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\uff11\uff0eRAG\uff08Retrieval-Augmented Generation\uff09\u3068\u306f<\/strong><\/h4>\n\n\n\n

\u3000\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff08Retrieval Augmented Generation\uff09\u300d\u306e\u7565
\u3000\u3000\u3000\u751f\u6210\uff21\uff29\u306fRAG\u304c\u5916\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306a\u3069\u304b\u3089\u60c5\u5831\u3092\u691c\u7d22\u3057\u3001
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\u3000\u3000\u3000\u6700\u65b0\u60c5\u5831\u3084\u72ec\u81ea\u306e\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u3001\u6b63\u78ba\u3067\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u56de\u7b54\u3092\u751f\u6210\u3059\u308b
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\uff12\uff0eLLM\uff08Large Language Models\uff09\u3068\u306e\u9055\u3044<\/strong><\/h4>\n\n\n\n

\u3000LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u306f\u5185\u90e8\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u307f\u306b\u57fa\u3065\u3044\u3066\u56de\u7b54\u3092\u751f\u6210\u3059\u308b
\u3000\u3000\u3000\u5bfe\u3057\u3066RAG\u306f\u3001\u5916\u90e8\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u304b\u3089\u95a2\u9023\u60c5\u5831\u3092\u691c\u7d22\u30fb\u53d6\u5f97\u3057\u3001
\u3000\u3000\u3000\u305d\u308c\u3092LLM\u304c\u5229\u7528\u3057\u3066\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u6280\u8853

\u3000LLM\u306e\u6b20\u70b9
\u3000\u3000\u3000\u77e5\u8b58\u306e\u66f4\u65b0\u304c\u3067\u304d\u306a\u3044<\/strong>
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\u3000\u3000\u3000\u3000\u3000\u6700\u65b0\u60c5\u5831\u3084\u5c02\u9580\u7684\u306a\u60c5\u5831\u306b\u306f\u5bfe\u5fdc\u3067\u304d\u306a\u3044

\u3000\u3000\u3000\u5e7b\u899a\uff08\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff09\u306e\u554f\u984c<\/strong>
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\u3000\u3000\u3000\u3000\u3000\u7279\u306b\u5177\u4f53\u7684\u306a\u4e8b\u5b9f\u306b\u95a2\u3057\u3066\u4fe1\u983c\u6027\u306b\u6b20\u3051\u308b

\u3000\u3000\u3000\u60c5\u5831\u30bd\u30fc\u30b9\u306e\u900f\u660e\u6027\u304c\u306a\u3044<\/strong>
\u3000\u3000\u3000\u3000\u3000\u3069\u3053\u304b\u3089\u305d\u306e\u60c5\u5831\u3092\u5f97\u305f\u306e\u304b\u308f\u304b\u3089\u306a\u3044

\u3000RAG\u306e\u9577\u6240
\u3000\u3000\u3000\u6700\u65b0\u306e\u60c5\u5831\u3092\u4f7f\u3048\u308b<\/strong>
\u3000\u3000\u3000\u3000\u3000\u81ea\u5206\u306e\u30c7\u30fc\u30bf\u3092\u8ffd\u52a0\u3067\u304d\u308b
\u3000\u3000\u3000\u3000\u3000\u5fc5\u8981\u306a\u60c5\u5831\u3092\u90fd\u5ea6\u66f4\u65b0\u3067\u304d\u308b

\u3000\u3000\u3000\u3088\u308a\u6b63\u78ba\u306a\u56de\u7b54<\/strong>
\u3000\u3000\u3000\u3000\u3000\u4e0e\u3048\u3089\u308c\u305f\u60c5\u5831\u6e90\u306b\u57fa\u3065\u3044\u3066\u56de\u7b54\u3059\u308b
\u3000\u3000\u3000\u3000\u3000\u5e7b\u899a\uff08\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff09\u3092\u6e1b\u3089\u305b\u308b

\u3000\u3000\u3000\u60c5\u5831\u6e90\u306e\u660e\u78ba\u5316<\/strong>
\u3000\u3000\u3000\u3000\u3000\u3069\u306e\u60c5\u5831\u3092\u53c2\u7167\u3057\u305f\u304b\u660e\u78ba\u306b\u306a\u308b
\u3000\u3000\u3000\u3000\u3000\u56de\u7b54\u306e\u6839\u62e0\u304c\u793a\u305b\u308b<\/p>\n\n\n\n

\uff13\uff0eRAG\u306e\u4ed5\u7d44\u307f<\/strong><\/h4>\n\n\n\n

\u3000\u77e5\u8b58\u30d9\u30fc\u30b9\u3092\u6e96\u5099\u3059\u308b<\/strong>
\u3000\u3000\u3000\u5fc5\u8981\u306a\u60c5\u5831\uff08\u6587\u66f8\u3084\u30c7\u30fc\u30bf\uff09\u3092\u4e8b\u524d\u306b\u6e96\u5099\u3057\u3001
\u3000\u3000\u3000\u5c0f\u3055\u306a\u5358\u4f4d\u306b\u5206\u3051\u3066\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u304c\u7406\u89e3\u3057\u3084\u3059\u3044\u5f62\u306b\u5909\u63db\u3057\u3066\u4fdd\u5b58\u3059\u308b
\u3000\u3000\u3000\u300c\u77e5\u8b58\u30d9\u30fc\u30b9\u300d\u3068\u306a\u308b

\u3000\u60c5\u5831\u3092\u691c\u7d22\u3059\u308b<\/strong>
\u3000\u3000\u3000\u8cea\u554f\u306e\u5185\u5bb9\u306b\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u77e5\u8b58\u30d9\u30fc\u30b9\u304b\u3089\u63a2\u3057\u51fa\u3059
\u3000\u3000\u3000\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u304c\u7406\u89e3\u3057\u3084\u3059\u3044\u5f62\u306b\u5909\u63db\u3057\u3066\u3001\u4f3c\u3066\u3044\u308b\u60c5\u5831\u3092\u898b\u3064\u3051\u51fa\u3059

\u3000\u56de\u7b54\u3092\u751f\u6210\u3059\u308b<\/strong>
\u3000\u3000\u3000\uff21\uff29\u304c\u691c\u7d22\u3067\u898b\u3064\u3051\u305f\u95a2\u9023\u60c5\u5831\u3092\u53c2\u8003\u306b\u3057\u3001\u8cea\u554f\u306b\u5bfe\u3059\u308b\u56de\u7b54\u3092\u4f5c\u6210\u3059\u308b<\/p>\n\n\n\n

\uff14\uff0eRAG\u306e\u6b20\u70b9<\/strong><\/h4>\n\n\n\n

\u3000\u77e5\u8b58\u30d9\u30fc\u30b9\u306e\u54c1\u8cea\u306b\u4f9d\u5b58\u3059\u308b<\/strong>\uff08\u8a18\u9332\u306e\u8cea\uff09
\u3000\u3000\u3000\u8a18\u9332\u304c\u66d6\u6627\u3060\u3068AI\u306f\u6b63\u78ba\u306a\u60c5\u5831\u3092\u5f97\u3089\u308c\u306a\u3044
\u3000\u3000\u3000\u91cd\u8981\u306a\u60c5\u5831\u304c\u66f8\u304d\u5fd8\u308c\u3089\u308c\u3066\u3044\u308b\u3068\u3001\u305d\u306e\u60c5\u5831\u306f\u6c38\u4e45\u306b\u6b20\u843d\u3059\u308b
\u3000\u3000\u3000\u77db\u76fe\u3059\u308b\u60c5\u5831\u304c\u3042\u308b\u3068AI\u306f\u6df7\u4e71\u3059\u308b

\u3000\u691c\u7d22\u7cbe\u5ea6\u306e\u8ab2\u984c<\/strong>\uff08\u60c5\u5831\u306e\u53d6\u308a\u3053\u307c\u3057\uff09
\u3000\u3000\u3000\u5358\u7d14\u306a\u8a00\u8449\u3060\u3051\u3067\u63a2\u3059\u3068\u3001\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u898b\u843d\u3068\u3057\u3066\u3057\u307e\u3046
\u3000\u3000\u3000\u5358\u7d14\u306a\u8a00\u8449\u3060\u3051\u3067\u63a2\u3059\u3068\u3001\u95a2\u4fc2\u306a\u3044\u60c5\u5831\u3092\u62fe\u3063\u3066\u3057\u307e\u3046
\u3000\u3000\u3000\u6587\u8108\u3092\u6b63\u78ba\u306b\u7406\u89e3\u3067\u304d\u305a\u3001\u7684\u5916\u308c\u306a\u60c5\u5831\u3092\u95a2\u9023\u60c5\u5831\u3068\u3057\u3066\u62bd\u51fa\u3057\u3066\u3057\u307e\u3046

\u3000\u30b3\u30b9\u30c8\u3068\u30ea\u30bd\u30fc\u30b9\u306e\u554f\u984c<\/strong>\uff08\u30c7\u30b8\u30bf\u30eb\u5316\u306e\u30b3\u30b9\u30c8\uff09
\u3000\u3000\u3000\u5168\u3066\u306e\u60c5\u5831\u3092\u30c7\u30b8\u30bf\u30eb\u5316\u3059\u308b\u624b\u9593\u3068\u6642\u9593
\u3000\u3000\u3000\u30c7\u30fc\u30bf\u3092\u6574\u7406\u30fb\u66f4\u65b0\u3057\u7d9a\u3051\u308b\u305f\u3081\u306e\u4eba\u7684\u30ea\u30bd\u30fc\u30b9
\u3000\u3000\u3000\u30d9\u30af\u30c8\u30ebDB\u306e\u7dad\u6301\u7ba1\u7406\u30b3\u30b9\u30c8
\u3000\u3000\u3000\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b\u305f\u3081\u306e\u8a08\u7b97\u30b3\u30b9\u30c8

\u3000\u30ec\u30b9\u30dd\u30f3\u30b9\u901f\u5ea6<\/strong>\uff08\u5373\u7b54\u6027\uff09
\u3000\u3000\u3000\u3059\u3050\u306b\u7b54\u3048\u304c\u6b32\u3057\u3044\u6642\u3067\u3082\u3001\u624b\u9806\u306b\u6cbf\u3063\u305f\u51e6\u7406\u304c\u5fc5\u8981
\u3000\u3000\u3000\u5f93\u6765\u306eAI\u3068\u6bd4\u3079\u3066\u3001\u5fdc\u7b54\u6642\u9593\u304c\u9577\u304f\u306a\u308a\u304c\u3061

\u3000\u30b7\u30b9\u30c6\u30e0\u304c\u8907\u96d1<\/strong>\uff08\u4fdd\u5b88\u6027\uff09
\u3000\u3000\u3000\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u3001LLM\u306a\u3069\u3092\u7ba1\u7406\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b
\u3000\u3000\u3000\u5404\u8981\u7d20\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3084\u4e92\u63db\u6027\u306e\u7dad\u6301\u304c\u5fc5\u8981
\u3000\u3000\u3000\u30c8\u30e9\u30d6\u30eb\u767a\u751f\u6642\u306e\u539f\u56e0\u7279\u5b9a\u304c\u96e3\u3057\u3044

\u3000\u30c7\u30fc\u30bf\u306e\u66f4\u65b0\u3068\u9bae\u5ea6<\/strong>\uff08\u60c5\u5831\u66f4\u65b0\uff09
\u3000\u3000\u3000\u65b0\u3057\u3044\u60c5\u5831\u3092\u8ffd\u52a0\u3059\u308b\u5ea6\u306b\u3001\u30d9\u30af\u30c8\u30eb\u5316\u3084\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u66f4\u65b0\u304c\u5fc5\u8981
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\u3000\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u4fdd\u8b77<\/strong>\uff08\u6a5f\u5bc6\u60c5\u5831\u7ba1\u7406\uff09
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\u3000\u3000\u3000\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u306e\u9069\u5207\u306a\u7ba1\u7406

\u3000\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u306e\u53ef\u5426<\/strong>\uff08\u7279\u6027\u3078\u306e\u5bfe\u5fdc\uff09
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