{"id":2154,"date":"2024-12-16T08:31:50","date_gmt":"2024-12-16T01:31:50","guid":{"rendered":"https:\/\/pirago.vn\/?post_type=article&p=2154"},"modified":"2024-12-16T08:31:50","modified_gmt":"2024-12-16T01:31:50","slug":"introducing-rag-retrieval-augmented-generation","status":"publish","type":"article","link":"https:\/\/pirago.vn\/ja\/article\/introducing-rag-retrieval-augmented-generation","title":{"rendered":"\u691c\u7d22\u62e1\u5f35\u751f\u6210 (RAG-Retrieval-Augmented Generation)\u306e\u7d39\u4ecb"},"content":{"rendered":"

\u521d\u3081\u306b<\/strong><\/h2>\n\n\n\n

\u8fd1\u5e74\u3001\u4eba\u5de5\u77e5\u80fd\uff08AI\uff09\u3084\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306e\u9032\u6b69\u306b\u3088\u308a\u3001\u4eba\u9593\u306e\u3088\u3046\u306a\u81ea\u7136\u306a\u8a00\u8a9e\u51e6\u7406\u304c\u53ef\u80fd\u306a\u30b7\u30b9\u30c6\u30e0\u306e\u958b\u767a\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u3053\u308c\u3089\u306e\u9032\u5c55\u306b\u3088\u308a\u3001AI\u306f\u79c1\u305f\u3061\u306e\u751f\u6d3b\u3084\u30d3\u30b8\u30cd\u30b9\u306b\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u3066\u304a\u308a\u3001\u30c7\u30b8\u30bf\u30eb\u60c5\u5831\u306e\u6d3b\u7528\u304c\u65b0\u3057\u3044\u6b21\u5143\u306b\u5230\u9054\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u80cc\u666f\u306e\u4e2d\u3067\u3001\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff08RAG\uff09<\/strong>\u306a\u3069\u306e\u6280\u8853\u304c\u6ce8\u76ee\u3092\u96c6\u3081\u3001\u7279\u5b9a\u306e\u60c5\u5831\u691c\u7d22\u3068AI\u306e\u751f\u6210\u80fd\u529b\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u65b0\u305f\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u304c\u751f\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

RAG\uff08Retrieval-Augmented Generation\uff09\u306f\u3001\u8fd1\u5e74AI\u6280\u8853\u306e\u4e2d\u3067\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u30ad\u30fc\u30ef\u30fc\u30c9\u306e\u4e00\u3064\u3067\u3059\u3002\u305d\u308c\u306f\u3069\u306e\u3088\u3046\u306a\u4ed5\u7d44\u307f\u3067\u6a5f\u80fd\u3057\u3066\u3044\u308b\u306e\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n\n\n\n

\u691c\u7d22\u62e1\u5f35\u751f\u6210\u3068\u306f\u4f55\u3067\u3059\u304b<\/strong><\/h2>\n\n\n\n

\u691c\u7d22\u62e1\u5f35\u751f\u6210 (RAG) \u306f\u3001\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u51fa\u529b\u3092\u6700\u9069\u5316\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u5fdc\u7b54\u3092\u751f\u6210\u3059\u308b\u524d\u306b\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u4ee5\u5916\u306e\u4fe1\u983c\u3067\u304d\u308b\u77e5\u8b58\u30d9\u30fc\u30b9\u3092\u53c2\u7167\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb (LLM) \u306f\u3001\u81a8\u5927\u306a\u91cf\u306e\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u3001\u4f55\u5341\u5104\u3082\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u4f7f\u7528\u3057\u3066\u3001\u8cea\u554f\u3078\u306e\u56de\u7b54\u3001\u8a00\u8a9e\u306e\u7ffb\u8a33\u3001\u6587\u7ae0\u306e\u5b8c\u6210\u306a\u3069\u306e\u30bf\u30b9\u30af\u306e\u305f\u3081\u306e\u30aa\u30ea\u30b8\u30ca\u30eb\u306e\u51fa\u529b\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

RAG \u306f\u3001LLM \u306e\u65e2\u306b\u5f37\u529b\u306a\u6a5f\u80fd\u3092\u3001\u30e2\u30c7\u30eb\u3092\u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u7279\u5b9a\u306e\u5206\u91ce\u3084\u7d44\u7e54\u306e\u5185\u90e8\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u306b\u62e1\u5f35\u3057\u307e\u3059\u3002LLM \u306e\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u3092\u6539\u5584\u3059\u308b\u305f\u3081\u306e\u8cbb\u7528\u5bfe\u52b9\u679c\u306e\u9ad8\u3044\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3042\u308b\u305f\u3081\u3001\u3055\u307e\u3056\u307e\u306a\u72b6\u6cc1\u3067\u95a2\u9023\u6027\u3001\u6b63\u78ba\u6027\u3001\u6709\u7528\u6027\u3092\u7dad\u6301\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

<\/p>\n\n\n\n

LLM \u306f\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u652f\u3048\u308b\u91cd\u8981\u306a\u6280\u8853\u3067\u3059\u304c\u3001\u5fdc\u7b54\u306e\u4e88\u6e2c\u4e0d\u80fd\u6027\u3084\u53e4\u3044\u60c5\u5831\u3092\u63d0\u4f9b\u3059\u308b\u554f\u984c\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u4fe1\u983c\u6027\u306e\u4f4e\u3044\u30bd\u30fc\u30b9\u304b\u3089\u60c5\u5831\u3092\u751f\u6210\u3057\u305f\u308a\u3001\u7528\u8a9e\u306e\u6df7\u4e71\u306b\u3088\u308a\u4e0d\u6b63\u78ba\u306a\u5fdc\u7b54\u3092\u751f\u3058\u308b\u3053\u3068\u3082\u8ab2\u984c\u3067\u3059\u3002<\/p>\n\n\n\n

RAG \u306f\u3053\u308c\u3089\u306e\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u4e00\u3064\u3067\u3059\u3002LLM \u304c\u4fe1\u983c\u3067\u304d\u308b\u30ca\u30ec\u30c3\u30b8\u30bd\u30fc\u30b9\u304b\u3089\u60c5\u5831\u3092\u53d6\u5f97\u3059\u308b\u3088\u3046\u8a98\u5c0e\u3057\u3001\u751f\u6210\u3055\u308c\u308b\u5fdc\u7b54\u306e\u6b63\u78ba\u6027\u3068\u5236\u5fa1\u6027\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u3088\u308a\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u30c1\u30e3\u30c3\u30c8\u4f53\u9a13\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

\u691c\u7d22\u62e1\u5f35\u751f\u6210\u306e\u4ed5\u7d44\u307f<\/strong><\/h2>\n\n\n\n
\"\"<\/figure>\n\n\n\n

<\/p>\n\n\n\n

\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff08RAG\uff09\u306f\u3001\u691c\u7d22\u3068\u751f\u6210\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u591a\u6bb5\u968e\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002\u305d\u306e\u4ed5\u7d44\u307f\u3092\u4ee5\u4e0b\u306b\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u2460 \u691c\u7d22\uff08Retrieve\uff09<\/strong><\/p>\n\n\n\n

\u3000\u8cea\u554f\u3092\u5165\u529b\u3059\u308b\u3068\u3001\u5916\u90e8\u30ca\u30ec\u30c3\u30b8\u304b\u3089\u8cea\u554f\u306b\u95a2\u9023\u3059\u308b\u5185\u5bb9\u3092AI\u304c\u691c\u7d22\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u3000\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u60c5\u5831\u3092\u691c\u7d22\u3057\u3001\u8cea\u554f\u3068\u95a2\u9023\u5ea6\u306e\u9ad8\u3044\u60c5\u5831\u304cLLM\u3078\u8ffd\u52a0\u60c5\u5831\u3068\u3057\u3066\u4e0e\u3048\u308b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3068\u3057\u3066\u62bd\u51fa\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u2461 \u62e1\u5f35\uff08Augment\uff09<\/strong><\/p>\n\n\n\n

\u3000\u524d\u6bb5\u306e\u691c\u7d22\uff08Retrieve\uff09\u306e\u6bb5\u968e\u3067\u691c\u7d22\u3057\u305f\u60c5\u5831\u3092\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u5165\u529b\u3057\u305f\u8cea\u554f\u306b\u8ffd\u52a0\u3057\u307e\u3059\u3002\uff08\uff1d\u62e1\u5f35\uff09<\/p>\n\n\n\n

\u3000\u5916\u90e8\u60c5\u5831\u304c\u8ffd\u52a0\u3055\u308c\u305f\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u306b\u5165\u529b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u2462 \u751f\u6210\uff08Generate\uff09<\/strong><\/p>\n\n\n\n

\u3000<\/strong>\u6700\u5f8c\u306b\u3001\u62e1\u5f35\u3055\u308c\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\u304cLLM\u306b\u9023\u643a\u3055\u308c\u3001\u5916\u90e8\u60c5\u5831\u3082\u52a0\u5473\u3057\u305f\u5185\u5bb9\u3067\u56de\u7b54\u304c\u751f\u6210\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n

\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u306b\u3088\u308a\u3001\u691c\u7d22\u3057\u305f\u88dc\u8db3\u60c5\u5831\u3092\u6d3b\u7528\u3057\u305f\u3001\u6b63\u78ba\u6027\u304c\u9ad8\u304f\u6587\u8108\u306b\u9069\u3057\u305f\u56de\u7b54\u304c\u63d0\u4f9b\u3055\u308c\u307e\u3059\u3002\u3053\u306e\u4ed5\u7d44\u307f\u306f\u3001\u7279\u5b9a\u306e\u5206\u91ce\u3084\u5c02\u9580\u9818\u57df\u306b\u304a\u3051\u308b\u8cea\u554f\u306b\u304a\u3044\u3066\u7279\u306b\u6709\u52b9\u3067\u3059\u3002<\/p>\n\n\n\n

RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u9055\u3044<\/strong><\/h2>\n\n\n\n

\u751f\u6210AI\u304c\u30af\u30ed\u30fc\u30ba\u30c9\u306a\u60c5\u5831\u3092\u6271\u3046\u305f\u3081\u306e\u65b9\u6cd5\u3068\u3057\u3066\u3001RAG\u4ee5\u5916\u306b\u306f\u300c\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u300d\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n

RAG\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u9055\u3044\u306f\u300c<\/em>\u751f\u6210AI\u306b\u5b66\u7fd2\u3055\u305b\u308b\u304b\u3069\u3046\u304b<\/em><\/strong>\u300d\u3068\u3044\u3046\u70b9\u3067\u3059\u3002<\/em><\/p>\n\n\n\n

\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u751f\u6210AI\u306b\u65b0\u3057\u3044\u77e5\u8b58\u3092\u899a\u3048\u3055\u305b\u3001\u305d\u306e\u6271\u3048\u308b\u60c5\u5831\u3092\u5897\u3084\u3059\u65b9\u6cd5\u3067\u3059\u3002\u4e00\u65b9\u3067\u3001RAG\u306f\u751f\u6210AI\u306b\u65b0\u305f\u306a\u77e5\u8b58\u3092\u5b66\u3070\u305b\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u5fc5\u8981\u306a\u3068\u304d\u306b\u53c2\u7167\u3067\u304d\u308b\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u6574\u5099\u3059\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002<\/p>\n\n\n\n

\u4eba\u9593\u306b\u4f8b\u3048\u308b\u3068\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u65b0\u3057\u3044\u77e5\u8b58\u3092\u6697\u8a18\u3055\u305b\u308b\u3053\u3068\u306b\u8fd1\u304f\u3001RAG\u306f\u5fc5\u8981\u306a\u60c5\u5831\u3092\u3044\u3064\u3067\u3082\u5f15\u304d\u51fa\u305b\u308b\u3088\u3046\u8cc7\u6599\u3092\u6574\u3048\u3066\u304a\u304f\u3053\u3068\u306b\u4f3c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

AWS\u3092\u6d3b\u7528\u3057\u305f\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9RAG\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/strong><\/h2>\n\n\n\n
\"\"
\u30ea\u30bd\u30fc\u30b9\uff1aRetrieval Augmented Generation (RAG) Architecture based on AWS – Medium<\/em><\/figcaption><\/figure>\n\n\n\n

\u3053\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u304a\u3051\u308b\u4e3b\u8981\u306a\u30b9\u30c6\u30c3\u30d7\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n

\u2460\u30e6\u30fc\u30b6\u30fc\u5165\u529b (\u30d7\u30ed\u30f3\u30d7\u30c8) \u306e\u9001\u4fe1<\/strong><\/p>\n\n\n\n

\u3000\u30e6\u30fc\u30b6\u30fc\u306fAWS Amplify\u3067\u30c7\u30d7\u30ed\u30a4\u3055\u308c\u305fWeb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u9001\u4fe1\u3057\u307e\u3059\u3002\u3053\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306fGitHub\u306a\u3069\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u4fdd\u5b58\u3055\u308c\u3066\u304a\u308a\u3001\u30c1\u30e3\u30c3\u30c8\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u901a\u3058\u3066\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u9001\u4fe1\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n

\u2461\u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb\u306e\u751f\u6210<\/strong><\/p>\n\n\n\n

\u3000\u30e6\u30fc\u30b6\u30fc\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u306fAWS Kendra\u306b\u9001\u3089\u308c\u3001\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u30d9\u30af\u30c8\u30eb\u5316\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n

\u2462\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u5c64<\/strong><\/p>\n\n\n\n

\u3000\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u5c64\u306b\u306f\u3001\u30d5\u30a1\u30a4\u30eb\u3001\u753b\u50cf\u3001\u52d5\u753b\u3001\u6587\u66f8\u3001CSV\u306a\u3069\u306e\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u304c\u683c\u7d0d\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u2463\u30c7\u30fc\u30bf\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u5316\u3068\u691c\u7d22<\/strong><\/p>\n\n\n\n

\u3000S3\u306b\u4fdd\u5b58\u3055\u308c\u305f\u30c7\u30fc\u30bf\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u540c\u671f\u30b8\u30e7\u30d6\u3092\u5b9f\u884c\u3059\u308b\u305f\u3073\u306bKendra\u306e\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3067\u30d9\u30af\u30c8\u30eb\u5316\u3055\u308c\u307e\u3059\u3002Kendra\u306f\u3053\u306e\u30d9\u30af\u30c8\u30eb\u5316\u30c7\u30fc\u30bf\u3068\u30e6\u30fc\u30b6\u30fc\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u4f7f\u7528\u3057\u3066\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\u3092\u884c\u3044\u3001\u95a2\u9023\u6027\u306e\u9ad8\u3044\u30c7\u30fc\u30bf\u3084\u6587\u66f8\u3092\u300c\u77e5\u8b58\u300d\u3068\u3057\u3066\u8fd4\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u2464\u5fdc\u7b54\u751f\u6210<\/strong><\/p>\n\n\n\n

\u3000Lambda\u95a2\u6570\u304cLangChain\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30bf\u30fc\u3068\u3057\u3066\u6a5f\u80fd\u3057\u3001Kendra\u304b\u3089\u53d6\u5f97\u3057\u305f\u300c\u77e5\u8b58\u300d\u3092\u4f7f\u3063\u3066LLM\u30e2\u30c7\u30eb\uff08\u4f8b: Antropic Claude\uff09\u306b\u63a5\u7d9a\u3057\u307e\u3059\u3002LLM\u306f\u300c\u77e5\u8b58\u300d\u3068\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u5fdc\u7b54\u3092\u751f\u6210\u3057\u3001AWS Amplify\u3067\u30db\u30b9\u30c8\u3055\u308c\u305f\u30c1\u30e3\u30c3\u30c8\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u306b\u5fdc\u7b54\u3092\u8fd4\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u2465\u4f1a\u8a71\u5c65\u6b74\u306e\u4fdd\u5b58<\/strong><\/p>\n\n\n\n

\u3000\u751f\u6210\u3055\u308c\u305f\u5fdc\u7b54\u306e\u30b3\u30d4\u30fc\u306fDynamoDB\u306b\u4fdd\u5b58\u3055\u308c\u3001\u4f1a\u8a71\u5c65\u6b74\u3068\u3057\u3066\u7ba1\u7406\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30d5\u30a9\u30ed\u30fc\u30a2\u30c3\u30d7\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u5bfe\u3057\u3066\u6587\u8108\u3092\u8003\u616e\u3057\u305f\u5fdc\u7b54\u3092\u751f\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

PIGPT\u306e\u7d39\u4ecb<\/strong><\/h2>\n\n\n\n
\"\"<\/figure>\n\n\n\n

<\/p>\n\n\n\n

PIGPT\u306f\u3001\u63d0\u4f9b\u3055\u308c\u305fPDF\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u6d3b\u7528\u3057\u3001\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff08RAG\uff09\u6280\u8853\u3092\u7528\u3044\u3066\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u306f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u3053\u3068\u3067\u3001\u305d\u306e\u5185\u5bb9\u3092\u5143\u306b\u8cea\u554f\u306b\u6b63\u78ba\u304b\u3064\u7684\u78ba\u306b\u56de\u7b54\u3059\u308bAI\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u4f01\u696d\u5185\u3067\u306e\u52b9\u7387\u7684\u306a\u60c5\u5831\u5171\u6709\u3084\u3001\u7279\u5b9a\u306e\u77e5\u8b58\u306b\u57fa\u3065\u304f\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3055\u308c\u305f\u9867\u5ba2\u5bfe\u5fdc\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u307e\u305f\u3001PIGPT\u306f\u30c1\u30e3\u30c3\u30c8\u306e\u5c65\u6b74\u3092\u8a18\u61b6\u3057\u3001\u305d\u308c\u3092\u6d3b\u7528\u3057\u3066\u6587\u8108\u306b\u5fdc\u3058\u305f\u3088\u308a\u826f\u3044\u7d50\u679c\u3092\u63d0\u4f9b\u3067\u304d\u308b\u70b9\u304c\u5927\u304d\u306a\u5f37\u307f\u3067\u3059\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

<\/p>\n\n\n\n

\u305f\u3068\u3048\u3070\u3001\u88fd\u54c1\u30de\u30cb\u30e5\u30a2\u30eb\u3084\u793e\u5185\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u3092PIGPT\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u3053\u3068\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u3084\u5f93\u696d\u54e1\u306e\u8cea\u554f\u306b\u3059\u3050\u306b\u7b54\u3048\u308b\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u30b5\u30dd\u30fc\u30c8\u30c4\u30fc\u30eb\u3068\u3057\u3066\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

<\/p>\n\n\n\n

\u8a73\u7d30\u60c5\u5831\u3084\u5229\u7528\u65b9\u6cd5\u306b\u3064\u3044\u3066\u306f\u3001\u516c\u5f0f\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8PIGPT<\/a>\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002\u305c\u3072\u8a66\u3057\u3066\u3001\u60c5\u5831\u7ba1\u7406\u3068\u9867\u5ba2\u30b5\u30dd\u30fc\u30c8\u306e\u65b0\u3057\u3044\u53ef\u80fd\u6027\u3092\u4f53\u9a13\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\uff01<\/p>\n\n\n\n

\u7d50\u8ad6<\/strong><\/h2>\n\n\n\n

\u672c\u8a18\u4e8b\u3092\u3054\u89a7\u3044\u305f\u3060\u304d\u3001\u8aa0\u306b\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u3082\u3057\u8cb4\u793e\u304c\u751f\u6210AI\u306e\u7d71\u5408\u3084\u95a2\u9023\u88fd\u54c1\u306e\u958b\u767a\u306b\u3064\u3044\u3066\u3054\u76f8\u8ac7\u3092\u304a\u8003\u3048\u306e\u5834\u5408\u306f\u3001\u305c\u3072 contact@pirago.vn \u307e\u3067\u3054\u9023\u7d61\u304f\u3060\u3055\u3044\u3002\u3067\u304d\u308b\u9650\u308a\u65e9\u6025\u306b\u3054\u8fd4\u4fe1\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

<\/p>","protected":false},"excerpt":{"rendered":"

\u8fd1\u5e74\u3001\u4eba\u5de5\u77e5\u80fd\uff08AI\uff09\u3084\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306e\u9032\u6b69\u306b\u3088\u308a\u3001\u4eba\u9593\u306e\u3088\u3046\u306a\u81ea\u7136\u306a\u8a00\u8a9e\u51e6\u7406\u304c\u53ef\u80fd\u306a\u30b7\u30b9\u30c6\u30e0\u306e\u958b\u767a\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n

\u3053\u308c\u3089\u306e\u9032\u5c55\u306b\u3088\u308a\u3001AI\u306f\u79c1\u305f\u3061\u306e\u751f\u6d3b\u3084\u30d3\u30b8\u30cd\u30b9\u306b\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u3066\u304a\u308a\u3001\u30c7\u30b8\u30bf\u30eb\u60c5\u5831\u306e\u6d3b\u7528\u304c\u65b0\u3057\u3044\u6b21\u5143\u306b\u5230\u9054\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u80cc\u666f\u306e\u4e2d\u3067\u3001\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff08RAG\uff09\u306a\u3069\u306e\u6280\u8853\u304c\u6ce8\u76ee\u3092\u96c6\u3081\u3001\u7279\u5b9a\u306e\u60c5\u5831\u691c\u7d22\u3068AI\u306e\u751f\u6210\u80fd\u529b\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u65b0\u305f\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u304c\u751f\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n

RAG\uff08Retrieval-Augmented Generation\uff09\u306f\u3001\u8fd1\u5e74AI\u6280\u8853\u306e\u4e2d\u3067\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u30ad\u30fc\u30ef\u30fc\u30c9\u306e\u4e00\u3064\u3067\u3059\u3002\u305d\u308c\u306f\u3069\u306e\u3088\u3046\u306a\u4ed5\u7d44\u307f\u3067\u6a5f\u80fd\u3057\u3066\u3044\u308b\u306e\u3067\u3057\u3087\u3046\u304b\u3002<\/p>","protected":false},"author":5,"template":"","class_list":["post-2154","article","type-article","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/pirago.vn\/ja\/wp-json\/wp\/v2\/article\/2154","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/pirago.vn\/ja\/wp-json\/wp\/v2\/article"}],"about":[{"href":"https:\/\/pirago.vn\/ja\/wp-json\/wp\/v2\/types\/article"}],"author":[{"embeddable":true,"href":"https:\/\/pirago.vn\/ja\/wp-json\/wp\/v2\/users\/5"}],"wp:attachment":[{"href":"https:\/\/pirago.vn\/ja\/wp-json\/wp\/v2\/media?parent=2154"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}