{"id":7049,"date":"2025-12-24T16:44:20","date_gmt":"2025-12-24T07:44:20","guid":{"rendered":"https:\/\/appbay.org\/?p=7049"},"modified":"2026-03-01T19:05:10","modified_gmt":"2026-03-01T10:05:10","slug":"%e3%83%97%e3%83%ad%e3%83%b3%e3%83%97%e3%83%88%e6%89%8b%e6%b3%95","status":"publish","type":"post","link":"https:\/\/appbay.org\/?p=7049","title":{"rendered":"AI\u306e\u69cb\u9020\u3068\u30d7\u30ed\u30f3\u30d7\u30c8\u624b\u6cd5"},"content":{"rendered":"<h3>\u306a\u305c\u77e5\u3063\u3066\u304a\u304f\u304b<\/h3>\n<p>AI\u306f\u4ed5\u7d44\u307f\u3092\u77e5\u3089\u306a\u304f\u3066\u3082\u4f7f\u3048\u308b\u3002\u305f\u3060\u3001\u306a\u305c\u3053\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u304c\u52b9\u304f\u306e\u304b\u3001\u306a\u305c\u9577\u3044\u4f1a\u8a71\u306e\u9014\u4e2d\u3067\u524d\u306e\u8a71\u3092\u5fd8\u308c\u308b\u306e\u304b\u3001RAG\u306f\u3069\u3046\u3044\u3046\u539f\u7406\u3067\u52d5\u3044\u3066\u3044\u308b\u306e\u304b\u2014\u2014\u4ed5\u7d44\u307f\u3092\u5c11\u3057\u77e5\u3063\u3066\u3044\u308b\u3068\u3001\u3053\u3046\u3044\u3063\u305f\u7591\u554f\u306e\u307b\u3068\u3093\u3069\u306b\u8aac\u660e\u304c\u3064\u304f\u3002<\/p>\n<p>\u300c\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7\u3067\u8003\u3048\u3066\u304f\u3060\u3055\u3044\u300d\u304c\u7cbe\u5ea6\u3092\u4e0a\u3052\u308b\u7406\u7531\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u6700\u521d\u3068\u6700\u5f8c\u304c\u512a\u5148\u3055\u308c\u3084\u3059\u3044\u7406\u7531\u3001\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3092\u5b8c\u5168\u306b\u9632\u3050\u65b9\u6cd5\u304c\u306a\u3044\u7406\u7531\u3002\u4f7f\u3044\u65b9\u306e\u5224\u65ad\u306b\u76f4\u7d50\u3059\u308b\u77e5\u8b58\u306f\u3001\u601d\u3063\u305f\u3088\u308a\u5c11\u306a\u3044\u3002<\/p>\n<p>\u3053\u306e\u8a18\u4e8b\u306fLLM\u306e\u5185\u90e8\u69cb\u9020\u3068\u30d7\u30ed\u30f3\u30d7\u30c8\u6280\u6cd5\u306e\u6574\u7406\u30e1\u30e2\u3002\u6df1\u304f\u7406\u89e3\u3059\u308b\u5fc5\u8981\u306f\u306a\u3044\u304c\u3001\u3053\u306e\u7a0b\u5ea6\u3092\u77e5\u3063\u3066\u304a\u304f\u3068\u4f7f\u3044\u65b9\u306e\u5f15\u304d\u51fa\u3057\u304c\u5897\u3048\u308b\u3002<\/p>\n<h3>\u30c7\u30fc\u30bf\u69cb\u9020<\/h3>\n<p>\u8f9e\u66f8\u306f\u6982\u5ff5\u3067\u306f2\u3064\u3001\u5b9f\u8cea1\u3064\u3067\u7ba1\u7406\u3057\u3066\u3044\u308b\u3002<\/p>\n<ul>\n<li><strong>\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u8f9e\u66f8<\/strong>\uff1a\u6587\u5b57\u5217\u3092\u30c8\u30fc\u30af\u30f3\u306b\u5206\u5272\u3059\u308b\u30eb\u30fc\u30eb\u96c6<\/li>\n<li><strong>\u30c8\u30fc\u30af\u30f3ID\u8f9e\u66f8<\/strong>\uff1a\u30c8\u30fc\u30af\u30f3\u3068\u6574\u6570ID\u306e\u5bfe\u5fdc\u8868<\/li>\n<\/ul>\n<p>\u884c\u5217\u306f\u5927\u67a0\u30674\u3064\u3042\u308b\u3002<\/p>\n<ul>\n<li><strong>\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u884c\u5217<\/strong>\uff1a\u30c8\u30fc\u30af\u30f3ID\u3092\u5ea7\u6a19\uff08\u30d9\u30af\u30c8\u30eb\uff09\u306b\u5909\u63db\u3059\u308b<\/li>\n<li><strong>\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u884c\u5217<\/strong>\uff1a\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u51e6\u7406\u7528\u306e\u884c\u5217\uff08Wq\u30fbWk\u30fbWv\u30fbWo\uff09\n<ul>\n<li>\u51e6\u7406\u4e2d\u306b\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u30b9\u30b3\u30a2\u884c\u5217\uff08Q\u3068K\u304b\u3089\u4f5c\u3089\u308c\u308b\u4e00\u6642\u7684\u306a\u884c\u5217\uff09\u304c\u751f\u6210\u3055\u308c\u308b<\/li>\n<li>Q\u30fbK\u306fWq\u30fbWk\u304b\u3089\u5f97\u3089\u308c\u308b\u4e2d\u9593\u7d50\u679c<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u30d5\u30a3\u30fc\u30c9\u30d5\u30a9\u30ef\u30fc\u30c9\u884c\u5217<\/strong>\uff1a\u6587\u8108\u3092\u8e0f\u307e\u3048\u305f\u4e0a\u3067\u610f\u5473\u3092\u6df1\u6398\u308a\u3059\u308b\u77e5\u8b58\u306e\u6e90\u6cc9<\/li>\n<li><strong>\u51fa\u529b\u884c\u5217<\/strong>\uff1a\u6700\u5f8c\u306e\u30c8\u30fc\u30af\u30f3\u306e\u5ea7\u6a19\u3092\u6b21\u306e\u30c8\u30fc\u30af\u30f3\u306e\u78ba\u7387\u5206\u5e03\u306b\u5909\u63db\u3059\u308b<\/li>\n<\/ul>\n<h3>\u51e6\u7406\u306e\u6d41\u308c<\/h3>\n<h4>(1) \u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u3067\u5206\u5272<\/h4>\n<p>\u5165\u529b\u30c6\u30ad\u30b9\u30c8\u3092\u30e2\u30c7\u30eb\u304c\u6271\u3048\u308b\u5358\u4f4d\uff08\u30c8\u30fc\u30af\u30f3\uff09\u306b\u5206\u5272\u3059\u308b\u3002<br \/>\n\u300c\u308a\u3093\u3054\u304c\u597d\u304d\u300d\u2192\u300c\u308a\u3093\u3054\u300d\u300c\u304c\u300d\u300c\u597d\u304d\u300d<\/p>\n<h4>(2) \u30c8\u30fc\u30af\u30f3ID\u8f9e\u66f8\u3067\u30c8\u30fc\u30af\u30f3\u3092\u6574\u6570\u306b\u5909\u63db<\/h4>\n<p>\u5206\u5272\u3055\u308c\u305f\u30c8\u30fc\u30af\u30f3\u3092\u6574\u6570ID\u306b\u5909\u63db\u3059\u308b\u3002<br \/>\n\u300c\u308a\u3093\u3054\u300d\u2192 12045<\/p>\n<h4>(3) \u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u884c\u5217\u304b\u3089\u5ea7\u6a19\u3092\u53d6\u5f97<\/h4>\n<p>\u6574\u6570ID\u306b\u5bfe\u5fdc\u3059\u308b\u591a\u6b21\u5143\u306e\u5ea7\u6a19\uff08\u30d9\u30af\u30c8\u30eb\uff09\u3092\u53d6\u5f97\u3059\u308b\u3002\u3053\u308c\u304c\u4ee5\u964d\u306e\u8a08\u7b97\u306e\u30b9\u30bf\u30fc\u30c8\u5730\u70b9\u306b\u306a\u308b\u3002<br \/>\n12045 \u2192 [0.23, -0.87, 0.41, &#8230;]<\/p>\n<h4>(4) \u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u51e6\u7406\uff1a\u6587\u8108\u3092\u53d6\u308a\u8fbc\u3093\u3067\u5ea7\u6a19\u3092\u66f4\u65b0<\/h4>\n<p>\u5404\u30c8\u30fc\u30af\u30f3\u306f(3)\u306e\u5ea7\u6a19\u3092\u30b9\u30bf\u30fc\u30c8\u3068\u3057\u3066\u3001\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u884c\u5217\u3092\u304b\u3051\u3066\u5ea7\u6a19\u3092\u79fb\u52d5\u3055\u305b\u308b\u51e6\u7406\u3092\u7e70\u308a\u8fd4\u3059\u3002<\/p>\n<p><strong>BERT\uff08\u53cc\u65b9\u5411\uff09\u3068GPT\/Claude\uff08\u4e00\u65b9\u5411\uff09\u306e\u9055\u3044<\/strong><\/p>\n<p>BERT\u306f\u3059\u3079\u3066\u306e\u30c8\u30fc\u30af\u30f3\u304c\u4e92\u3044\u306b\u53c2\u7167\u3057\u5408\u3046\u53cc\u65b9\u5411\u306e\u8a2d\u8a08\u306b\u306a\u3063\u3066\u3044\u308b\u3002<\/p>\n<ul>\n<li>\u300c\u308a\u3093\u3054\u300d\u306f\u300c\u304c\u300d\u300c\u597d\u304d\u300d\u3092\u5438\u53ce\u3057\u3066\u5ea7\u6a19\u304c\u5909\u308f\u308b<\/li>\n<li>\u300c\u304c\u300d\u306f\u300c\u308a\u3093\u3054\u300d\u300c\u597d\u304d\u300d\u3092\u5438\u53ce\u3057\u3066\u5ea7\u6a19\u304c\u5909\u308f\u308b<\/li>\n<li>\u300c\u597d\u304d\u300d\u306f\u300c\u308a\u3093\u3054\u300d\u300c\u304c\u300d\u3092\u5438\u53ce\u3057\u3066\u5ea7\u6a19\u304c\u5909\u308f\u308b<\/li>\n<\/ul>\n<p>GPT\/Claude\u306fCausal Masking\uff08\u4e00\u65b9\u5411\uff09\u306e\u8a2d\u8a08\u3067\u3001\u524d\u306e\u30c8\u30fc\u30af\u30f3\u3057\u304b\u53c2\u7167\u3067\u304d\u306a\u3044\u3002<\/p>\n<ul>\n<li>\u300c\u308a\u3093\u3054\u300d\u306f\u4ed6\u306e\u30c8\u30fc\u30af\u30f3\u3092\u53c2\u7167\u3057\u306a\u3044<\/li>\n<li>\u300c\u304c\u300d\u306f\u300c\u308a\u3093\u3054\u300d\u3060\u3051\u3092\u53c2\u7167\u3059\u308b<\/li>\n<li>\u300c\u597d\u304d\u300d\u306f\u300c\u308a\u3093\u3054\u300d\u300c\u304c\u300d\u3092\u53c2\u7167\u3059\u308b<\/li>\n<\/ul>\n<p>BERT\u306e\u7528\u9014\uff1a\u6587\u7ae0\u3092\u300c\u7406\u89e3\u30fb\u5206\u985e\u300d\u3059\u308b\u30bf\u30b9\u30af\u5411\u304d<\/p>\n<ul>\n<li>Google\u691c\u7d22\uff082019\u5e74\u301c\uff09<\/li>\n<li>RAG\u306e\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u90e8\u5206\uff08BERT\u7cfb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u304c\u4f7f\u308f\u308c\u308b\u3053\u3068\u304c\u591a\u3044\uff09<\/li>\n<\/ul>\n<p><strong>\u5438\u53ce\u306b\u306f\u91cd\u307f\u304c\u3042\u308b<\/strong><\/p>\n<p>\u300c\u3069\u306e\u30c8\u30fc\u30af\u30f3\u306b\u3069\u308c\u3060\u3051\u6ce8\u76ee\u3059\u308b\u304b\u300d\u306e\u30b9\u30b3\u30a2\u3092\u8a08\u7b97\u3057\u3066\u91cd\u307f\u4ed8\u304d\u3067\u53d6\u308a\u8fbc\u3080\u3002\u305d\u306e\u91cd\u307f\u306e\u8a08\u7b97\u306bQuery\u30fbKey\u30fbValue\u3068\u3044\u30463\u3064\u306e\u884c\u5217\u3092\u4f7f\u3046\u3002<\/p>\n<ul>\n<li><strong>Query<\/strong>\uff1a\u300c\u81ea\u5206\u306f\u4f55\u3092\u63a2\u3057\u3066\u3044\u308b\u304b\u300d<\/li>\n<li><strong>Key<\/strong>\uff1a\u300c\u81ea\u5206\u306f\u4f55\u3092\u6301\u3063\u3066\u3044\u308b\u304b\u300d<\/li>\n<li><strong>Value<\/strong>\uff1a\u300c\u5b9f\u969b\u306b\u6e21\u3059\u60c5\u5831\u300d<\/li>\n<\/ul>\n<p>\u5404\u30c8\u30fc\u30af\u30f3\u304cQuery\u3092\u51fa\u3057\u3001\u4ed6\u306e\u30c8\u30fc\u30af\u30f3\u306eKey\u3068\u7167\u5408\u3057\u3066\u6ce8\u76ee\u5ea6\u3092\u6c7a\u3081\u3001Value\u3092\u91cd\u307f\u4ed8\u304d\u3067\u96c6\u3081\u308b\u3002\u3053\u306e\u51e6\u7406\u304c\u5c64\u3054\u3068\u306b\u7e70\u308a\u8fd4\u3055\u308c\u308b\u3002\u5c64\u304c\u9032\u3080\u3054\u3068\u306b\u3001\u5358\u8a9e\u30ec\u30d9\u30eb\u306e\u95a2\u4fc2\u304b\u3089\u6587\u30ec\u30d9\u30eb\u3001\u3055\u3089\u306b\u62bd\u8c61\u7684\u306a\u610f\u5473\u3078\u3068\u5ea7\u6a19\u304c\u79fb\u52d5\u3057\u3066\u3044\u304f\uff08\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u3060\u306880\u301c100\u5c64\u4ee5\u4e0a\uff09\u3002<\/p>\n<p><strong>KV\u30ad\u30e3\u30c3\u30b7\u30e5<\/strong><\/p>\n<p>\u904e\u53bb\u306e\u30c8\u30fc\u30af\u30f3\u304c\u8a08\u7b97\u3057\u305f\u300cKey\u300d\u3068\u300cValue\u300d\u306f\u30e1\u30e2\u30ea\u306b\u4fdd\u5b58\u3057\u3066\u304a\u304f\u3002\u65b0\u3057\u3044\u30c8\u30fc\u30af\u30f3\u304c\u751f\u6210\u3055\u308c\u305f\u3068\u304d\u306f\u305d\u306e\u65b0\u30c8\u30fc\u30af\u30f3\u306e\u5206\u3060\u3051\u3092\u8a08\u7b97\u3057\u3001\u904e\u53bb\u306e\u30ad\u30e3\u30c3\u30b7\u30e5\u3068\u5408\u6d41\u3055\u305b\u308b\u4ed5\u7d44\u307f\u3092KV\u30ad\u30e3\u30c3\u30b7\u30e5\u3068\u547c\u3076\u3002<\/p>\n<p><strong>\u30d5\u30a3\u30fc\u30c9\u30d5\u30a9\u30ef\u30fc\u30c9\uff08\u77e5\u8b58\u306e\u6e90\u6cc9\uff09<\/strong><\/p>\n<p>\u5404\u5c64\u3054\u3068\u306b\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u306e\u5f8c\u306b\u30d5\u30a3\u30fc\u30c9\u30d5\u30a9\u30ef\u30fc\u30c9\u51e6\u7406\u304c\u3042\u308b\u30021\u5c64\u306e\u4e2d\u3067\u5ea7\u6a19\u306f2\u56de\u52d5\u304f\u3002\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u3067\u4ed6\u306e\u30c8\u30fc\u30af\u30f3\u306e\u60c5\u5831\u3092\u53d6\u308a\u8fbc\u307f\uff08\u300c\u308a\u3093\u3054\u300d\u304c\u300c\u597d\u304d\u300d\u306e\u5f71\u97ff\u3092\u53d7\u3051\u3066\u300c\u597d\u610f\u306e\u5bfe\u8c61\u3068\u3057\u3066\u306e\u308a\u3093\u3054\u300d\u3068\u3044\u3046\u6587\u8108\u4e0a\u306e\u4f4d\u7f6e\u306b\u79fb\u52d5\u3059\u308b\uff09\u3001\u6b21\u306b\u30d5\u30a3\u30fc\u30c9\u30d5\u30a9\u30ef\u30fc\u30c9\u3067\u81ea\u5206\u306e\u5ea7\u6a19\u3060\u3051\u3092\u5185\u90e8\u5909\u63db\u3059\u308b\u3002\u4ed6\u306e\u30c8\u30fc\u30af\u30f3\u3068\u306f\u7121\u95a2\u4fc2\u306b\u3001\u81ea\u5206\u304c\u6301\u3063\u3066\u3044\u308b\u77e5\u8b58\uff08\u679c\u7269\u3001\u8d64\u3044\u3001\u7518\u3044\u3001\u98df\u3079\u7269\u2026\uff09\u306e\u4e2d\u304b\u3089\u305d\u306e\u6587\u8108\u306b\u95a2\u9023\u3059\u308b\u610f\u5473\u3092\u5ea7\u6a19\u306b\u53cd\u6620\u3055\u305b\u308b\u3002\u3053\u306e\u300c\u81ea\u5206\u304c\u6301\u3063\u3066\u3044\u308b\u77e5\u8b58\u300d\u304c\u30d5\u30a3\u30fc\u30c9\u30d5\u30a9\u30ef\u30fc\u30c9\u884c\u5217\u306b\u683c\u7d0d\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n<h4>(5) \u6700\u5f8c\u306e\u30c8\u30fc\u30af\u30f3\u306e\u5ea7\u6a19\u304b\u3089\u6b21\u306e\u5358\u8a9e\u306e\u78ba\u7387\u3092\u751f\u6210<\/h4>\n<p>\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u6700\u5f8c\u306e\u30c8\u30fc\u30af\u30f3\u306e\u5ea7\u6a19\u3060\u3051\u3092\u4f7f\u3063\u3066\u6b21\u306e\u5358\u8a9e\u3092\u4e88\u6e2c\u3059\u308b\u3002<\/p>\n<ol>\n<li>\u6700\u5f8c\u306e\u30c8\u30fc\u30af\u30f3\u306e\u5ea7\u6a19\u306b\u51fa\u529b\u884c\u5217\u3092\u304b\u3051\u3066\u78ba\u7387\u5206\u5e03\u306b\u5909\u63db\u3059\u308b<\/li>\n<li>Temperature\u306e\u8a2d\u5b9a\u306b\u5408\u308f\u305b\u3066\u6b21\u306e\u30c8\u30fc\u30af\u30f3\u3092\u9078\u3076<\/li>\n<li>\u9078\u3093\u3060\u30c8\u30fc\u30af\u30f3\u3092\u5165\u529b\u306b\u52a0\u3048\u3066(3)\u304b\u3089\u7e70\u308a\u8fd4\u3059\uff08KV\u30ad\u30e3\u30c3\u30b7\u30e5\u306b\u3088\u308a\u65b0\u30c8\u30fc\u30af\u30f3\u5206\u306e\u307f\u8a08\u7b97\uff09<\/li>\n<\/ol>\n<p><strong>Temperature<\/strong><\/p>\n<p>Temperature\u306f\u30c8\u30fc\u30af\u30f3\u9078\u629e\u306e\u78ba\u7387\u5206\u5e03\u306e\u5e83\u304c\u308a\u3092\u5236\u5fa1\u3059\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u3002<\/p>\n<ul>\n<li>0.0\u301c0.3\uff1a\u6c7a\u5b9a\u7684\uff08\u6b63\u78ba\u6027\u91cd\u8996\uff09<\/li>\n<li>0.7\u301c1.0\uff1a\u6a19\u6e96<\/li>\n<li>1.0\u8d85\uff1a\u30e9\u30f3\u30c0\u30e0\u30fb\u5275\u9020\u7684\uff08\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u306f1.0\u304c\u4e0a\u9650\u3002Claude API\u306a\u3069\uff09<\/li>\n<\/ul>\n<h3>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u7279\u6027<\/h3>\n<p><strong>\u6700\u521d\u3068\u6700\u5f8c\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u304c\u512a\u5148\u3055\u308c\u308b\u4ed5\u7d44\u307f<\/strong><\/p>\n<p>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6\u5185\u306e\u5168\u30c8\u30fc\u30af\u30f3\u306b\u5bfe\u3057\u3066attention\u3092\u8a08\u7b97\u3059\u308b\u305f\u3081\u3001\u539f\u7406\u7684\u306b\u306f\u53e4\u3044\u30c8\u30fc\u30af\u30f3\u3082\u65b0\u3057\u3044\u30c8\u30fc\u30af\u30f3\u3082\u540c\u7b49\u306b\u300c\u898b\u3048\u308b\u300d\u3002\u305f\u3060\u3057\u5b9f\u969b\u306b\u306f\u4f4d\u7f6e\u306b\u3088\u308b\u30d0\u30a4\u30a2\u30b9\u304c\u3042\u308b\u3002<\/p>\n<ul>\n<li><strong>RLHF<\/strong>\uff1a\u6700\u65b0\u306e\u6307\u793a\u306b\u5f93\u3046\u6319\u52d5\u304c\u5b66\u7fd2\u3067\u6700\u9069\u5316\u3055\u308c\u3066\u3044\u308b<\/li>\n<li><strong>Positional Encoding<\/strong>\uff1a\u4f4d\u7f6e\u60c5\u5831\u306e\u6271\u3044\u65b9\u306f\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u7570\u306a\u308b\u3002\u539f\u5178\u306eTransformer\u306f\u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb\u3078\u306e\u52a0\u7b97\u65b9\u5f0f\u3060\u3063\u305f\u304c\u3001\u73fe\u5728\u306e\u4e3b\u6d41\u306fRoPE\uff08Rotary Position Embedding\uff09\u3067\u3001\u5404\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u5c64\u3067Q\u30fbK\u306b\u5bfe\u3057\u3066\u56de\u8ee2\u884c\u5217\u3068\u3057\u3066\u76f4\u63a5\u9069\u7528\u3059\u308b\u3002ALiBi\u306e\u3088\u3046\u306b\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u30b9\u30b3\u30a2\u306b\u30d0\u30a4\u30a2\u30b9\u3092\u52a0\u3048\u308b\u65b9\u5f0f\u3082\u5b58\u5728\u3059\u308b<\/li>\n<li><strong>Lost in the Middle\u554f\u984c<\/strong>\uff1a\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u4e2d\u9593\u90e8\u5206\u306f\u6700\u521d\u3068\u6700\u5f8c\u3088\u308a\u6ce8\u76ee\u3055\u308c\u306b\u304f\u3044\u50be\u5411\u304c\u3042\u308b<\/li>\n<li><strong>\u69cb\u9020\u7684\u306a\u7406\u7531<\/strong>\uff1a\u65e9\u3044\u30c8\u30fc\u30af\u30f3\u307b\u3069\u305d\u308c\u4ee5\u964d\u306e\u3059\u3079\u3066\u306e\u30c8\u30fc\u30af\u30f3\u304b\u3089\u53c2\u7167\u3055\u308c\u308b\u306e\u3067\u8a08\u7b97\u5168\u4f53\u3078\u306e\u5f71\u97ff\u304c\u5927\u304d\u304f\u306a\u308b<\/li>\n<\/ul>\n<p>\u300c\u3053\u3053\u307e\u3067\u306e\u4f1a\u8a71\u306f\u5fd8\u308c\u3066\u300d\u306f\u3042\u308b\u7a0b\u5ea6\u6709\u52b9\u3060\u304c\u3001\u5f71\u97ff\u306f\u6b8b\u308b\u3068\u8003\u3048\u3066\u304a\u304f\u306e\u304c\u59a5\u5f53\u3068\u8a00\u3048\u308b\u3002<\/p>\n<p><strong>\u5f37\u8abf\u306e\u5f71\u97ff\u529b<\/strong><\/p>\n<p>\u6700\u521d\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u7fa4\u306fKV\u30a2\u30f3\u30ab\u30fc\u3068\u3057\u3066\u5f37\u529b\u3067\u3001\u5f37\u8abf\u30ef\u30fc\u30c9\u3084\u660e\u793a\u7684\u306a\u533a\u5207\u308a\u3088\u308a\u3082\u512a\u5148\u3055\u308c\u308b\u3002\u5f37\u8abf\u30ef\u30fc\u30c9\u3084\u533a\u5207\u308a\u306f\u30e2\u30c7\u30eb\u304c\u5b66\u7fd2\u3067\u305d\u308c\u3092\u91cd\u8981\u8996\u3059\u308b\u3088\u3046\u6700\u9069\u5316\u3055\u308c\u3066\u3044\u308b\u304b\u6b21\u7b2c\u3067\u3001\u69cb\u9020\u7684\u306a\u4fdd\u8a3c\u306f\u306a\u3044\u3002\u30ed\u30fc\u30eb\u306e\u5909\u66f4\u306fRLHF\u3067\u6700\u9069\u5316\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u9014\u4e2d\u3067\u3082\u52b9\u679c\u304c\u51fa\u3084\u3059\u3044\u3002<\/p>\n<h3>\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3<\/h3>\n<p>\u73fe\u72b6\u306eLLM\u306b\u306f\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3092\u78ba\u5b9f\u306b\u691c\u77e5\u3059\u308b\u65b9\u6cd5\u304c\u306a\u3044\u3002\u5bfe\u7b56\u3068\u3057\u3066\u4f7f\u3048\u308b\u306e\u306f\u4ee5\u4e0b\u306e3\u3064\u3002<\/p>\n<ul>\n<li><strong>\u78ba\u4fe1\u5ea6\u3092\u805e\u304f<\/strong>\uff1a\u300c\u3053\u306e\u56de\u7b54\u306e\u78ba\u4fe1\u5ea6\u306f\uff1f\u300d\u3068\u76f4\u63a5\u805e\u304f<\/li>\n<li><strong>\u5225\u306e\u8a00\u3044\u65b9\u3067\u8907\u6570\u56de\u805e\u304f<\/strong>\uff1a\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306f\u4e00\u8cab\u3057\u306a\u3044\u3053\u3068\u304c\u591a\u3044\u6027\u8cea\u3092\u5229\u7528\u3059\u308b\u3002\u305f\u3060\u3057\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u504f\u308a\u304c\u3042\u308b\u5834\u5408\u3084\u3082\u3063\u3068\u3082\u3089\u3057\u3044\u7b54\u3048\u304c1\u3064\u3057\u304b\u306a\u3044\u5834\u5408\u306f\u4e00\u8cab\u3057\u3066\u540c\u3058\u5618\u3092\u3064\u304f\u3053\u3068\u3082\u3042\u308b\u3002\u307e\u305fTemperature\u304c\u4f4e\u3044\u8a2d\u5b9a\u3060\u3068\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3067\u3082\u6bce\u56de\u540c\u3058\u7b54\u3048\u304c\u51fa\u3066\u304f\u308b<\/li>\n<li><strong>\u5177\u4f53\u7684\u306a\u6839\u62e0\u30fb\u51fa\u5178\u3092\u6c42\u3081\u308b<\/strong>\uff1aWebSearch\u3067URL\u304c\u5b58\u5728\u3057\u3066\u3044\u3066\u305d\u306e\u5185\u5bb9\u304c\u6b63\u3057\u3044\u306a\u3089\u6b63\u78ba\u6027\u306f\u9ad8\u3044\u3068\u8a00\u3048\u308b<\/li>\n<\/ul>\n<h3>\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u504f\u308a<\/h3>\n<p>AI\u306f\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u4e0a\u306e\u516c\u958b\u60c5\u5831\u3067\u5b66\u7fd2\u3057\u3066\u3044\u308b\u3002\u3053\u3053\u306b\u69cb\u9020\u7684\u306a\u504f\u308a\u304c\u3042\u308b\u3002<\/p>\n<p>\u4eba\u9593\u306f\u516c\u958b\u306e\u5834\u3067\u306f\u672c\u97f3\u3092\u51fa\u3055\u306a\u3044\u3002\u30d6\u30ed\u30b0\u3084\u8ad6\u6587\u3001\u30d5\u30a9\u30fc\u30e9\u30e0\u306b\u66f8\u304f\u306e\u306f\u3001\u4eba\u306b\u898b\u305b\u3089\u308c\u308b\u5f62\u306b\u6574\u3048\u305f\u60c5\u5831\u3060\u3002\u5b9f\u969b\u306e\u73fe\u5834\u3067\u8d77\u304d\u3066\u3044\u308b\u6ce5\u81ed\u3044\u5224\u65ad\u3084\u3001\u7406\u5c48\u3067\u306f\u8aac\u660e\u3057\u306b\u304f\u3044\u610f\u601d\u6c7a\u5b9a\u306e\u30d7\u30ed\u30bb\u30b9\u306f\u3001\u307b\u3068\u3093\u3069\u516c\u958b\u3055\u308c\u306a\u3044\u3002<\/p>\n<p>\u3064\u307e\u308aAI\u306e\u77e5\u8b58\u306f\u3001\u4eba\u9593\u306e\u300c\u5efa\u524d\u300d\u5074\u306b\u504f\u3063\u3066\u3044\u308b\u3002\u6559\u79d1\u66f8\u7684\u306b\u6b63\u3057\u3044\u7b54\u3048\u3001\u4e00\u822c\u8ad6\u3068\u3057\u3066\u3082\u3063\u3068\u3082\u3089\u3057\u3044\u56de\u7b54\u306f\u5f97\u610f\u3060\u304c\u3001\u73fe\u5834\u306e\u5b9f\u614b\u306b\u5373\u3057\u305f\u5224\u65ad\u306f\u82e6\u624b\u306b\u306a\u308b\u3002<\/p>\n<p>\u3053\u306e\u504f\u308a\u3092\u88dc\u6b63\u3067\u304d\u308b\u306e\u304c\u3001\u73fe\u5834\u306e\u7d4c\u9a13\u3092\u6301\u3064\u4eba\u9593\u306e\u5f79\u5272\u306b\u306a\u308b\u3002AI\u304c\u51fa\u3059\u300c\u6b63\u3057\u3044\u304c\u73fe\u5b9f\u306b\u306f\u5408\u308f\u306a\u3044\u7b54\u3048\u300d\u306b\u5bfe\u3057\u3066\u3001\u300c\u3046\u3061\u306e\u73fe\u5834\u3067\u306f\u3053\u3046\u3060\u300d\u3068\u3044\u3046\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u4e0e\u3048\u308b\u3053\u3068\u3067\u3001\u5b9f\u7528\u7684\u306a\u51fa\u529b\u306b\u8fd1\u3065\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002AI\u3092\u9053\u5177\u3068\u3057\u3066\u4f7f\u3044\u3053\u306a\u3059\u306b\u306f\u3001\u3053\u306e\u504f\u308a\u3092\u524d\u63d0\u306b\u3057\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n<h3>\u30ed\u30fc\u30eb<\/h3>\n<p>\u4f1a\u8a71\u306b\u306f3\u3064\u306e\u30ed\u30fc\u30eb\u304c\u3042\u308b\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u30ed\u30fc\u30eb<\/th>\n<th>\u5f79\u5272<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u30b7\u30b9\u30c6\u30e0<\/td>\n<td>\u6027\u683c\u3084\u30eb\u30fc\u30eb\u3092\u5b9a\u7fa9<\/td>\n<\/tr>\n<tr>\n<td>\u30e6\u30fc\u30b6<\/td>\n<td>\u30e6\u30fc\u30b6\u306e\u767a\u8a00<\/td>\n<\/tr>\n<tr>\n<td>\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8<\/td>\n<td>AI\u306e\u56de\u7b54<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u4e2d\u3067\u306f\u5404\u30ed\u30fc\u30eb\u304c\u5236\u5fa1\u7528\u30de\u30fc\u30ab\u30fc\u3067\u533a\u5207\u3089\u308c\u3066\u3044\u308b\u304c\u3001AI\u306b\u3068\u3063\u3066\u306f\u3059\u3079\u3066\u300c\u5165\u529b\u300d\u3068\u3057\u3066\u4e00\u7d9a\u304d\u306b\u51e6\u7406\u3055\u308c\u308b\u3002\u300c\u3069\u3053\u307e\u3067\u304c\u81ea\u5206\u306e\u904e\u53bb\u306e\u767a\u8a00\u304b\u300d\u3068\u3044\u3046\u533a\u5225\u306f\u306a\u304f\u3001\u5168\u90e8\u304c\u7b49\u3057\u304f\u30c8\u30fc\u30af\u30f3\u306e\u5217\u3068\u3057\u3066\u898b\u3048\u308b\u3002<\/p>\n<h3>RAG<\/h3>\n<p>RAG\u306f\u30e6\u30fc\u30b6\u30fc\u304c\u66f8\u3044\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u540c\u3058\u6271\u3044\u306b\u306a\u308b\u3002\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u6bce\u56de\u81a8\u5927\u306a\u60c5\u5831\u3092\u66f8\u3051\u306a\u3044\u306e\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u304b\u3089\u95a2\u4fc2\u3042\u308a\u305d\u3046\u306a\u60c5\u5831\u3092\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u53c2\u7167\u3057\u3066\u8ffd\u52a0\u3059\u308b\u4ed5\u7d44\u307f\u306b\u306a\u3063\u3066\u3044\u308b\u3002<\/p>\n<h3>\u30d7\u30ed\u30f3\u30d7\u30c8\u624b\u6cd5<\/h3>\n<p>\u57fa\u672c\u306e\u8003\u3048\u65b9\uff1a<\/p>\n<ul>\n<li>\u4e3b\u8a9e\u3092\u7701\u7565\u3057\u306a\u3044<\/li>\n<li>\u6307\u793a\u8a9e\uff08\u3053\u305d\u3042\u3069\uff09\u3084\u7a0b\u5ea6\u8a9e\u306f\u5177\u4f53\u7684\u306b<\/li>\n<li>\u6307\u793a\u3068\u7d20\u6750\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3092\u5206\u3051\u308b<\/li>\n<li>\u30bf\u30b9\u30af\u306f\u5206\u5272\u3059\u308b<\/li>\n<\/ul>\n<p><strong>Chain-of-Thought (CoT)<\/strong><br \/>\n\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7\u3067\u4e2d\u9593\u7684\u306a\u63a8\u8ad6\u3092\u51fa\u529b\u3055\u305b\u308b\u3002\u3088\u308a\u8907\u96d1\u306a\u601d\u8003\u304c\u5fc5\u8981\u306a\u5834\u5408\u3001\u7b54\u3048\u306b\u81f3\u308b\u601d\u8003\u30d7\u30ed\u30bb\u30b9\u30921\u301c2\u500b\u4f8b\u793a\u3068\u3057\u3066\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u542b\u3081\u308b\u3002\u5f31\u70b9\u3068\u3057\u3066\u9593\u9055\u3063\u305f\u65b9\u5411\u306b\u9032\u3080\u3068\u4fee\u6b63\u3067\u304d\u306a\u3044\u3002<br \/>\n\u203b\u30d7\u30ed\u30f3\u30d7\u30c8\uff1a\u300c\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7\u3067\u8003\u3048\u3066\u304f\u3060\u3055\u3044\u3002\u8ad6\u7406\u7684\u306b\u4e00\u6b69\u305a\u3064\u9806\u3092\u8ffd\u3063\u3066\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u300d<\/p>\n<p><strong>Tree-of-Thoughts (ToT)<\/strong><br \/>\n\u8907\u6570\u306e\u89e3\u6c7a\u7b56\u3092\u51fa\u3057\u3001\u305d\u308c\u3089\u3092\u81ea\u5df1\u8a55\u4fa1\u30fb\u9078\u5225\u3057\u3001\u6700\u5584\u306e\u9053\u7b4b\u3092\u7d5e\u308a\u8fbc\u3080\u624b\u6cd5\u3002<br \/>\n\u203b\u30d7\u30ed\u30f3\u30d7\u30c8\uff1a<\/p>\n<ol>\n<li>\u8907\u6570\u306e\u6848\u3092\u51fa\u3055\u305b\u3066\u601d\u8003\u3092\u679d\u5206\u304b\u308c\u3055\u305b\u308b<\/li>\n<li>\u5404\u6848\u306e\u6b20\u70b9\u3084\u5229\u70b9\u3092\u8a55\u4fa1\u3055\u305b\u308b<\/li>\n<li>\u8a55\u4fa1\u306e\u9ad8\u3044\u6848\u3067\u306e\u601d\u8003\u3092\u524d\u9032\u3055\u305b\u308b<\/li>\n<li>\u5168\u3066\u306e\u6848\u3092\u4fef\u77b0\u3057\u3066\u5408\u7406\u7684\u306a\u7d50\u8ad6\u3092\u3060\u3055\u305b\u308b<\/li>\n<\/ol>\n<p><strong>Step-Back Prompting<\/strong><br \/>\n\u5177\u4f53\u7684\u306a\u554f\u984c\u304b\u3089\u4e00\u6b69\u5f15\u3044\u3066\u3001\u80cc\u5f8c\u306b\u3042\u308b\u4e00\u822c\u539f\u7406\u3084\u6982\u5ff5\u3092\u5148\u306b\u7279\u5b9a\u3055\u305b\u3066\u304b\u3089\u56de\u7b54\u3055\u305b\u308b\u624b\u6cd5\u3002\u539f\u5247\u306b\u7acb\u3061\u8fd4\u308b\u3053\u3068\u3067\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3092\u6291\u5236\u3057\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<br \/>\n\u203b\u30d7\u30ed\u30f3\u30d7\u30c8\uff1a\u3044\u304d\u306a\u308a\u300c\u3069\u3046\u3059\u308c\u3070\u3044\u3044\uff1f\u300d\u3067\u306f\u306a\u304f\u300c\u57fa\u672c\u7684\u306a\u4ed5\u7d44\u307f\u306f\uff1f\u539f\u5247\u306f\uff1f\u300d\u3068\u8cea\u554f\u3057\u3001\u305d\u306e\u7b54\u3048\u3092\u8e0f\u307e\u3048\u3066\u3069\u3046\u3059\u308c\u3070\u3044\u3044\u304b\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n<p><strong>Self-Consistency<\/strong><br \/>\n\u540c\u3058\u554f\u984c\u306b\u5bfe\u3057\u3066\u8907\u6570\u306e\u63a8\u8ad6\u30d1\u30b9\u3092\u5b9f\u884c\u3057\u3001\u6700\u3082\u591a\u3044\u56de\u7b54\u3092\u6700\u7d42\u89e3\u3068\u3059\u308b\uff08\u591a\u6570\u6c7a\uff09\u3002\u6b63\u3057\u3044\u7b54\u3048\u306f\u4e00\u81f4\u3057\u3084\u3059\u304f\u9593\u9055\u3044\u306f\u30d0\u30e9\u30d0\u30e9\u306b\u306a\u308a\u3084\u3059\u3044\u3068\u3044\u3046\u6027\u8cea\u3092\u5229\u7528\u3057\u3066\u3044\u308b\u3002<\/p>\n<p><strong>Chain-of-Verification (CoVe)<\/strong><br \/>\n\u56de\u7b54\u306b\u542b\u307e\u308c\u308b\u4e8b\u5b9f\u3092\u81ea\u3089\u691c\u8a3c\u3057\u3066\u304b\u3089\u6700\u7d42\u56de\u7b54\u3092\u51fa\u3059\u624b\u6cd5\u3002<\/p>\n<ol>\n<li>\u56de\u7b54\u3092\u751f\u6210\u3055\u305b\u308b<\/li>\n<li>\u305d\u306e\u56de\u7b54\u304c\u6b63\u3057\u3044\u304b\u78ba\u8a8d\u3059\u308b\u305f\u3081\u306b\u81ea\u554f\u81ea\u7b54\u3055\u305b\u308b<\/li>\n<li>\u6700\u521d\u306e\u56de\u7b54\u3068\u81ea\u554f\u81ea\u7b54\u3092\u7167\u5408\u3057\u3066\u6700\u7d42\u7684\u306a\u56de\u7b54\u306b\u3059\u308b<\/li>\n<\/ol>\n<p><strong>Self-Ask<\/strong><br \/>\n\u8907\u96d1\u306a\u8cea\u554f\u306b\u5bfe\u3057\u81ea\u5206\u3078\u306e\u8ffd\u52a0\u306e\u8cea\u554f\u3092\u7e70\u308a\u8fd4\u3057\u884c\u3044\u3001\u305d\u306e\u7b54\u3048\u3092\u7a4d\u307f\u4e0a\u3052\u3066\u6700\u7d42\u56de\u7b54\u3092\u5c0e\u304f\u624b\u6cd5\u3002<\/p>\n<p><strong>Reflexion<\/strong><br \/>\n\u5931\u6557\u3084\u30a8\u30e9\u30fc\u7d50\u679c\u3092\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3068\u3057\u3066\u53d7\u3051\u53d6\u308a\u3001\u6b21\u306e\u8a66\u884c\u3067\u4fee\u6b63\u3059\u308b\u53cd\u5fa9\u30d7\u30ed\u30bb\u30b9\u3002<\/p>\n<p><strong>Meta-Prompting<\/strong><br \/>\n\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u66f8\u304d\u65b9\u3084\u69cb\u9020\u305d\u306e\u3082\u306e\u3092AI\u306b\u5b9a\u7fa9\u3055\u305b\u308b\u3001\u3042\u308b\u3044\u306f\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3002<\/p>\n<p><strong>Few-shot \/ One-shot \/ Zero-shot<\/strong><br \/>\n\u4f8b\u793a\u306e\u6570\u306b\u3088\u308b\u5b66\u7fd2\u5236\u5fa1\u3002<\/p>\n<p><strong>Rephrase and Respond (RaR)<\/strong><br \/>\nAI\u306b\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u3092\u3088\u308a\u7406\u89e3\u3057\u3084\u3059\u3044\u5f62\u306b\u300c\u8a00\u3044\u63db\u3048\u300d\u3055\u305b\u3066\u304b\u3089\u56de\u7b54\u3055\u305b\u308b\u3002<\/p>\n<p><strong>Flipped Interaction<\/strong><br \/>\nAI\u306b\u5148\u306b\u8cea\u554f\u3092\u3055\u305b\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u305d\u308c\u306b\u7b54\u3048\u308b\u3053\u3068\u3067\u5fc5\u8981\u306a\u60c5\u5831\u3092\u63c3\u3048\u3066\u304b\u3089\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3059\u308b\u3002<\/p>\n<hr>\n<p><strong>LLM\u3068\u88fd\u9020\u696d\u306e\u5b9f\u52d9\u304c\u3069\u3046\u3064\u306a\u304c\u308b\u304b\uff1a<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/appbay.org\/?p=7175\">\u4e2d\u5c0f\u88fd\u9020\u696d\u304cAI\u30fbRAG\u3068\u4ed8\u304d\u5408\u3046\u305f\u3081\u306e\u73fe\u5b9f\u7684\u306a\u6574\u7406<\/a><\/li>\n<li><a href=\"https:\/\/appbay.org\/?p=7173\">\u30d9\u30af\u30c8\u30ebDB\u3068RDB \u2500\u2500 \u300c\u610f\u5473\u306e\u691c\u7d22\u300d\u3068\u300c\u5024\u306e\u691c\u7d22\u300d\u306f\u571f\u4ff5\u304c\u9055\u3046<\/a><\/li>\n<li><a href=\"https:\/\/appbay.org\/?p=7635\">\u4e2d\u5c0f\u88fd\u9020\u696d\u3068AI \u2500\u2500 \u300c\u4f55\u304c\u3067\u304d\u308b\u304b\u300d\u3088\u308a\u300c\u8ab0\u306b\u983c\u3080\u304b\u300d\u3067\u9078\u3070\u308c\u308b\u6642\u4ee3<\/a><\/li>\n<\/ul>\n<p><a href=\"https:\/\/appbay.org\/?p=122\">\u30b7\u30ea\u30fc\u30ba\u8a18\u4e8b\u4e00\u89a7\u30fb\u8457\u8005\u3078\u306e\u76f8\u8ac7\u306f\u3053\u3061\u3089 \u2192<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u306a\u305c\u77e5\u3063\u3066\u304a\u304f\u304b AI\u306f\u4ed5\u7d44\u307f\u3092\u77e5\u3089\u306a\u304f\u3066\u3082\u4f7f\u3048\u308b\u3002\u305f\u3060\u3001\u306a\u305c\u3053\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u304c\u52b9\u304f\u306e\u304b\u3001\u306a\u305c\u9577\u3044\u4f1a\u8a71\u306e\u9014\u4e2d\u3067\u524d\u306e\u8a71\u3092\u5fd8\u308c\u308b\u306e\u304b\u3001RAG\u306f\u3069\u3046\u3044\u3046\u539f\u7406\u3067\u52d5\u3044\u3066\u3044\u308b\u306e\u304b\u2014\u2014\u4ed5\u7d44\u307f\u3092\u5c11\u3057\u77e5\u3063\u3066\u3044\u308b\u3068\u3001\u3053\u3046\u3044\u3063\u305f\u7591\u554f\u306e\u307b\u3068\u3093\u3069\u306b &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/appbay.org\/?p=7049\" class=\"more-link\"><span class=\"screen-reader-text\">&#8220;AI\u306e\u69cb\u9020\u3068\u30d7\u30ed\u30f3\u30d7\u30c8\u624b\u6cd5&#8221; \u306e<\/span>\u7d9a\u304d\u3092\u8aad\u3080<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[159,163],"class_list":["post-7049","post","type-post","status-publish","format-standard","hentry","category-1","tag-ai-llm","tag-dx"],"_links":{"self":[{"href":"https:\/\/appbay.org\/index.php?rest_route=\/wp\/v2\/posts\/7049","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/appbay.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/appbay.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/appbay.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/appbay.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=7049"}],"version-history":[{"count":24,"href":"https:\/\/appbay.org\/index.php?rest_route=\/wp\/v2\/posts\/7049\/revisions"}],"predecessor-version":[{"id":7689,"href":"https:\/\/appbay.org\/index.php?rest_route=\/wp\/v2\/posts\/7049\/revisions\/7689"}],"wp:attachment":[{"href":"https:\/\/appbay.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7049"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/appbay.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7049"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/appbay.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7049"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}