4e0a\u3055\u305b\u308b\u3002 <\/p>\n\n\n\n 2.\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3068RAG LLM\u306b\u3088\u308b\u898f\u5236\u5f53\u5c40\u3078\u306e\u63d0\u51fa\u306e\u5408\u7406\u5316<\/strong>\u898f\u5236\u306e\u53b3\u3057\u3044\u696d\u754c\u3067\u306f\u3001\u898f\u5236\u5f53\u5c40\u3078\u306e\u6b63\u78ba\u306a\u6587\u66f8\u306e\u4f5c\u6210\u3068\u63d0\u51fa\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u304c\u3001\u975e\u5e38\u306b\u8907\u96d1\u3067\u3059\u3002\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3068RAG (Retrieval-Augmented Generation) \u30e2\u30c7\u30eb\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u7d44\u7e54\u5168\u4f53\u306e\u3059\u3079\u3066\u306e\u88fd\u54c1\u304a\u3088\u3073\u30d7\u30ed\u30bb\u30b9\u77e5\u8b58 (PPK) \u306e\u52d5\u7684\u3067\u76f8\u4e92\u63a5\u7d9a\u3055\u308c\u305f\u30de\u30c3\u30d7\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u898f\u5236\u5f53\u5c40\u3078\u306e\u7533\u8acb\u306b\u6700\u3082\u95a2\u9023\u6027\u306e\u9ad8\u3044\u60c5\u5831\u3092\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306b\u691c\u7d22\u3057\u3001\u7d44\u307f\u7acb\u3066\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u305f\u3081\u3001\u8fc5\u901f\u306a\u7533\u8acb\u3068\u3001\u5fb9\u5e95\u3057\u305f\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u9075\u5b88\u3092\u4e21\u7acb\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u5305\u62ec\u7684\u306a\u88fd\u54c1\u30fb\u30d7\u30ed\u30bb\u30b9\u77e5\u8b58\u3078\u306e\u30a2\u30af\u30bb\u30b9\u3092\u6539\u5584\u3059\u308b\u3053\u3068\u3067\u3001AI\u99c6\u52d5\u578b\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u30c1\u30fc\u30e0\u304c\u3088\u308a\u52b9\u7387\u7684\u306b\u6587\u66f8\u3092\u4f5c\u6210\u3057\u3001\u85ac\u4e8b\u627f\u8a8d\u307e\u3067\u306e\u6642\u9593\u3092\u77ed\u7e2e\u3057\u3001\u88fd\u54c1\u4e0a\u5e02\u306e\u30bf\u30a4\u30e0\u30e9\u30a4\u30f3\u3092\u65e9\u3081\u308b\u3053\u3068\u3092\u652f\u63f4\u3057\u307e\u3059\u3002 <\/p>\n\n\n\n 3.\u8cc7\u7523\u4fe1\u983c\u6027\u306e\u305f\u3081\u306e\u6a5f\u68b0\u5b66\u7fd2\u306b\u3088\u308b\u904b\u8ee2\u9069\u683c\u6027\u8a66\u9a13\u306e\u524a\u6e1b\uff1a<\/strong>\u6a5f\u68b0\u5b66\u7fd2\u306f\u3001\u904e\u53bb\u304a\u3088\u3073\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u8cc7\u7523\u6027\u80fd\u3092\u4e88\u6e2c\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u59cb\u52d5\u6642\u306e\u904b\u8ee2\u9069\u683c\u6027\u8a66\u9a13\uff08OQ\uff09\u3092\u5408\u7406\u5316\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u5927\u898f\u6a21\u306a\u7269\u7406\u8a66\u9a13\u306e\u5fc5\u8981\u6027\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u308b\u3053\u3068\u3067\u3001ML\u306f\u30b9\u30bf\u30fc\u30c8\u30a2\u30c3\u30d7\u30fb\u30d7\u30ed\u30bb\u30b9\u3092\u52a0\u901f\u3057\u3001\u8cc7\u7523\u304c\u3088\u308a\u65e9\u304f\u751f\u7523\u6e96\u5099\u306b\u5230\u9054\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u521d\u671f\u306e\u6027\u80fd\u30c7\u30fc\u30bf\u306f\u3001\u8cc7\u7523\u306e\u5065\u5168\u6027\u306e\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3092\u78ba\u7acb\u3057\u3001\u8cc7\u7523\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u306b\u308f\u305f\u3063\u3066\u4fe1\u983c\u6027\u3092\u76e3\u8996\u3059\u308b\u305f\u3081\u306e\u57fa\u6e96\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u30d7\u30ed\u30a2\u30af\u30c6\u30a3\u30d6\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u9577\u671f\u7684\u306a\u8cc7\u7523\u306e\u4fe1\u983c\u6027\u3092\u5411\u4e0a\u3055\u305b\u3001\u30c0\u30a6\u30f3\u30bf\u30a4\u30e0\u3092\u524a\u6e1b\u3057\u3001\u8cc7\u7523\u306e\u5bff\u547d\u3092\u5ef6\u3070\u3059\u3053\u3068\u3067\u3001\u8cc7\u672c\u6295\u8cc7\u306e\u30ea\u30bf\u30fc\u30f3\u3092\u6700\u5927\u5316\u3057\u307e\u3059\u3002 <\/p>\n\n\n\n \u4f5c\u6226\u6e96\u5099\u306e\u305f\u3081\u306e\u6210\u679c\u30d9\u30fc\u30b9\u306e\u5229\u70b9\uff1a<\/strong>\u3053\u306e\u65b0\u8208\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u96c6\u5408\u4f53\u306f\u3001\u5177\u4f53\u7684\u3067\u6e2c\u5b9a\u53ef\u80fd\u306a\u6210\u679c\u3092\u9054\u6210\u3059\u308b\u305f\u3081\u306e\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3092\u30aa\u30da\u30ec\u30fc\u30b7\u30e7\u30f3\u6e96\u5099\u30c1\u30fc\u30e0\u306b\u63d0\u4f9b\u3059\u308b\u3002\u7269\u7406\u7684\u306a\u30d7\u30ed\u30bb\u30b9\u691c\u8a3c\u30c6\u30b9\u30c8\u306e\u5fc5\u8981\u6027\u3092\u6e1b\u3089\u3057\u3001\u898f\u5236\u5f53\u5c40\u3078\u306e\u63d0\u51fa\u306e\u30b9\u30d4\u30fc\u30c9\u3068\u7cbe\u5ea6\u3092\u9ad8\u3081\u3001\u8cc7\u7523\u306e\u4fe1\u983c\u6027\u306b\u95a2\u3059\u308b\u30d7\u30ed\u30a2\u30af\u30c6\u30a3\u30d6\u306a\u57fa\u6e96\u5024\u3092\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001AI\u306f\u30aa\u30da\u30ec\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308b\u52b9\u7387\u6027\u3068\u4fca\u654f\u6027\u306e\u65b0\u305f\u306a\u57fa\u6e96\u3092\u53ef\u80fd\u306b\u3057\u3066\u3044\u308b\u3002\u3053\u308c\u3089\u306e\u6210\u679c\u306f\u3001\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u306e\u6539\u5584\u3001\u904b\u7528\u30b3\u30b9\u30c8\u306e\u524a\u6e1b\u3001\u5e02\u5834\u6295\u5165\u307e\u3067\u306e\u6642\u9593\u306e\u77ed\u7e2e\u306b\u76f4\u63a5\u8ca2\u732e\u3057\u3001\u7d44\u7e54\u306e\u56de\u5fa9\u529b\u3068\u7af6\u4e89\u529b\u3092\u9ad8\u3081\u307e\u3059\u3002 <\/p>\n\n\n\n \u30aa\u30da\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb\u30fb\u30ec\u30c7\u30a3\u30cd\u30b9\u306e\u672a\u6765\u3068\u306f\u3001\u5358\u306b\u65b0\u3057\u3044\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3092\u63a1\u7528\u3059\u308b\u3053\u3068\u3067\u306f\u306a\u304f\u3001\u3053\u308c\u3089\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u304c\u3082\u305f\u3089\u3059\u6210\u679c\u3092\u5b9f\u73fe\u3059\u308b\u3053\u3068\u3067\u3042\u308b\u3002\u30c7\u30b8\u30bf\u30eb\u30c4\u30a4\u30f3\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3001RAG 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