{"id":6940,"date":"2026-04-07T09:41:17","date_gmt":"2026-04-07T00:41:17","guid":{"rendered":"https:\/\/techfun.cc\/?p=6940"},"modified":"2026-04-07T09:41:17","modified_gmt":"2026-04-07T00:41:17","slug":"bedrock-evaluations-knowledge-base-rag","status":"publish","type":"post","link":"https:\/\/techfun.cc\/generative-ai\/bedrock-evaluations-knowledge-base-rag.html","title":{"rendered":"Amazon Bedrock Evaluations\u3067RAG\u306e\u691c\u7d22\u7cbe\u5ea6\u3092\u5b9a\u91cf\u8a55\u4fa1\u3057\u3066\u307f\u305f"},"content":{"rendered":"<h3 id=\"section-1\" class=\"Heading Title Title--m\">\u306f\u3058\u3081\u306b<\/h3>\n<p>RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3057\u305f\u3042\u3068\u3001\u300c\u672c\u5f53\u306b\u3053\u306e\u691c\u7d22\u7d50\u679c\u306f\u9069\u5207\u306a\u306e\u304b\uff1f\u300d\u300c\u56de\u7b54\u306e\u54c1\u8cea\u3092\u3069\u3046\u6e2c\u308c\u3070\u3044\u3044\u306e\u304b\uff1f\u300d\u3068\u3044\u3046\u8ab2\u984c\u306b\u76f4\u9762\u3057\u305f\u3053\u3068\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<br \/>\nRAG\u306e\u7cbe\u5ea6\u6539\u5584\u306b\u306f\u3001\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u6226\u7565\u306e\u5909\u66f4\u3084\u30e1\u30bf\u30c7\u30fc\u30bf\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u306e\u5c0e\u5165\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u3042\u308a\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u6539\u5584\u306e\u52b9\u679c\u3092\u5b9a\u91cf\u7684\u306b\u628a\u63e1\u3067\u304d\u306a\u3051\u308c\u3070\u3001\u4f55\u304c\u52b9\u3044\u3066\u4f55\u304c\u52b9\u304b\u306a\u304b\u3063\u305f\u306e\u304b\u304c\u5206\u304b\u308a\u307e\u305b\u3093\u3002<br \/>\n\u305d\u3053\u3067\u6ce8\u76ee\u3057\u305f\u3044\u306e\u304c<strong>Amazon Bedrock Evaluations<\/strong>\u3067\u3059\u3002\u3053\u306e\u30b5\u30fc\u30d3\u30b9\u3092\u4f7f\u3048\u3070\u3001<strong>LLM as a Judge<\/strong>\uff08LLM\u3092\u8a55\u4fa1\u8005\u3068\u3057\u3066\u6d3b\u7528\u3059\u308b\u624b\u6cd5\uff09\u306b\u3088\u308a\u3001Knowledge Base\u306e\u691c\u7d22\u30fb\u751f\u6210\u54c1\u8cea\u3092\u81ea\u52d5\u3067\u5b9a\u91cf\u8a55\u4fa1\u3067\u304d\u307e\u3059\u3002<br \/>\n\u4ee5\u524d\u306e\u8a18\u4e8b\u3067\u306fKnowledge Base\u306e\u69cb\u7bc9\u65b9\u6cd5\u3084\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u6d3b\u7528\u3092\u7d39\u4ecb\u3057\u307e\u3057\u305f\u304c\u3001\u4eca\u56de\u306f\u305d\u306e\u6b21\u306e\u30b9\u30c6\u30c3\u30d7\u3068\u3057\u3066\u300c\u69cb\u7bc9\u3057\u305fRAG\u3092\u3069\u3046\u8a55\u4fa1\u3057\u3001\u6539\u5584\u30b5\u30a4\u30af\u30eb\u3092\u56de\u3059\u304b\u300d\u306b\u30d5\u30a9\u30fc\u30ab\u30b9\u3057\u307e\u3059\u3002<\/p>\n<a class=\"Internal-post\" href=\"https:\/\/techfun.cc\/generative-ai\/bedrock-knowledge-base-quick-start-rag.html\"><div class=\"Internal-post__thumb\" style=\"background: url(\/wp-content\/uploads\/2026\/02\/bedrock-knowledge-base-quick-start-rag-scaled.png) no-repeat; background-size: cover; background-position: 50% 50%;\"><\/div><div class=\"Internal-post-content\"><div class=\"Category Category--generative-ai\"> \u751f\u6210AI\u95a2\u9023<\/div><div class=\"Internal-post__title\">Amazon Bedrock Knowledge Base \u00d7 S3 Vectors\u3067RAG\u3092\u4f5c\u3063\u3066\u2026<\/div><\/div><\/a>\n<a class=\"Internal-post\" href=\"https:\/\/techfun.cc\/generative-ai\/bedrock-knowledge-base-metadata-guide.html\"><div class=\"Internal-post__thumb\" style=\"background: url(\/wp-content\/uploads\/2026\/02\/bedrock-knowledge-base-metadata-guide-scaled.png) no-repeat; background-size: cover; background-position: 50% 50%;\"><\/div><div class=\"Internal-post-content\"><div class=\"Category Category--generative-ai\"> \u751f\u6210AI\u95a2\u9023<\/div><div class=\"Internal-post__title\">Amazon Bedrock Knowledge Base\u3067\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u6d3b\u7528\u6cd5<\/div><\/div><\/a>\n<h3 id=\"section-2\" class=\"Heading Title Title--m\">Amazon Bedrock Evaluations\u3068\u306f<\/h3>\n<p>Amazon Bedrock Evaluations\u306f\u3001<strong>\u751f\u6210AI\u30e2\u30c7\u30eb\u3084RAG\u30b7\u30b9\u30c6\u30e0\u306e\u6027\u80fd\u3092\u5b9a\u91cf\u7684\u306b\u8a55\u4fa1\u3059\u308b\u30de\u30cd\u30fc\u30b8\u30c9\u30b5\u30fc\u30d3\u30b9<\/strong>\u3067\u3059\u3002<br \/>\n\u4e3b\u306a\u7279\u5fb4\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<table class=\"Base-table\">\n<tr>\n<th>\u7279\u5fb4<\/th>\n<th>\u5185\u5bb9<\/th>\n<\/tr>\n<tr>\n<td>\u8a55\u4fa1\u65b9\u5f0f<\/td>\n<td>\u81ea\u52d5\u8a55\u4fa1\uff08LLM as a Judge\uff09\u3068\u4eba\u529b\u8a55\u4fa1\u306b\u5bfe\u5fdc<\/td>\n<\/tr>\n<tr>\n<td>RAG\u8a55\u4fa1<\/td>\n<td>\u81ea\u52d5\u8a55\u4fa1\uff08LLM as a Judge\uff09\u306e\u307f\u5bfe\u5fdc<\/td>\n<\/tr>\n<tr>\n<td>\u8a55\u4fa1\u5bfe\u8c61<\/td>\n<td>Retrieval only\uff08\u691c\u7d22\u306e\u307f\uff09\u3068Retrieval and response generation\uff08\u691c\u7d22\uff0b\u751f\u6210\uff09\u306e2\u7a2e\u985e<\/td>\n<\/tr>\n<tr>\n<td>\u8a55\u4fa1\u30e2\u30c7\u30eb<\/td>\n<td>Amazon Nova\u3001Claude \u306a\u3069\u306eBedrock\u4e0a\u306e\u30e2\u30c7\u30eb\u3092\u8a55\u4fa1\u8005\u3068\u3057\u3066\u4f7f\u7528<\/td>\n<\/tr>\n<tr>\n<td>\u6599\u91d1<\/td>\n<td>\u8a55\u4fa1\u6642\u306e\u30e2\u30c7\u30eb\u63a8\u8ad6\u6599\u91d1\u304c\u767a\u751f\u3002Knowledge Base\u65b9\u5f0f\u3067\u306f\u8ffd\u52a0\u3067Knowledge Bases\u5229\u7528\u6599\u91d1\u3082\u767a\u751f<\/td>\n<\/tr>\n<\/table>\n<p>\u30dd\u30a4\u30f3\u30c8\u306f\u3001<strong>\u8a55\u4fa1\u6a5f\u80fd\u305d\u306e\u3082\u306e\u306b\u500b\u5225\u306e\u8ffd\u52a0\u6599\u91d1\u304c\u8a2d\u5b9a\u3055\u308c\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u306a\u3044<\/strong>\u3068\u3044\u3046\u70b9\u3067\u3059\u3002\u8ab2\u91d1\u3055\u308c\u308b\u306e\u306f\u8a55\u4fa1\u30e2\u30c7\u30eb\uff08Judge\uff09\u304c\u63a8\u8ad6\u306b\u4f7f\u7528\u3059\u308b\u30c8\u30fc\u30af\u30f3\u5206\u3067\u3001Bedrock Knowledge Base\u65b9\u5f0f\u3067RAG\u8a55\u4fa1\u3092\u884c\u3046\u5834\u5408\u306f\u3001\u3053\u308c\u306b\u52a0\u3048\u3066<strong>Amazon Bedrock Knowledge Bases\u306e\u901a\u5e38\u5229\u7528\u6599\u91d1<\/strong>\u3082\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n<p>\u53c2\u8003\uff1a<a href=\"https:\/\/aws.amazon.com\/bedrock\/pricing\/\" class=\"Ext\">Amazon Bedrock Pricing<\/a><\/p>\n<h3 id=\"section-3\" class=\"Heading Title Title--m\">2\u3064\u306e\u8a55\u4fa1\u30a2\u30d7\u30ed\u30fc\u30c1<\/h3>\n<p>Bedrock Evaluations\u3067RAG\u3092\u8a55\u4fa1\u3059\u308b\u65b9\u6cd5\u306f\u3001\u5927\u304d\u304f\u5206\u3051\u30662\u3064\u3042\u308a\u307e\u3059\u3002<\/p>\n<h4 id=\"section-3-1\" class=\"Heading Title Title--s\">Bedrock Knowledge Base\u65b9\u5f0f<\/h4>\n<p>Bedrock Evaluations\u304c<strong>\u691c\u7d22\u3068\u8a55\u4fa1\u306e\u4e21\u65b9<\/strong>\u3092\u62c5\u5f53\u3059\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3059\u3002\u8a55\u4fa1\u30b8\u30e7\u30d6\u3092\u4f5c\u6210\u3059\u308b\u969b\u306bKnowledge Base\u3092\u76f4\u63a5\u6307\u5b9a\u3059\u308b\u3068\u3001Bedrock\u5074\u304c\u691c\u7d22\u3092\u5b9f\u884c\u3057\u3001\u305d\u306e\u7d50\u679c\u3092\u81ea\u52d5\u3067\u8a55\u4fa1\u3057\u3066\u304f\u308c\u307e\u3059\u3002<\/p>\n<p><strong>\u30e1\u30ea\u30c3\u30c8\uff1a<\/strong><\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">\u8a2d\u5b9a\u304c\u30b7\u30f3\u30d7\u30eb\u3067\u624b\u8efd\u306b\u59cb\u3081\u3089\u308c\u308b<\/li>\n<li class=\"Base-list__child\">\u691c\u7d22\u30d1\u30e9\u30e1\u30fc\u30bf\uff08\u691c\u7d22\u4ef6\u6570\u3001\u691c\u7d22\u30bf\u30a4\u30d7\u306a\u3069\uff09\u3082\u8a55\u4fa1\u30b8\u30e7\u30d6\u5185\u3067\u6307\u5b9a\u53ef\u80fd<\/li>\n<\/ul>\n<h4 id=\"section-3-2\" class=\"Heading Title Title--s\">Bring Your Own Inference\u65b9\u5f0f<\/h4>\n<p>\u30e6\u30fc\u30b6\u30fc\u304c<strong>\u81ea\u524d\u3067\u691c\u7d22\u7d50\u679c\u3092\u7528\u610f\u3057<\/strong>\u3001Bedrock Evaluations\u306f<strong>\u8a55\u4fa1\u306e\u307f<\/strong>\u3092\u62c5\u5f53\u3059\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3059\u3002<\/p>\n<p><strong>\u30e1\u30ea\u30c3\u30c8\uff1a<\/strong><\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">Bedrock Knowledge Base\u4ee5\u5916\u306eRAG\u30b7\u30b9\u30c6\u30e0\u3082\u8a55\u4fa1\u53ef\u80fd<\/li>\n<li class=\"Base-list__child\">\u72ec\u81ea\u306e\u691c\u7d22\u30ed\u30b8\u30c3\u30af\u3084\u524d\u51e6\u7406\u3092\u542b\u3081\u305f\u72b6\u614b\u3067\u8a55\u4fa1\u3067\u304d\u308b<\/li>\n<\/ul>\n<p>\u4eca\u56de\u306f\u3001\u3088\u308a\u624b\u8efd\u306b\u59cb\u3081\u3089\u308c\u308b<strong>Bedrock Knowledge Base\u65b9\u5f0f<\/strong>\u3092\u4f7f\u3063\u3066\u5b9f\u969b\u306b\u8a55\u4fa1\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n<h3 id=\"section-4\" class=\"Heading Title Title--m\">\u8a55\u4fa1\u306e\u5168\u4f53\u30d5\u30ed\u30fc<\/h3>\n<p>RAG\u8a55\u4fa1\u306e\u6d41\u308c\u306f\u3001\u4ee5\u4e0b\u306e4\u30b9\u30c6\u30c3\u30d7\u3067\u3059\u3002<\/p>\n<ol class=\"Base-list Base-list--ol\">\n<li class=\"Base-list__child\">\n        <strong>RAG\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9<\/strong><\/p>\n<div class=\"List-description\">\u2014 Knowledge Base\u3092\u4f5c\u6210\u3057\u3001\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u540c\u671f\u6e08\u307f\u306e\u72b6\u614b\u306b\u3059\u308b<\/div>\n<\/li>\n<li class=\"Base-list__child\">\n        <strong>\u30d7\u30ed\u30f3\u30d7\u30c8\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u6e96\u5099<\/strong><\/p>\n<div class=\"List-description\">\u2014 \u60f3\u5b9a\u3055\u308c\u308b\u8cea\u554f\u3068\u671f\u5f85\u56de\u7b54\u3092JSONL\u5f62\u5f0f\u3067\u4f5c\u6210\u3057\u3001S3\u306b\u914d\u7f6e\u3059\u308b<\/div>\n<\/li>\n<li class=\"Base-list__child\">\n        <strong>\u8a55\u4fa1\u30b8\u30e7\u30d6\u306e\u5b9f\u884c<\/strong><\/p>\n<div class=\"List-description\">\u2014 AWS\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u30b3\u30f3\u30bd\u30fc\u30eb\u304b\u3089\u8a55\u4fa1\u30b8\u30e7\u30d6\u3092\u4f5c\u6210\u30fb\u5b9f\u884c\u3059\u308b<\/div>\n<\/li>\n<li class=\"Base-list__child\">\n        <strong>\u7d50\u679c\u306e\u78ba\u8a8d\u3068\u6539\u5584<\/strong><\/p>\n<div class=\"List-description\">\u2014 \u8a55\u4fa1\u30ec\u30dd\u30fc\u30c8\u3092\u78ba\u8a8d\u3057\u3001\u6539\u5584\u306b\u3064\u306a\u3052\u308b<\/div>\n<\/li>\n<\/ol>\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001\u30b9\u30c6\u30c3\u30d71\u306eRAG\u30b7\u30b9\u30c6\u30e0\uff08Knowledge Base\uff09\u306f\u3059\u3067\u306b\u69cb\u7bc9\u6e08\u307f\u3067\u3042\u308b\u3053\u3068\u3092\u524d\u63d0\u3068\u3057\u3001\u30b9\u30c6\u30c3\u30d72\u4ee5\u964d\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002Knowledge Base\u306e\u69cb\u7bc9\u65b9\u6cd5\u306b\u3064\u3044\u3066\u306f\u3001\u4ee5\u4e0b\u306e\u904e\u53bb\u8a18\u4e8b\u3092\u3054\u53c2\u7167\u304f\u3060\u3055\u3044\u3002<\/p>\n<a class=\"Internal-post\" href=\"https:\/\/techfun.cc\/generative-ai\/bedrock-knowledge-base-quick-start-rag.html\"><div class=\"Internal-post__thumb\" style=\"background: url(\/wp-content\/uploads\/2026\/02\/bedrock-knowledge-base-quick-start-rag-scaled.png) no-repeat; background-size: cover; background-position: 50% 50%;\"><\/div><div class=\"Internal-post-content\"><div class=\"Category Category--generative-ai\"> \u751f\u6210AI\u95a2\u9023<\/div><div class=\"Internal-post__title\">Amazon Bedrock Knowledge Base \u00d7 S3 Vectors\u3067RAG\u3092\u4f5c\u3063\u3066\u2026<\/div><\/div><\/a>\n<h3 id=\"section-5\" class=\"Heading Title Title--m\">\u30d7\u30ed\u30f3\u30d7\u30c8\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u6e96\u5099<\/h3>\n<p>\u8a55\u4fa1\u3092\u884c\u3046\u306b\u306f\u3001\u307e\u305a<strong>\u30d7\u30ed\u30f3\u30d7\u30c8\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/strong>\u3092\u7528\u610f\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u300cRAG\u306b\u5bfe\u3057\u3066\u3069\u3093\u306a\u8cea\u554f\u3092\u3057\u3001\u3069\u3093\u306a\u56de\u7b54\u3092\u671f\u5f85\u3059\u308b\u304b\u300d\u3092\u5b9a\u7fa9\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u3067\u3059\u3002<\/p>\n<h4 id=\"section-5-1\" class=\"Heading Title Title--s\">\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u5f62\u5f0f<\/h4>\n<p>JSONL\uff08JSON Lines\uff09\u5f62\u5f0f\u3067\u4f5c\u6210\u3057\u307e\u3059\u3002\u5404\u884c\u304c1\u3064\u306e\u8a55\u4fa1\u30b1\u30fc\u30b9\u3067\u3001<span class=\"Post-inline\">conversationTurns<\/span>\u914d\u5217\u306e\u4e2d\u306b\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u30ea\u30d5\u30a1\u30ec\u30f3\u30b9\uff08\u671f\u5f85\u56de\u7b54\uff09\u3092\u8a18\u8ff0\u3057\u307e\u3059\u3002<strong>Retrieval only\u306e\u8a55\u4fa1\u3067\u306f\u3001\u5404\u30b1\u30fc\u30b9\u3067\u6307\u5b9a\u3067\u304d\u308b\u4f1a\u8a71\u30bf\u30fc\u30f3\u306f1\u30bf\u30fc\u30f3\u306e\u307f<\/strong>\u3067\u3059\u3002<br \/>\n\u4ee5\u4e0b\u306f\u3001\u8cea\u554f\u306e\u307f\u306e\u30b1\u30fc\u30b9\u3068\u30ea\u30d5\u30a1\u30ec\u30f3\u30b9\u4ed8\u304d\u306e\u30b1\u30fc\u30b9\u306e\u4f8b\u3067\u3059\u3002<\/p>\n<div class=\"Pre-title\">prompt-dataset.jsonl<\/div>\n<pre class=\"Copy\"><code>\r\n{&quot;conversationTurns&quot;:[{&quot;prompt&quot;:{&quot;content&quot;:[{&quot;text&quot;:&quot;Amazon Bedrock\u306e\u30ac\u30fc\u30c9\u30ec\u30fc\u30eb\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f&quot;}]}}]}\r\n{&quot;conversationTurns&quot;:[{&quot;prompt&quot;:{&quot;content&quot;:[{&quot;text&quot;:&quot;Knowledge Base\u306e\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u6226\u7565\u306b\u306f\u3069\u306e\u3088\u3046\u306a\u7a2e\u985e\u304c\u3042\u308a\u307e\u3059\u304b\uff1f&quot;}]},&quot;referenceResponses&quot;:[{&quot;content&quot;:[{&quot;text&quot;:&quot;\u30c7\u30d5\u30a9\u30eb\u30c8\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u3001\u56fa\u5b9a\u30b5\u30a4\u30ba\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u3001\u968e\u5c64\u7684\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u3001\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u306a\u3057\u306e5\u7a2e\u985e\u304c\u3042\u308a\u307e\u3059\u3002&quot;}]}]}]}\r\n{&quot;conversationTurns&quot;:[{&quot;prompt&quot;:{&quot;content&quot;:[{&quot;text&quot;:&quot;S3 Vectors\u306e\u30e1\u30ea\u30c3\u30c8\u306f\u4f55\u3067\u3059\u304b\uff1f&quot;}]},&quot;referenceResponses&quot;:[{&quot;content&quot;:[{&quot;text&quot;:&quot;\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u3067\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u3092\u5229\u7528\u3067\u304d\u3001\u5225\u9014\u30d9\u30af\u30c8\u30ebDB\u3092\u69cb\u7bc9\u30fb\u904b\u7528\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u305b\u3093\u3002&quot;}]}]}]}\r\n<\/code><\/pre>\n<p>1\u884c\u3060\u3068\u898b\u3065\u3089\u3044\u306e\u3067\u3001\u5c55\u958b\u3059\u308b\u3068\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u69cb\u9020\u3067\u3059\u3002<\/p>\n<div class=\"Pre-title\">json<\/div>\n<pre class=\"Copy\"><code>\r\n{\r\n  &quot;conversationTurns&quot;: [\r\n    {\r\n      &quot;prompt&quot;: {\r\n        &quot;content&quot;: [\r\n          { &quot;text&quot;: &quot;Knowledge Base\u306e\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u6226\u7565\u306b\u306f\u3069\u306e\u3088\u3046\u306a\u7a2e\u985e\u304c\u3042\u308a\u307e\u3059\u304b\uff1f&quot; }\r\n        ]\r\n      },\r\n      &quot;referenceResponses&quot;: [\r\n        {\r\n          &quot;content&quot;: [\r\n            { &quot;text&quot;: &quot;\u30c7\u30d5\u30a9\u30eb\u30c8\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u3001\u56fa\u5b9a\u30b5\u30a4\u30ba\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u3001\u968e\u5c64\u7684\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u3001\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u306a\u3057\u306e5\u7a2e\u985e\u304c\u3042\u308a\u307e\u3059\u3002&quot; }\r\n          ]\r\n        }\r\n      ]\r\n    }\r\n  ]\r\n}\r\n<\/code><\/pre>\n<table class=\"Base-table\">\n<tr>\n<th>\u30d5\u30a3\u30fc\u30eb\u30c9<\/th>\n<th>\u5fc5\u9808<\/th>\n<th>\u8aac\u660e<\/th>\n<\/tr>\n<tr>\n<td><span class=\"Post-inline\">conversationTurns[].prompt.content[].text<\/span><\/td>\n<td>\u5fc5\u9808<\/td>\n<td>RAG\u306b\u6295\u3052\u308b\u8cea\u554f\u6587<\/td>\n<\/tr>\n<tr>\n<td><span class=\"Post-inline\">conversationTurns[].referenceResponses[].content[].text<\/span><\/td>\n<td>\u4efb\u610f<\/td>\n<td>\u671f\u5f85\u3055\u308c\u308b\u56de\u7b54\uff08\u4e00\u90e8\u30e1\u30c8\u30ea\u30af\u30b9\u3067\u5fc5\u8981\uff09<\/td>\n<\/tr>\n<\/table>\n<p><strong>\u6ce8\u610f\u70b9\uff1a<\/strong><\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">\u6700\u5927<strong>1,000\u30ec\u30b3\u30fc\u30c9<\/strong>\u307e\u3067\u767b\u9332\u53ef\u80fd<\/li>\n<li class=\"Base-list__child\"><span class=\"Post-inline\">referenceResponses<\/span> \u304c\u306a\u3044\u3068\u4f7f\u3048\u306a\u3044\u30e1\u30c8\u30ea\u30af\u30b9\u304c\u3042\u308b\uff08\u5f8c\u8ff0\uff09<\/li>\n<li class=\"Base-list__child\">\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306fS3\u30d0\u30b1\u30c3\u30c8\u306b\u914d\u7f6e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b<\/li>\n<\/ul>\n<p>\u53c2\u8003\uff1a<a href=\"https:\/\/docs.aws.amazon.com\/ja_jp\/bedrock\/latest\/userguide\/knowledge-base-evaluation-prompt-retrieve.html\" class=\"Ext\">Knowledge base evaluation prompt datasets &#8211; Amazon Bedrock<\/a><\/p>\n<h4 id=\"section-5-2\" class=\"Heading Title Title--s\">S3\u30d0\u30b1\u30c3\u30c8\u306e\u6e96\u5099<\/h4>\n<p>\u8a55\u4fa1\u30b8\u30e7\u30d6\u3067\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u8aad\u307f\u8fbc\u307f\u3068\u8a55\u4fa1\u7d50\u679c\u306e\u66f8\u304d\u51fa\u3057\u306bS3\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u30e2\u30c7\u30eb\u8a55\u4fa1\u30b8\u30e7\u30d6\u3067\u6307\u5b9a\u3059\u308b<strong>\u3059\u3079\u3066\u306eS3\u30d0\u30b1\u30c3\u30c8<\/strong>\u306b\u5bfe\u3057\u3066\u3001\u4ee5\u4e0b\u306e<strong>CORS\u8a2d\u5b9a<\/strong>\u304c\u5fc5\u8981\u3067\u3059\u3002<br \/>\nS3\u30b3\u30f3\u30bd\u30fc\u30eb\u3067\u5bfe\u8c61\u30d0\u30b1\u30c3\u30c8\u3092\u958b\u304d\u3001\u300c\u30a2\u30af\u30bb\u30b9\u8a31\u53ef\u300d\u30bf\u30d6 &gt; \u300cCross-Origin Resource Sharing (CORS)\u300d\u30bb\u30af\u30b7\u30e7\u30f3\u306e\u300c\u7de8\u96c6\u300d\u304b\u3089\u3001\u4ee5\u4e0b\u306eJSON\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/p>\n<div class=\"Pre-title\">json<\/div>\n<pre class=\"Copy\"><code>\r\n[\r\n    {\r\n        &quot;AllowedHeaders&quot;: [\r\n            &quot;*&quot;\r\n        ],\r\n        &quot;AllowedMethods&quot;: [\r\n            &quot;GET&quot;,\r\n            &quot;PUT&quot;,\r\n            &quot;POST&quot;,\r\n            &quot;DELETE&quot;\r\n        ],\r\n        &quot;AllowedOrigins&quot;: [\r\n            &quot;*&quot;\r\n        ],\r\n        &quot;ExposeHeaders&quot;: [\r\n            &quot;Access-Control-Allow-Origin&quot;\r\n        ]\r\n    }\r\n]\r\n<\/code><\/pre>\n<p>\u3053\u306e\u8a2d\u5b9a\u304c\u306a\u3044\u3068\u3001Bedrock Evaluations\u304c\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u8aad\u307f\u66f8\u304d\u306b\u5931\u6557\u3059\u308b\u306e\u3067\u5fd8\u308c\u305a\u306b\u8a2d\u5b9a\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u53c2\u8003\uff1a<a href=\"https:\/\/docs.aws.amazon.com\/ja_jp\/bedrock\/latest\/userguide\/model-evaluation-security-cors.html\" class=\"Ext\">Amazon S3 \u306b CORS \u30a2\u30af\u30bb\u30b9\u8a31\u53ef\u3092\u8a2d\u5b9a\u3059\u308b &#8211; Amazon Bedrock<\/a><\/p>\n<h3 id=\"section-6\" class=\"Heading Title Title--m\">\u8a55\u4fa1\u30e1\u30c8\u30ea\u30af\u30b9\u306e\u7a2e\u985e<\/h3>\n<p>Bedrock Evaluations\u3067\u5229\u7528\u3067\u304d\u308b\u30e1\u30c8\u30ea\u30af\u30b9\u306f\u3001\u8a55\u4fa1\u30bf\u30a4\u30d7\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002Amazon Bedrock\u3067\u306f<strong>\u7d44\u307f\u8fbc\u307f\u30e1\u30c8\u30ea\u30af\u30b9<\/strong>\u306b\u52a0\u3048\u3066<strong>\u30ab\u30b9\u30bf\u30e0\u30e1\u30c8\u30ea\u30af\u30b9<\/strong>\u3082\u5b9a\u7fa9\u3067\u304d\u307e\u3059\u304c\u3001\u3053\u3053\u3067\u306f\u30b3\u30f3\u30bd\u30fc\u30eb\u304b\u3089\u3059\u3050\u306b\u4f7f\u3048\u308b\u7d44\u307f\u8fbc\u307f\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u4e2d\u5fc3\u306b\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<h4 id=\"section-6-1\" class=\"Heading Title Title--s\">Retrieval only\uff08\u691c\u7d22\u306e\u307f\uff09\u306e\u7d44\u307f\u8fbc\u307f\u30e1\u30c8\u30ea\u30af\u30b9<\/h4>\n<p>\u4eca\u56de\u4f7f\u7528\u3059\u308bRetrieval only\u3067\u306f\u3001\u691c\u7d22\u7d50\u679c\u305d\u306e\u3082\u306e\u306e\u54c1\u8cea\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002\u5229\u7528\u3067\u304d\u308b<strong>\u7d44\u307f\u8fbc\u307f\u30e1\u30c8\u30ea\u30af\u30b9<\/strong>\u306f\u4ee5\u4e0b\u306e2\u7a2e\u985e\u3067\u3059\u3002<\/p>\n<table class=\"Base-table\">\n<tr>\n<th>\u30e1\u30c8\u30ea\u30af\u30b9<\/th>\n<th>\u8aac\u660e<\/th>\n<th>referenceResponses<\/th>\n<\/tr>\n<tr>\n<td><strong>Context Relevance<\/strong><\/td>\n<td>\u691c\u7d22\u7d50\u679c\u304c\u8cea\u554f\u306b\u5bfe\u3057\u3066\u3069\u308c\u3060\u3051\u95a2\u9023\u6027\u304c\u3042\u308b\u304b\uff08Precision\u7684\u306a\u6307\u6a19\uff09<\/td>\n<td>\u4e0d\u8981<\/td>\n<\/tr>\n<tr>\n<td><strong>Context Coverage<\/strong><\/td>\n<td>\u671f\u5f85\u56de\u7b54\u306b\u5fc5\u8981\u306a\u60c5\u5831\u304c\u691c\u7d22\u7d50\u679c\u306b\u3069\u308c\u3060\u3051\u542b\u307e\u308c\u3066\u3044\u308b\u304b\uff08Recall\u7684\u306a\u6307\u6a19\uff09<\/td>\n<td><strong>\u5fc5\u8981<\/strong><\/td>\n<\/tr>\n<\/table>\n<p>Context Relevance\u306f<span class=\"Post-inline\">referenceResponses<\/span>\u306a\u3057\u3067\u8a55\u4fa1\u3067\u304d\u308b\u305f\u3081\u3001<strong>\u307e\u305a\u306f\u3053\u3053\u304b\u3089\u59cb\u3081\u308b<\/strong>\u306e\u304c\u304a\u3059\u3059\u3081\u3067\u3059\u3002LLM\u304c\u300c\u8cea\u554f\u3068\u691c\u7d22\u7d50\u679c\u306e\u7d44\u307f\u5408\u308f\u305b\u300d\u3092\u898b\u3066\u95a2\u9023\u6027\u3092\u5224\u5b9a\u3057\u3066\u304f\u308c\u307e\u3059\u3002<br \/>\n\u4e00\u65b9\u3001Context Coverage\u306f\u300c\u6b63\u89e3\u60c5\u5831\u304c\u3069\u308c\u3060\u3051\u30ab\u30d0\u30fc\u3055\u308c\u3066\u3044\u308b\u304b\u300d\u3092\u6e2c\u308b\u6307\u6a19\u306a\u306e\u3067\u3001\u6bd4\u8f03\u5bfe\u8c61\u3068\u306a\u308b<span class=\"Post-inline\">referenceResponses<\/span>\u304c\u5fc5\u9808\u3067\u3059\uff08<a href=\"https:\/\/docs.aws.amazon.com\/ja_jp\/bedrock\/latest\/userguide\/knowledge-base-evaluation-prompt-retrieve.html\" class=\"Ext\">\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/a>\u306b\u660e\u8a18\uff09\u3002<\/p>\n<p>\u53c2\u8003\uff1a<a href=\"https:\/\/docs.aws.amazon.com\/ja_jp\/bedrock\/latest\/userguide\/knowledge-base-evaluation-metrics.html\" class=\"Ext\">\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u4f7f\u7528\u3057\u3066 RAG \u30b7\u30b9\u30c6\u30e0\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u628a\u63e1\u3059\u308b &#8211; Amazon Bedrock<\/a><\/p>\n<h4 id=\"section-6-2\" class=\"Heading Title Title--s\">Retrieval and response generation\uff08\u691c\u7d22\uff0b\u751f\u6210\uff09\u306e\u7d44\u307f\u8fbc\u307f\u30e1\u30c8\u30ea\u30af\u30b9<\/h4>\n<p>\u53c2\u8003\u3068\u3057\u3066\u3001Retrieval and response generation\u3067\u4f7f\u7528\u3067\u304d\u308b<strong>\u7d44\u307f\u8fbc\u307f\u30e1\u30c8\u30ea\u30af\u30b9<\/strong>\u3082\u7d39\u4ecb\u3057\u307e\u3059\u3002\u3053\u3061\u3089\u306f\u691c\u7d22\u7d50\u679c\u3092\u3082\u3068\u306bLLM\u304c\u751f\u6210\u3057\u305f\u56de\u7b54\u306e\u54c1\u8cea\u3092\u8a55\u4fa1\u3059\u308b\u3082\u306e\u3067\u3001Retrieval only\u3067\u691c\u7d22\u7cbe\u5ea6\u3092\u78ba\u8a8d\u3057\u305f\u5f8c\u306e\u30b9\u30c6\u30c3\u30d7\u3068\u3057\u3066\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<table class=\"Base-table\">\n<tr>\n<th>\u30e1\u30c8\u30ea\u30af\u30b9<\/th>\n<th>\u8aac\u660e<\/th>\n<\/tr>\n<tr>\n<td><strong>Correctness<\/strong><\/td>\n<td>\u56de\u7b54\u304c\u671f\u5f85\u56de\u7b54\u3068\u6bd4\u3079\u3066\u6b63\u78ba\u304b<\/td>\n<\/tr>\n<tr>\n<td><strong>Completeness<\/strong><\/td>\n<td>\u56de\u7b54\u304c\u671f\u5f85\u56de\u7b54\u306e\u5185\u5bb9\u3092\u7db2\u7f85\u3057\u3066\u3044\u308b\u304b<\/td>\n<\/tr>\n<tr>\n<td><strong>Helpfulness<\/strong><\/td>\n<td>\u56de\u7b54\u304c\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u306b\u5bfe\u3057\u3066\u3069\u308c\u3060\u3051\u6709\u7528\u304b<\/td>\n<\/tr>\n<tr>\n<td><strong>LogicalCoherence<\/strong><\/td>\n<td>\u56de\u7b54\u304c\u8ad6\u7406\u7684\u306b\u4e00\u8cab\u3057\u3066\u3044\u308b\u304b<\/td>\n<\/tr>\n<tr>\n<td><strong>Faithfulness<\/strong><\/td>\n<td>\u56de\u7b54\u304c\u691c\u7d22\u7d50\u679c\uff08\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\uff09\u306b\u5fe0\u5b9f\u304b\uff08\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u691c\u51fa\uff09<\/td>\n<\/tr>\n<tr>\n<td><strong>CitationPrecision<\/strong><\/td>\n<td>\u5f15\u7528\u304c\u56de\u7b54\u5185\u5bb9\u306b\u5bfe\u3057\u3066\u9069\u5207\u304b\uff08\u5f15\u7528\u306e\u9069\u5408\u7387\uff09<\/td>\n<\/tr>\n<tr>\n<td><strong>CitationCoverage<\/strong><\/td>\n<td>\u56de\u7b54\u306e\u4e3b\u5f35\u304c\u5f15\u7528\u3067\u3069\u308c\u3060\u3051\u30ab\u30d0\u30fc\u3055\u308c\u3066\u3044\u308b\u304b\uff08\u5f15\u7528\u306e\u7db2\u7f85\u7387\uff09<\/td>\n<\/tr>\n<tr>\n<td><strong>Harmfulness<\/strong><\/td>\n<td>\u56de\u7b54\u306b\u6709\u5bb3\u306a\u5185\u5bb9\u304c\u542b\u307e\u308c\u3066\u3044\u306a\u3044\u304b<\/td>\n<\/tr>\n<tr>\n<td><strong>Stereotyping<\/strong><\/td>\n<td>\u56de\u7b54\u306b\u30b9\u30c6\u30ec\u30aa\u30bf\u30a4\u30d7\u304c\u542b\u307e\u308c\u3066\u3044\u306a\u3044\u304b<\/td>\n<\/tr>\n<tr>\n<td><strong>Refusal<\/strong><\/td>\n<td>\u56de\u7b54\u3059\u3079\u304d\u3067\u306a\u3044\u8cea\u554f\u3092\u9069\u5207\u306b\u62d2\u5426\u3057\u3066\u3044\u308b\u304b<\/td>\n<\/tr>\n<\/table>\n<p>\u30e1\u30c8\u30ea\u30af\u30b9\u306e\u6570\u306f\u591a\u3044\u3067\u3059\u304c\u3001\u6700\u521d\u304b\u3089\u3059\u3079\u3066\u3092\u4f7f\u3046\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u81ea\u793e\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3067\u91cd\u8996\u3057\u305f\u3044\u30dd\u30a4\u30f3\u30c8\u3092\u7d5e\u308a\u3001\u6570\u4ef6\u306e\u30e1\u30c8\u30ea\u30af\u30b9\u304b\u3089\u59cb\u3081\u3066\u6bb5\u968e\u7684\u306b\u8ffd\u52a0\u3057\u3066\u3044\u304f\u306e\u304c\u304a\u3059\u3059\u3081\u3067\u3059\u3002\u3088\u308a\u7d30\u304b\u3044\u89b3\u70b9\u3067\u8a55\u4fa1\u3057\u305f\u3044\u5834\u5408\u306f\u3001\u30ab\u30b9\u30bf\u30e0\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u5b9a\u7fa9\u3057\u3066\u72ec\u81ea\u306e\u8a55\u4fa1\u57fa\u6e96\u3092\u7d44\u307f\u8fbc\u3080\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u53c2\u8003\uff1a<a href=\"https:\/\/docs.aws.amazon.com\/ja_jp\/bedrock\/latest\/userguide\/knowledge-base-evaluation-metrics.html\" class=\"Ext\">\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u4f7f\u7528\u3057\u3066 RAG \u30b7\u30b9\u30c6\u30e0\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u628a\u63e1\u3059\u308b &#8211; Amazon Bedrock<\/a><\/p>\n<h3 id=\"section-7\" class=\"Heading Title Title--m\">\u8a55\u4fa1\u30b8\u30e7\u30d6\u306e\u4f5c\u6210\u624b\u9806<\/h3>\n<p>AWS \u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u30b3\u30f3\u30bd\u30fc\u30eb\u304b\u3089Retrieval only\u306e\u8a55\u4fa1\u30b8\u30e7\u30d6\u3092\u4f5c\u6210\u3059\u308b\u624b\u9806\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<h4 id=\"section-7-1\" class=\"Heading Title Title--s\">1. Evaluation details\u3092\u8a2d\u5b9a\u3059\u308b<\/h4>\n<p><span class=\"Post-inline\">Amazon Bedrock<\/span> &gt; <span class=\"Post-inline\">\u8a55\u4fa1\uff08Evaluations\uff09<\/span> &gt; <span class=\"Post-inline\">RAG<\/span>\u30bf\u30d6\u3092\u958b\u304d\u3001<span class=\"Post-inline\">\u4f5c\u6210\uff08Create\uff09<\/span>\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3001\u8a55\u4fa1\u30b8\u30e7\u30d6\u306e\u4f5c\u6210\u753b\u9762\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"\/wp-content\/uploads\/2026\/04\/create-evaluation-job.png\" alt=\"\u8a55\u4fa1\u30b8\u30e7\u30d6\u306e\u4f5c\u6210\u753b\u9762\" class=\"content_img\" \/><\/p>\n<div class=\"Image-caption\">Evaluation details\u306e\u8a2d\u5b9a\u753b\u9762<\/div>\n<p>\u307e\u305a\u300cEvaluation details\u300d\u30bb\u30af\u30b7\u30e7\u30f3\u3067\u3001\u4ee5\u4e0b\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/p>\n<ol class=\"Base-list Base-list--ol\">\n<li class=\"Base-list__child\">\n        <strong>Evaluation name<\/strong><\/p>\n<div class=\"List-description\">\u8a55\u4fa1\u30b8\u30e7\u30d6\u306e\u540d\u524d\uff08\u5c0f\u6587\u5b57\u82f1\u6570\u5b57\u3068\u30cf\u30a4\u30d5\u30f3\u306e\u307f\u3001\u6700\u592750\u6587\u5b57\uff09<\/div>\n<\/li>\n<li class=\"Base-list__child\">\n        <strong>Description<\/strong>\uff08\u4efb\u610f\uff09<\/p>\n<div class=\"List-description\">\u8a55\u4fa1\u30b8\u30e7\u30d6\u306e\u8aac\u660e\uff08\u6700\u5927150\u6587\u5b57\uff09<\/div>\n<\/li>\n<li class=\"Base-list__child\">\n        <strong>Evaluator model<\/strong><\/p>\n<div class=\"List-description\">\u8a55\u4fa1\u3092\u884c\u3046LLM\u30e2\u30c7\u30eb\uff08Judge\uff09\u3092\u9078\u629e\u3002Claude\u3084Amazon Nova\u306a\u3069\u304c\u9078\u629e\u53ef\u80fd\u3067\u3001\u7cbe\u5ea6\u3068\u30b3\u30b9\u30c8\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u8003\u616e\u3057\u3066\u9078\u3073\u307e\u3057\u3087\u3046<\/div>\n<\/li>\n<\/ol>\n<h4 id=\"section-7-2\" class=\"Heading Title Title--s\">2. Inference source\u3092\u8a2d\u5b9a\u3059\u308b<\/h4>\n<p>\u300cInference source\u300d\u30bb\u30af\u30b7\u30e7\u30f3\u3067\u306f\u3001\u8a55\u4fa1\u5bfe\u8c61\u306eRAG\u30bd\u30fc\u30b9\u3068\u8a55\u4fa1\u30bf\u30a4\u30d7\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"\/wp-content\/uploads\/2026\/04\/inference-source.png\" alt=\"Inference source\u306e\u8a2d\u5b9a\" class=\"content_img\" \/><\/p>\n<div class=\"Image-caption\">Inference source\u306e\u8a2d\u5b9a\u753b\u9762<\/div>\n<h5 id=\"section-7-2-1\" class=\"Heading Title Title--xs\">Select source<\/h5>\n<p>\u8a55\u4fa1\u5bfe\u8c61\u306e\u30bd\u30fc\u30b9\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/p>\n<table class=\"Base-table\">\n<tr>\n<th>\u30bd\u30fc\u30b9<\/th>\n<th>\u5185\u5bb9<\/th>\n<\/tr>\n<tr>\n<td><strong>Bedrock Knowledge Base<\/strong><\/td>\n<td>Bedrock\u4e0a\u306b\u4f5c\u6210\u6e08\u307f\u306eKnowledge Base\u3092\u9078\u629e\u3057\u3066\u8a55\u4fa1<\/td>\n<\/tr>\n<tr>\n<td><strong>Bring your own inference responses<\/strong><\/td>\n<td>\u5916\u90e8RAG\u30b7\u30b9\u30c6\u30e0\u306e\u691c\u7d22\u7d50\u679c\u30fb\u56de\u7b54\u3092\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u3057\u3066\u6301\u3061\u8fbc\u3093\u3067\u8a55\u4fa1<\/td>\n<\/tr>\n<\/table>\n<p>\u4eca\u56de\u306f<strong>Bedrock Knowledge Base<\/strong>\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/p>\n<h5 id=\"section-7-2-2\" class=\"Heading Title Title--xs\">Choose a Knowledge Base<\/h5>\n<p>\u8a55\u4fa1\u5bfe\u8c61\u306eKnowledge Base\u3092\u30c9\u30ed\u30c3\u30d7\u30c0\u30a6\u30f3\u304b\u3089\u9078\u629e\u3057\u307e\u3059\u3002\u4f5c\u6210\u6e08\u307f\u306eKnowledge Base\u304c\u4e00\u89a7\u306b\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n<h5 id=\"section-7-2-3\" class=\"Heading Title Title--xs\">Evaluation type<\/h5>\n<table class=\"Base-table\">\n<tr>\n<th>\u8a55\u4fa1\u30bf\u30a4\u30d7<\/th>\n<th>\u5185\u5bb9<\/th>\n<\/tr>\n<tr>\n<td><strong>Retrieval and response generation<\/strong><\/td>\n<td>\u691c\u7d22\uff0bLLM\u306b\u3088\u308b\u56de\u7b54\u751f\u6210\u307e\u3067\u542b\u3081\u3066\u8a55\u4fa1<\/td>\n<\/tr>\n<tr>\n<td><strong>Retrieval only<\/strong><\/td>\n<td>\u691c\u7d22\u7d50\u679c\u306e\u307f\u3092\u8a55\u4fa1\uff08\u691c\u7d22\u7cbe\u5ea6\u306b\u30d5\u30a9\u30fc\u30ab\u30b9\uff09<\/td>\n<\/tr>\n<\/table>\n<p>\u4eca\u56de\u306f<strong>Retrieval only<\/strong>\u3092\u9078\u629e\u3057\u307e\u3059\u3002<br \/>\n\u307e\u305a\u306f\u691c\u7d22\u7cbe\u5ea6\u3092\u78ba\u8a8d\u3057\u3001\u554f\u984c\u304c\u306a\u3051\u308c\u3070Retrieval and response generation\u306b\u9032\u3080\u306e\u304c\u52b9\u7387\u7684\u3067\u3059\u3002\u691c\u7d22\u7cbe\u5ea6\u304c\u4f4e\u3044\u307e\u307eRetrieval and response generation\u3092\u8a55\u4fa1\u3057\u3066\u3082\u3001\u6839\u672c\u7684\u306a\u554f\u984c\u306e\u5207\u308a\u5206\u3051\u304c\u96e3\u3057\u304f\u306a\u308a\u307e\u3059\u3002<br \/>\n\u306a\u304a\u3001Retrieval and response generation\u3092\u9078\u629e\u3057\u305f\u5834\u5408\u306f\u3001<strong>Response generator model<\/strong>\uff08\u56de\u7b54\u751f\u6210\u306b\u4f7f\u3046\u30e2\u30c7\u30eb\uff09\u306e\u9078\u629e\u9805\u76ee\u304c\u8ffd\u52a0\u3067\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n<h4 id=\"section-7-3\" class=\"Heading Title Title--s\">3. \u30e1\u30c8\u30ea\u30af\u30b9\u3092\u9078\u629e\u3059\u308b<\/h4>\n<p>\u524d\u8ff0\u306e\u8a55\u4fa1\u30e1\u30c8\u30ea\u30af\u30b9\u306e\u4e2d\u304b\u3089\u3001\u4eca\u56de\u306e\u8a55\u4fa1\u3067\u4f7f\u7528\u3059\u308b\u3082\u306e\u3092\u9078\u629e\u3057\u307e\u3059\u3002\u4eca\u56de\u306fRetrieval only\u306a\u306e\u3067\u3001Context Relevance\u3068Context Coverage\u304c\u9078\u629e\u5bfe\u8c61\u3067\u3059\u3002<\/p>\n<h4 id=\"section-7-4\" class=\"Heading Title Title--s\">4. \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u51fa\u529b\u5148\u3092\u6307\u5b9a\u3059\u308b<\/h4>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\"><strong>\u30d7\u30ed\u30f3\u30d7\u30c8\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/strong>\uff1aS3\u4e0a\u306eJSONL\u30d5\u30a1\u30a4\u30eb\u306e\u30d1\u30b9\u3092\u6307\u5b9a<\/li>\n<li class=\"Base-list__child\"><strong>\u8a55\u4fa1\u7d50\u679c\u306e\u51fa\u529b\u5148<\/strong>\uff1a\u7d50\u679c\u3092\u4fdd\u5b58\u3059\u308bS3\u30d0\u30b1\u30c3\u30c8\u3068\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9\uff08\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\uff09\u3092\u6307\u5b9a<\/li>\n<\/ul>\n<p>\u3059\u3079\u3066\u8a2d\u5b9a\u3057\u305f\u3089\u3001<span class=\"Post-inline\">\u4f5c\u6210\uff08Create\uff09<\/span>\u30dc\u30bf\u30f3\u3067\u8a55\u4fa1\u30b8\u30e7\u30d6\u3092\u958b\u59cb\u3057\u307e\u3059\u3002<\/p>\n<h3 id=\"section-8\" class=\"Heading Title Title--m\">\u8a55\u4fa1\u7d50\u679c\u306e\u78ba\u8a8d<\/h3>\n<p>\u8a55\u4fa1\u30b8\u30e7\u30d6\u304c\u5b8c\u4e86\u3059\u308b\u3068\u3001AWS\u30b3\u30f3\u30bd\u30fc\u30eb\u4e0a\u3067\u30ec\u30dd\u30fc\u30c8\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n<h4 id=\"section-8-1\" class=\"Heading Title Title--s\">\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u753b\u9762<\/h4>\n<p>\u4ee5\u4e0b\u306f\u3001Retrieval only\u30675\u4ef6\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u8a55\u4fa1\u3057\u305f\u7d50\u679c\u306e\u4f8b\u3067\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"\/wp-content\/uploads\/2026\/04\/evaluation-results-dashboard.png\" alt=\"\u8a55\u4fa1\u7d50\u679c\u306e\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\" class=\"content_img\" \/><\/p>\n<div class=\"Image-caption\">\u8a55\u4fa1\u7d50\u679c\u306e\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u753b\u9762\uff08Retrieval only\u306e\u4f8b\uff09<\/div>\n<p>\u753b\u9762\u4e0a\u90e8\u306e<strong>Metric summary<\/strong>\u306b\u306f\u3001\u5404\u30e1\u30c8\u30ea\u30af\u30b9\u306e\u5e73\u5747\u30b9\u30b3\u30a2\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u30b9\u30b3\u30a2\u306f0\u301c1\u306e\u7bc4\u56f2\u3067\u30011\u306b\u8fd1\u3044\u307b\u3069\u9ad8\u54c1\u8cea\u3067\u3059\u3002\u3053\u306e\u4f8b\u3067\u306f\u3001Context Relevance\u304c0.34\u3001Context Coverage\u304c0.8\u3068\u3044\u3046\u7d50\u679c\u306b\u306a\u308a\u307e\u3057\u305f\u3002<br \/>\n\u753b\u9762\u4e0b\u90e8\u306e<strong>Generation metrics breakdown<\/strong>\u3067\u306f\u3001\u30e1\u30c8\u30ea\u30af\u30b9\u3054\u3068\u306e\u30b9\u30b3\u30a2\u5206\u5e03\u3092\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3067\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002\u3069\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u304c\u3069\u306e\u7a0b\u5ea6\u306e\u30b9\u30b3\u30a2\u3060\u3063\u305f\u304b\u3092\u8996\u899a\u7684\u306b\u628a\u63e1\u3067\u304d\u3001\u30b9\u30b3\u30a2\u304c\u4f4e\u3044\u8cea\u554f\u3092\u7279\u5b9a\u3057\u3066\u6539\u5584\u306b\u3064\u306a\u3052\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h4 id=\"section-8-2\" class=\"Heading Title Title--s\">\u500b\u5225\u7d50\u679c\u306e\u78ba\u8a8d<\/h4>\n<p>\u5404\u8cea\u554f\u3054\u3068\u306b\u3001\u4ee5\u4e0b\u306e\u60c5\u5831\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">\u5165\u529b\u3057\u305f\u8cea\u554f\u6587\uff08prompt\uff09<\/li>\n<li class=\"Base-list__child\">\u691c\u7d22\u3055\u308c\u305f\u30c1\u30e3\u30f3\u30af\uff08\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\uff09<\/li>\n<li class=\"Base-list__child\">\u5404\u30e1\u30c8\u30ea\u30af\u30b9\u306e\u30b9\u30b3\u30a2\u3068\u5224\u5b9a\u7406\u7531<\/li>\n<li class=\"Base-list__child\">Retrieval and response generation\u306e\u5834\u5408\u306f\u3001\u751f\u6210\u3055\u308c\u305f\u56de\u7b54\u3082\u8868\u793a\u3055\u308c\u307e\u3059<\/li>\n<\/ul>\n<p>\u5224\u5b9a\u7406\u7531\u304c\u8a18\u8f09\u3055\u308c\u3066\u3044\u308b\u70b9\u304c\u975e\u5e38\u306b\u4fbf\u5229\u3067\u3059\u3002\u306a\u305c\u305d\u306e\u30b9\u30b3\u30a2\u306b\u306a\u3063\u305f\u306e\u304b\u3092LLM\u304c\u8aac\u660e\u3057\u3066\u304f\u308c\u308b\u305f\u3081\u3001\u6539\u5584\u306e\u30d2\u30f3\u30c8\u3092\u5f97\u3084\u3059\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<h4 id=\"section-8-3\" class=\"Heading Title Title--s\">\u30b8\u30e7\u30d6\u9593\u306e\u6bd4\u8f03<\/h4>\n<p>\u8907\u6570\u306e\u8a55\u4fa1\u30b8\u30e7\u30d6\u3092\u6bd4\u8f03\u3059\u308b\u6a5f\u80fd\u3082\u3042\u308a\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u6226\u7565\u3092\u5909\u66f4\u3059\u308b\u524d\u5f8c\u3067\u8a55\u4fa1\u30b8\u30e7\u30d6\u3092\u5b9f\u884c\u3057\u3001\u30b9\u30b3\u30a2\u306e\u5909\u5316\u3092\u78ba\u8a8d\u3059\u308b\u3068\u3044\u3063\u305f\u4f7f\u3044\u65b9\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3 id=\"section-9\" class=\"Heading Title Title--m\">\u8a55\u4fa1\u99c6\u52d5\u958b\u767a\u306e\u3059\u3059\u3081<\/h3>\n<p>RAG\u30b7\u30b9\u30c6\u30e0\u306e\u6539\u5584\u3067\u3042\u308a\u304c\u3061\u306a\u306e\u304c\u3001\u300c\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u5909\u66f4\u3057\u3066\u307f\u305f\u304c\u3001\u826f\u304f\u306a\u3063\u305f\u306e\u304b\u60aa\u304f\u306a\u3063\u305f\u306e\u304b\u5206\u304b\u3089\u306a\u3044\u300d\u3068\u3044\u3046\u72b6\u6cc1\u3067\u3059\u3002\u611f\u899a\u7684\u306a\u5224\u65ad\u306b\u983c\u3063\u3066\u3044\u308b\u3068\u3001\u6539\u5584\u306e\u3064\u3082\u308a\u304c\u5b9f\u306f\u6027\u80fd\u30c0\u30a6\u30f3\u3057\u3066\u3044\u305f\u3001\u3068\u3044\u3046\u3053\u3068\u3082\u8d77\u3053\u308a\u5f97\u307e\u3059\u3002<br \/>\n\u305d\u3053\u3067\u91cd\u8981\u306b\u306a\u308b\u306e\u304c\u3001<strong>\u8a55\u4fa1\u6307\u6a19\u3092\u5b9a\u91cf\u7684\u306b\u793a\u3057\u3001\u5909\u66f4\u306b\u3088\u308b\u5411\u4e0a\u30fb\u4f4e\u4e0b\u3092\u76ee\u306b\u898b\u3048\u308b\u5f62\u3067\u628a\u63e1\u3059\u308b<\/strong>\u3053\u3068\u3067\u3059\u3002\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u306b\u304a\u3051\u308b\u30c6\u30b9\u30c8\u99c6\u52d5\u958b\u767a\uff08TDD\uff09\u306e\u3088\u3046\u306b\u3001<strong>\u307e\u305a\u8a55\u4fa1\u57fa\u6e96\u3092\u5b9a\u3081\u3001\u6539\u5584\u306e\u305f\u3073\u306b\u8a55\u4fa1\u3092\u5b9f\u884c\u3057\u3001\u6570\u5024\u3067\u52b9\u679c\u3092\u78ba\u8a8d\u3059\u308b<\/strong>\u2014\u2014\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u300c<strong>\u8a55\u4fa1\u99c6\u52d5\u958b\u767a\uff08Evaluation-Driven Development\uff09<\/strong>\u300d\u3068\u547c\u3070\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\nRAG\u306e\u8a55\u4fa1\u6307\u6a19\u306b\u3064\u3044\u3066\u306f\u3001Precision@K\u3084Recall@K\u3001Faithfulness\u3001Answer Relevancy\u306a\u3069\u3001\u691c\u7d22\u30fb\u751f\u6210\u305d\u308c\u305e\u308c\u306e\u89b3\u70b9\u3067\u69d8\u3005\u306a\u6307\u6a19\u304c\u63d0\u6848\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u8a73\u3057\u304f\u306f\u4ee5\u4e0b\u306e\u904e\u53bb\u8a18\u4e8b\u3067\u6574\u7406\u3057\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u3042\u308f\u305b\u3066\u3054\u53c2\u7167\u304f\u3060\u3055\u3044\u3002<\/p>\n<a class=\"Internal-post\" href=\"https:\/\/techfun.cc\/generative-ai\/rag-evaluation-metrics.html\"><div class=\"Internal-post__thumb\" style=\"background: url(\/wp-content\/uploads\/2026\/02\/rag-evaluation-metrics-scaled.png) no-repeat; background-size: cover; background-position: 50% 50%;\"><\/div><div class=\"Internal-post-content\"><div class=\"Category Category--generative-ai\"> \u751f\u6210AI\u95a2\u9023<\/div><div class=\"Internal-post__title\">RAG\u306e\u8a55\u4fa1\u6307\u6a19 \u2500 \u4f55\u3092\u30fb\u3069\u3046\u6e2c\u308b\u304b\u3092\u6574\u7406\u3059\u308b<\/div><\/div><\/a>\n<p>Bedrock Evaluations\u306f\u3001\u3053\u306e\u8a55\u4fa1\u99c6\u52d5\u958b\u767a\u3092\u5b9f\u8df5\u3059\u308b\u305f\u3081\u306e\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002\u6539\u5584\u65bd\u7b56\u306e\u524d\u5f8c\u3067\u8a55\u4fa1\u30b8\u30e7\u30d6\u3092\u5b9f\u884c\u3057\u3001\u30b8\u30e7\u30d6\u9593\u6bd4\u8f03\u6a5f\u80fd\u3067\u30b9\u30b3\u30a2\u306e\u5909\u5316\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u3067\u3001\u300c\u3053\u306e\u5909\u66f4\u3067Context Relevance\u304c0.34\u21920.65\u306b\u5411\u4e0a\u3057\u305f\u300d\u300cFaithfulness\u304c\u4e0b\u304c\u3063\u305f\u306e\u3067\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\u3057\u3088\u3046\u300d\u3068\u3044\u3063\u305f\u5224\u65ad\u304c\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<br \/>\n\u6700\u521d\u304b\u3089\u5b8c\u74a7\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3084\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u63c3\u3048\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u5c11\u6570\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u304b\u3089\u59cb\u3081\u3066\u3001\u5b9f\u969b\u306e\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u8cea\u554f\u3084\u30a8\u30c3\u30b8\u30b1\u30fc\u30b9\u3092\u968f\u6642\u8ffd\u52a0\u3057\u306a\u304c\u3089\u3001\u300c\u8a55\u4fa1 \u2192 \u6539\u5584 \u2192 \u518d\u8a55\u4fa1\u300d\u306e\u30b5\u30a4\u30af\u30eb\u3092\u56de\u3057\u3066\u3044\u304f\u3053\u3068\u304c\u5927\u5207\u3067\u3059\u3002<\/p>\n<h4 id=\"section-9-1\" class=\"Heading Title Title--s\">LLM as a Judge\u306f\u904e\u4fe1\u3057\u306a\u3044<\/h4>\n<p>\u3053\u3053\u3067\u6ce8\u610f\u3057\u305f\u3044\u306e\u306f\u3001<strong>LLM as a Judge\u306f\u4fbf\u5229\u3067\u3059\u304c\u3001\u4eba\u624b\u8a55\u4fa1\u3092\u5b8c\u5168\u306b\u7f6e\u304d\u63db\u3048\u308b\u3082\u306e\u3067\u306f\u306a\u3044<\/strong>\u3068\u3044\u3046\u70b9\u3067\u3059\u3002\u8a55\u4fa1\u7d50\u679c\u306f\u3001\u9078\u629e\u3057\u305fJudge\u30e2\u30c7\u30eb\u3001\u30e1\u30c8\u30ea\u30af\u30b9\u306e\u5b9a\u7fa9\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u66f8\u304d\u65b9\u306b\u5f71\u97ff\u3092\u53d7\u3051\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u5fae\u5999\u306a\u30cb\u30e5\u30a2\u30f3\u30b9\u306e\u59a5\u5f53\u6027\u3084\u696d\u52d9\u8981\u4ef6\u3078\u306e\u9069\u5408\u6027\u307e\u3067\u3001\u5e38\u306b\u6b63\u3057\u304f\u5224\u5b9a\u3067\u304d\u308b\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002<br \/>\n\u7279\u306b\u3001\u516c\u958b\u524d\u306e\u91cd\u8981\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3084\u3001\u30b9\u30b3\u30a2\u304c\u4f4e\u304b\u3063\u305f\u30b1\u30fc\u30b9\u3001\u30e6\u30fc\u30b6\u30fc\u5f71\u97ff\u306e\u5927\u304d\u3044\u6539\u5584\u65bd\u7b56\u306b\u3064\u3044\u3066\u306f\u3001<strong>LLM as a Judge\u306b\u3088\u308b\u81ea\u52d5\u8a55\u4fa1\u3068\u4eba\u624b\u306b\u3088\u308b\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u78ba\u8a8d\u3092\u4f75\u7528\u3059\u308b<\/strong>\u306e\u304c\u73fe\u5b9f\u7684\u3067\u3059\u3002LLM as a Judge\u306f\u300c\u3059\u3079\u3066\u3092\u81ea\u52d5\u3067\u6b63\u3057\u304f\u5224\u5b9a\u3059\u308b\u4ed5\u7d44\u307f\u300d\u3068\u3044\u3046\u3088\u308a\u3001<strong>\u6539\u5584\u306e\u65b9\u5411\u6027\u3092\u7d20\u65e9\u304f\u628a\u63e1\u3057\u3001\u554f\u984c\u306e\u3042\u308b\u30b1\u30fc\u30b9\u3092\u52b9\u7387\u3088\u304f\u898b\u3064\u3051\u308b\u305f\u3081\u306e\u4ed5\u7d44\u307f<\/strong>\u3068\u3057\u3066\u6d3b\u7528\u3059\u308b\u306e\u304c\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3 id=\"section-10\" class=\"Heading Title Title--m\">\u307e\u3068\u3081<\/h3>\n<p>Amazon Bedrock Evaluations\u3092\u4f7f\u3063\u305fRAG\u306e\u8a55\u4fa1\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u307e\u3057\u305f\u3002\u8981\u70b9\u3092\u632f\u308a\u8fd4\u308a\u307e\u3059\u3002<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">Bedrock Evaluations\u306f\u3001LLM as a Judge\u306e\u624b\u6cd5\u3067RAG\u306e\u54c1\u8cea\u3092\u81ea\u52d5\u8a55\u4fa1\u3059\u308b\u30de\u30cd\u30fc\u30b8\u30c9\u30b5\u30fc\u30d3\u30b9<\/li>\n<li class=\"Base-list__child\">\u8a55\u4fa1\u6642\u306fJudge\u30e2\u30c7\u30eb\u306e\u63a8\u8ad6\u6599\u91d1\u304c\u767a\u751f\u3057\u3001Knowledge Base\u65b9\u5f0f\u3067\u306fKnowledge Bases\u5229\u7528\u6599\u91d1\u3082\u52a0\u7b97\u3055\u308c\u308b<\/li>\n<li class=\"Base-list__child\">Retrieval only\uff08\u691c\u7d22\u306e\u307f\uff09\u3068Retrieval and response generation\uff08\u691c\u7d22\uff0b\u751f\u6210\uff09\u306e2\u7a2e\u985e\u306e\u8a55\u4fa1\u30bf\u30a4\u30d7\u304c\u3042\u308b<\/li>\n<li class=\"Base-list__child\">\u307e\u305a\u306fContext Relevance\u304b\u3089\u59cb\u3081\u3066\u3001\u6bb5\u968e\u7684\u306b\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u8ffd\u52a0\u3059\u308b\u306e\u304c\u304a\u3059\u3059\u3081<\/li>\n<li class=\"Base-list__child\">\u30d7\u30ed\u30f3\u30d7\u30c8\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u5145\u5b9f\u304c\u8a55\u4fa1\u306e\u7cbe\u5ea6\u3092\u5de6\u53f3\u3059\u308b\u305f\u3081\u3001\u7d99\u7d9a\u7684\u306b\u62e1\u5145\u3059\u308b<\/li>\n<li class=\"Base-list__child\">\u6539\u5584\u65bd\u7b56\u306e\u524d\u5f8c\u3067\u8a55\u4fa1\u30b8\u30e7\u30d6\u3092\u6bd4\u8f03\u3057\u3001\u8a55\u4fa1\u99c6\u52d5\u958b\u767a\u306e\u30b5\u30a4\u30af\u30eb\u3092\u56de\u3059<\/li>\n<li class=\"Base-list__child\">LLM as a Judge\u306f\u4fbf\u5229\u3060\u304c\u904e\u4fe1\u305b\u305a\u3001\u91cd\u8981\u306a\u30b1\u30fc\u30b9\u3067\u306f\u4eba\u624b\u8a55\u4fa1\u3082\u4f75\u7528\u3059\u308b<\/li>\n<\/ul>\n<p>RAG\u306e\u300c\u306a\u3093\u3068\u306a\u304f\u826f\u3055\u305d\u3046\u300d\u3092\u300c\u5b9a\u91cf\u7684\u306b\u826f\u3044\u300d\u306b\u5909\u3048\u308b\u305f\u3081\u306e\u7b2c\u4e00\u6b69\u3068\u3057\u3066\u3001\u305c\u3072Bedrock Evaluations\u3092\u8a66\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<h3 id=\"section-11\" class=\"Heading Title Title--m\">\u751f\u6210AI\u6d3b\u7528\u652f\u63f4\u30b5\u30fc\u30d3\u30b9\u306e\u3054\u7d39\u4ecb<\/h3>\n<p>Tech Fun\u3067\u306f\u3001\u304a\u5ba2\u69d8\u306e\u30d5\u30a7\u30fc\u30ba\u306b\u5408\u308f\u305b\u3001\u751f\u6210AI\u6d3b\u7528\u306b\u5411\u3051\u305f\u652f\u63f4\u30923\u3064\u306e\u30d1\u30c3\u30af\u3067\u3054\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<ol class=\"Base-list Base-list--ol\">\n<li class=\"Base-list__child\">\n        <a href=\"https:\/\/www.techfun.co.jp\/services\/ai\/diagnosis\/\" class=\"Ext\">\u7121\u6599\u8a3a\u65ad\u30d1\u30c3\u30af<\/a>\uff1a\u696d\u52d9\u30fb\u30d7\u30ed\u30bb\u30b9\u306e\u73fe\u72b6\u3092\u7121\u6599\u3067\u8a3a\u65ad\u3057\u3001\u751f\u6210AI\u6d3b\u7528\u306e\u53ef\u80fd\u6027\u3092\u30ec\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002\n    <\/li>\n<li class=\"Base-list__child\">\n        <a href=\"https:\/\/www.techfun.co.jp\/services\/ai\/poc\/\" class=\"Ext\">\u691c\u8a3c\uff08PoC\uff09\u30d1\u30c3\u30af<\/a>\uff1a\u8a3a\u65ad\u3067\u6709\u52b9\u6027\u304c\u78ba\u8a8d\u3055\u308c\u305f\u696d\u52d9\u3092\u5bfe\u8c61\u306b\u3001\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u69cb\u7bc9\u3092\u652f\u63f4\u3057\u307e\u3059\u3002\n    <\/li>\n<li class=\"Base-list__child\">\n        <a href=\"https:\/\/www.techfun.co.jp\/services\/ai\/consulting\/\" class=\"Ext\">\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9<\/a>\uff1a\u751f\u6210AI\u5c0e\u5165\u6226\u7565\u306e\u7b56\u5b9a\u304b\u3089\u904b\u7528\u4f53\u5236\u69cb\u7bc9\u307e\u3067\u3092\u5305\u62ec\u7684\u306b\u652f\u63f4\u3057\u307e\u3059\u3002\n    <\/li>\n<\/ol>\n<p>\u751f\u6210AI\u306b\u9650\u3089\u305a\u3001Web\u30fb\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3084\u30a4\u30f3\u30d5\u30e9\u8a2d\u8a08\u306a\u3069\u3001\u6280\u8853\u9818\u57df\u3092\u554f\u308f\u305a\u3054\u76f8\u8ac7\u3092\u627f\u3063\u3066\u3044\u307e\u3059\u3002\u300c\u4f55\u304b\u3089\u59cb\u3081\u308c\u3070\u826f\u3044\u304b\u5206\u304b\u3089\u306a\u3044\u300d\u3068\u3044\u3046\u6bb5\u968e\u3067\u3082\u69cb\u3044\u307e\u305b\u3093\u306e\u3067\u3001\u305c\u3072\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u306f\u3058\u3081\u306b RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3057\u305f\u3042\u3068\u3001\u300c\u672c\u5f53\u306b\u3053\u306e\u691c\u7d22\u7d50\u679c\u306f\u9069\u5207\u306a\u306e\u304b\uff1f\u300d\u300c\u56de\u7b54\u306e\u54c1\u8cea\u3092\u3069\u3046\u6e2c\u308c\u3070\u3044\u3044\u306e\u304b\uff1f\u300d\u3068\u3044\u3046\u8ab2\u984c\u306b\u76f4\u9762\u3057\u305f\u3053\u3068\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002 RAG\u306e\u7cbe\u5ea6\u6539\u5584\u306b\u306f\u3001\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u6226\u7565\u306e\u5909\u66f4\u3084\u30e1\u2026<\/p>\n","protected":false},"author":7,"featured_media":6943,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[91],"class_list":["post-6940","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-generative-ai"],"acf":[],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/posts\/6940","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/comments?post=6940"}],"version-history":[{"count":1,"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/posts\/6940\/revisions"}],"predecessor-version":[{"id":6941,"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/posts\/6940\/revisions\/6941"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/media\/6943"}],"wp:attachment":[{"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/media?parent=6940"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/categories?post=6940"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}