{"id":2926,"date":"2026-08-07T22:56:58","date_gmt":"2026-08-07T13:56:58","guid":{"rendered":"https:\/\/archeco.co.jp\/ai-startup\/?p=2926"},"modified":"2026-09-19T00:33:21","modified_gmt":"2026-09-18T15:33:21","slug":"finetuning-choose-encoder-not-bigger","status":"publish","type":"post","link":"https:\/\/archeco.co.jp\/ai-startup\/2026\/08\/07\/finetuning-choose-encoder-not-bigger\/","title":{"rendered":"\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306f\uff5c\u7a2e\u985e\u30fb\u3084\u308a\u65b94\u30b9\u30c6\u30c3\u30d7\u3068RAG\u3068\u306e\u9055\u3044"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1429\" src=\"https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/02-finetuning-choose-encoder-not-bigger-lead-scaled.jpg\" alt=\"\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306f\uff5c\u7a2e\u985e\u30fb\u3084\u308a\u65b94\u30b9\u30c6\u30c3\u30d7\u3068RAG\u3068\u306e\u9055\u3044\"\/ class=\"wp-image-2916\" srcset=\"https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/02-finetuning-choose-encoder-not-bigger-lead-scaled.jpg 2560w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/02-finetuning-choose-encoder-not-bigger-lead-300x167.jpg 300w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/02-finetuning-choose-encoder-not-bigger-lead-1024x571.jpg 1024w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/02-finetuning-choose-encoder-not-bigger-lead-768x429.jpg 768w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/02-finetuning-choose-encoder-not-bigger-lead-1536x857.jpg 1536w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/02-finetuning-choose-encoder-not-bigger-lead-2048x1143.jpg 2048w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f15\u3063\u8d8a\u3057\u306e\u3068\u304d\u3001\u96fb\u52d5\u30c9\u30e9\u30a4\u30d0\u30fc\u3092\u8cb7\u3044\u307e\u3057\u305f\u3002<strong>\u68da\u3092\u7d44\u3080\u305f\u3081\u3067\u3059\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">10\u672c\u307b\u3069\u30cd\u30b8\u3092\u7de0\u3081\u3066\u3001<strong>\u6b8b\u308a\u306f\u624b\u3067\u56de\u3057\u307e\u3057\u305f\u3002<\/strong> \u96fb\u52d5\u306e\u307b\u3046\u304c\u901f\u3044\u306f\u305a\u306a\u306e\u306b\u3001<strong>\u6301\u3061\u66ff\u3048\u3066\u3001\u5148\u7aef\u3092\u66ff\u3048\u3066\u3001\u5145\u96fb\u3092\u78ba\u8a8d\u3059\u308b\u6642\u9593<\/strong>\u306e\u307b\u3046\u304c\u9577\u304b\u3063\u305f\u304b\u3089\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u30cd\u30b81\u672c\u306b\u306f\u3001\u624b\u306e\u30c9\u30e9\u30a4\u30d0\u30fc\u306e\u307b\u3046\u304c\u901f\u3044\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9053\u5177\u306e\u6027\u80fd\u306e\u8a71\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002<strong>1\u56de\u3042\u305f\u308a\u306e\u4ed5\u4e8b\u304c\u5c0f\u3055\u3044\u3068\u304d\u306f\u3001\u7acb\u3061\u4e0a\u304c\u308a\u306e\u91cd\u3055\u304c\u5168\u90e8\u306b\u306a\u308b<\/strong>\u3068\u3044\u3046\u8a71\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5148\u306b\u4e00\u884c\u3060\u3051\u7f6e\u304d\u307e\u3059\u3002<strong>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306f\u3001\u5b66\u7fd2\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u306b\u81ea\u793e\u306e\u30c7\u30fc\u30bf\u3092\u8ffd\u52a0\u5b66\u7fd2\u3055\u305b\u3066\u3001\u7279\u5b9a\u306e\u7528\u9014\u306b\u5408\u308f\u305b\u308b\u3053\u3068<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u984c\u6750\u306f\u3001<strong>AI\u306e\u51fa\u529b\u3092\u691c\u67fb\u3059\u308b\u4ed5\u7d44\u307f<\/strong>\u3067\u3059\u3002\u30e2\u30c7\u30eb\u304c\u8fd4\u3057\u305f\u6587\u7ae0\u3084\u3001\u30d5\u30a1\u30a4\u30eb\u3078\u306e\u66f8\u304d\u8fbc\u307f\u3092\u3001\u5916\u306b\u51fa\u3059\u524d\u306b\u4e00\u5ea6\u691c\u67fb\u3057\u307e\u3059\u3002<strong>\u6a5f\u5bc6\u304c\u6f0f\u308c\u3066\u3044\u306a\u3044\u304b\u3092\u898b\u308b<\/strong>\u5f79\u5272\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u524d\u7f6e\u304d\u306f\u3055\u3066\u304a\u304d\u3001\u672c\u984c\u306b\u5165\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u65e5\u306f\u3001\u3053\u306e\u691c\u67fb\u5f79\u3092\u4f5c\u308b\u3068\u304d\u306b<strong>\u5927\u304d\u3044\u30e2\u30c7\u30eb\u3092\u8ce2\u304f\u3057\u3088\u3046\u3068\u3057\u3066\u3084\u3081\u305f<\/strong>\u8a71\u3092\u3057\u3066\u3044\u3053\u3046\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"finetuning-textbook-approach\"><span id=\"%e2%91%a0-%e6%95%99%e7%a7%91%e6%9b%b8%e3%81%a9%e3%81%8a%e3%82%8a%e3%81%ab%e3%80%81%e7%94%9f%e6%88%90%e3%83%a2%e3%83%87%e3%83%ab%e3%82%92%e8%b3%a2%e3%81%8f%e3%81%97%e3%82%88%e3%81%86%e3%81%a8%e3%81%99\">\u2460 \u6559\u79d1\u66f8\u3069\u304a\u308a\u306b\u3001\u751f\u6210\u30e2\u30c7\u30eb\u3092\u8ce2\u304f\u3057\u3088\u3046\u3068\u3059\u308b<\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1429\" src=\"https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/03-finetuning-choose-encoder-not-bigger-1-scaled.jpg\" alt=\"\u6559\u79d1\u66f8\u3069\u304a\u308a\u306b\u3001\u751f\u6210\u30e2\u30c7\u30eb\u3092\u8ce2\u304f\u3057\u3088\u3046\u3068\u3059\u308b\"\/ class=\"wp-image-2917\" srcset=\"https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/03-finetuning-choose-encoder-not-bigger-1-scaled.jpg 2560w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/03-finetuning-choose-encoder-not-bigger-1-300x167.jpg 300w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/03-finetuning-choose-encoder-not-bigger-1-1024x571.jpg 1024w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/03-finetuning-choose-encoder-not-bigger-1-768x429.jpg 768w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/03-finetuning-choose-encoder-not-bigger-1-1536x857.jpg 1536w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/03-finetuning-choose-encoder-not-bigger-1-2048x1143.jpg 2048w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-media-text is-stacked-on-mobile is-vertically-aligned-center\" style=\"grid-template-columns:32% auto;border:1px solid #e0e0e0;border-radius:10px;padding:14px;background:#fafafa;margin:1.6em 0\"><figure class=\"wp-block-media-text__media\"><a href=\"#finetuning-latency-wall\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1429\" src=\"https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/04-finetuning-choose-encoder-not-bigger-2-scaled.jpg\" alt=\"\" class=\"wp-image-2918 size-full\" srcset=\"https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/04-finetuning-choose-encoder-not-bigger-2-scaled.jpg 2560w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/04-finetuning-choose-encoder-not-bigger-2-300x167.jpg 300w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/04-finetuning-choose-encoder-not-bigger-2-1024x571.jpg 1024w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/04-finetuning-choose-encoder-not-bigger-2-768x429.jpg 768w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/04-finetuning-choose-encoder-not-bigger-2-1536x857.jpg 1536w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/04-finetuning-choose-encoder-not-bigger-2-2048x1143.jpg 2048w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/a><\/figure><div class=\"wp-block-media-text__content\">\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u57fa\u672c\u3092\u3059\u3067\u306b\u3054\u5b58\u3058\u306e\u65b9\u306f\u3001<a href=\"#finetuning-latency-wall\">\u2461 \u305d\u306e\u3068\u304a\u308a\u306b\u9032\u3081\u3066\u3001\u9045\u3055\u3067\u8a70\u307e\u308b<\/a>\u304b\u3089\u8aad\u307f\u9032\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n<\/div><\/div>\n\n\n\n<h3 id=\"%e3%83%95%e3%82%a1%e3%82%a4%e3%83%b3%e3%83%81%e3%83%a5%e3%83%bc%e3%83%8b%e3%83%b3%e3%82%b0%e3%81%a8%e3%81%af\" class=\"wp-block-heading\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306f\u3001<strong>\u3059\u3067\u306b\u5b66\u7fd2\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u306b\u3001\u8ffd\u52a0\u306e\u30c7\u30fc\u30bf\u3092\u4e0e\u3048\u3066\u5fae\u8abf\u6574\u3059\u308b\u3053\u3068<\/strong>\u3067\u3059\u3002\u30bc\u30ed\u304b\u3089\u5b66\u7fd2\u3055\u305b\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u4e00\u822c\u7684\u306a\u80fd\u529b\u3092\u6301\u3063\u305f\u30e2\u30c7\u30eb\u3092\u571f\u53f0\u306b\u3057\u3066\u3001\u7279\u5b9a\u306e\u7528\u9014\u306b\u5bc4\u305b\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u300c\u8ce2\u304f\u3059\u308b\u300d\u3068\u3044\u3046\u3088\u308a\u300c\u5bc4\u305b\u308b\u300d\u3068\u7406\u89e3\u3057\u305f\u307b\u3046\u304c\u5b9f\u52d9\u306b\u5408\u3044\u307e\u3059\u3002<\/strong>\u4e00\u822c\u7684\u306a\u77e5\u8b58\u304c\u5897\u3048\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u4e0e\u3048\u305f\u30c7\u30fc\u30bf\u306b\u8fd1\u3044\u7b54\u3048\u65b9\u3092\u3059\u308b\u3088\u3046\u306b\u306a\u308b\u3001\u3068\u3044\u3046\u306e\u304c\u8d77\u304d\u3066\u3044\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<h3 id=\"%e3%83%95%e3%82%a1%e3%82%a4%e3%83%b3%e3%83%81%e3%83%a5%e3%83%bc%e3%83%8b%e3%83%b3%e3%82%b0%e3%81%ae%e4%bb%95%e7%b5%84%e3%81%bf\" class=\"wp-block-heading\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u4ed5\u7d44\u307f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30e2\u30c7\u30eb\u306e\u4e2d\u8eab\u306f\u3001\u5927\u91cf\u306e\u6570\u5024\uff08\u30d1\u30e9\u30e1\u30fc\u30bf\uff0f\u91cd\u307f\uff09\u3067\u3059\u3002\u4e8b\u524d\u5b66\u7fd2\u3067\u3053\u306e\u6570\u5024\u304c\u6c7a\u307e\u3063\u3066\u304a\u308a\u3001<strong>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001\u8ffd\u52a0\u30c7\u30fc\u30bf\u306b\u5408\u3046\u3088\u3046\u306b\u6570\u5024\u3092\u5c11\u3057\u305a\u3064\u66f4\u65b0\u3057\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u66f4\u65b0\u3059\u308b\u7bc4\u56f2\u306f\u624b\u6cd5\u306b\u3088\u3063\u3066\u9055\u3044\u307e\u3059\u3002\u5168\u90e8\u3092\u66f4\u65b0\u3059\u308b\u65b9\u6cd5\u3082\u3042\u308c\u3070\u3001\u3054\u304f\u4e00\u90e8\u3060\u3051\u3092\u66f4\u65b0\u3059\u308b\u65b9\u6cd5\u3082\u3042\u308a\u307e\u3059\u3002<strong>\u3053\u306e\u300c\u3069\u3053\u307e\u3067\u66f4\u65b0\u3059\u308b\u304b\u300d\u304c\u3001\u8cbb\u7528\u3068\u3001\u5931\u3046\u3082\u306e\u306e\u91cf\u3092\u6c7a\u3081\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<h3 id=\"%e4%ba%8b%e5%89%8d%e5%ad%a6%e7%bf%92%ef%bc%88%e3%83%97%e3%83%ac%e3%83%88%e3%83%ac%e3%83%bc%e3%83%8b%e3%83%b3%e3%82%b0%ef%bc%89%e3%81%a8%e3%81%ae%e9%81%95%e3%81%84\" class=\"wp-block-heading\">\u4e8b\u524d\u5b66\u7fd2\uff08\u30d7\u30ec\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\uff09\u3068\u306e\u9055\u3044<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th><\/th><th>\u4f7f\u3046\u30c7\u30fc\u30bf<\/th><th>\u76ee\u7684<\/th><th>\u8cbb\u7528\u306e\u898f\u6a21<\/th><\/tr><\/thead><tbody><tr><td><strong>\u4e8b\u524d\u5b66\u7fd2<\/strong><\/td><td>\u5927\u91cf\u306e\u4e00\u822c\u7684\u306a\u6587\u7ae0<\/td><td>\u8a00\u8a9e\u305d\u306e\u3082\u306e\u3092\u6271\u3048\u308b\u3088\u3046\u306b\u3059\u308b<\/td><td>\u975e\u5e38\u306b\u5927\u304d\u3044<\/td><\/tr><tr><td><strong>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/strong><\/td><td>\u5c11\u91cf\u306e\u76ee\u7684\u5225\u30c7\u30fc\u30bf<\/td><td>\u7279\u5b9a\u306e\u7528\u9014\u306b\u5bc4\u305b\u308b<\/td><td><strong>\u6bd4\u8f03\u306b\u306a\u3089\u306a\u3044\u307b\u3069\u5c0f\u3055\u3044<\/strong><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4e8b\u524d\u5b66\u7fd2\u3092\u3084\u308a\u76f4\u3059\u9078\u629e\u80a2\u306f\u3001\u307b\u3068\u3093\u3069\u306e\u4f01\u696d\u306b\u3042\u308a\u307e\u305b\u3093\u3002<\/strong>\u691c\u8a0e\u306e\u4fce\u4e0a\u306b\u8f09\u308b\u306e\u306f\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304b\u3001\u3042\u308b\u3044\u306f\u30e2\u30c7\u30eb\u306b\u89e6\u3089\u306a\u3044\u65b9\u6cd5\uff08\u5f8c\u8ff0\uff09\u306e\u3069\u3061\u3089\u304b\u3067\u3059\u3002<\/p>\n\n\n\n<h3 id=\"%e8%bb%a2%e7%a7%bb%e5%ad%a6%e7%bf%92%e3%81%a8%e3%81%ae%e9%81%95%e3%81%84\" class=\"wp-block-heading\">\u8ee2\u79fb\u5b66\u7fd2\u3068\u306e\u9055\u3044<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8ee2\u79fb\u5b66\u7fd2\u306f\u3001\u3042\u308b\u9818\u57df\u3067\u5b66\u3093\u3060\u77e5\u8b58\u3092\u5225\u306e\u9818\u57df\u3078\u6301\u3061\u8fbc\u3080\u8003\u3048\u65b9\u5168\u4f53\u3092\u6307\u3057\u307e\u3059\u3002<strong>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u305d\u306e\u8ee2\u79fb\u5b66\u7fd2\u3092\u5b9f\u73fe\u3059\u308b\u5177\u4f53\u7684\u306a\u624b\u6cd5\u306e1\u3064<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7528\u8a9e\u3068\u3057\u3066\u306f\u8ee2\u79fb\u5b66\u7fd2\u306e\u307b\u3046\u304c\u5e83\u304f\u3001<strong>\u300c\u51fa\u529b\u5074\u3060\u3051\u3092\u4ed8\u3051\u66ff\u3048\u308b\u300d\u5f62\u3082\u8ee2\u79fb\u5b66\u7fd2\u306b\u542b\u307e\u308c\u307e\u3059\u3002<\/strong>\u30e2\u30c7\u30eb\u306e\u672c\u4f53\u3092\u89e6\u3089\u305a\u306b\u6e08\u3080\u3076\u3093\u3001\u8cbb\u7528\u3082\u3001\u58ca\u3059\u3082\u306e\u3082\u5c11\u306a\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"rag%ef%bc%88%e6%a4%9c%e7%b4%a2%e6%8b%a1%e5%bc%b5%e7%94%9f%e6%88%90%ef%bc%89%e3%81%a8%e3%81%ae%e9%81%95%e3%81%84\" class=\"wp-block-heading\">RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3068\u306e\u9055\u3044<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th><\/th><th>\u4f55\u3092\u5909\u3048\u308b\u304b<\/th><th>\u77e5\u8b58\u3092\u66f4\u65b0\u3059\u308b\u3068\u304d<\/th><th>\u5411\u3044\u3066\u3044\u308b\u3053\u3068<\/th><\/tr><\/thead><tbody><tr><td><strong>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/strong><\/td><td>\u30e2\u30c7\u30eb\u305d\u306e\u3082\u306e<\/td><td>\u5b66\u7fd2\u3092\u3084\u308a\u76f4\u3059<\/td><td><strong>\u7b54\u3048\u65b9\u306e\u5f62\u5f0f\u30fb\u69d8\u5f0f\u30fb\u53e3\u8abf\u3092\u305d\u308d\u3048\u308b<\/strong><\/td><\/tr><tr><td><strong>RAG<\/strong><\/td><td>\u30e2\u30c7\u30eb\u306e\u5916\u306b\u3042\u308b\u8cc7\u6599<\/td><td>\u8cc7\u6599\u3092\u5dee\u3057\u66ff\u3048\u308b\u3060\u3051<\/td><td><strong>\u793e\u5185\u306e\u4e8b\u5b9f\u3092\u3001\u6839\u62e0\u3064\u304d\u3067\u7b54\u3048\u3055\u305b\u308b<\/strong><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u300c\u793e\u5185\u306e\u60c5\u5831\u3092\u899a\u3048\u3055\u305b\u305f\u3044\u300d\u3068\u3044\u3046\u76f8\u8ac7\u306f\u3001\u307b\u3068\u3093\u3069\u304cRAG\u5074\u306e\u8a71\u3067\u3059\u3002<\/strong>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u77e5\u8b58\u3092\u5165\u308c\u308b\u3068\u3001\u66f4\u65b0\u306e\u305f\u3073\u306b\u5b66\u7fd2\u3092\u3084\u308a\u76f4\u3059\u3053\u3068\u306b\u306a\u308a\u3001\u3057\u304b\u3082<strong>\u3069\u3053\u304b\u3089\u6765\u305f\u60c5\u5831\u304b\u3092\u56de\u7b54\u3067\u793a\u305b\u307e\u305b\u3093\u3002<\/strong><\/p>\n\n\n\n<h3 id=\"%e3%83%97%e3%83%ad%e3%83%b3%e3%83%97%e3%83%88%e3%82%a8%e3%83%b3%e3%82%b8%e3%83%8b%e3%82%a2%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%a8%e3%81%ae%e9%81%95%e3%81%84%e3%81%a8%e3%80%81%e8%a9%a6%e3%81%99%e9%a0%86\" class=\"wp-block-heading\">\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3068\u306e\u9055\u3044\u3068\u3001\u8a66\u3059\u9806\u756a<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u5de5\u592b\u306f\u3001\u30e2\u30c7\u30eb\u3092\u5909\u3048\u305a\u306b\u6307\u793a\u3060\u3051\u3067\u5bc4\u305b\u308b\u65b9\u6cd5\u3067\u3059\u3002\u8cbb\u7528\u304c\u304b\u304b\u3089\u305a\u3001\u3084\u308a\u76f4\u3057\u3082\u52b9\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>1. \u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u76f4\u3059<\/strong> \u2014 \u4f8b\u3092\u6570\u4ef6\u898b\u305b\u308b\uff08Few-shot\uff09\u3060\u3051\u3067\u5c4a\u304f\u3053\u3068\u304c\u3042\u308b<\/li>\n\n<li><strong>2. RAG\u3092\u8db3\u3059<\/strong> \u2014 \u4e8b\u5b9f\u304c\u8db3\u308a\u306a\u3044\u306a\u3089\u3001\u8cc7\u6599\u3092\u6e21\u3059<\/li>\n\n<li><strong>3. \u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3059\u308b<\/strong> \u2014 <strong>\u5f62\u5f0f\u304c\u5b89\u5b9a\u3057\u306a\u3044\u5834\u5408\u306b\u3001\u3053\u3053\u3067\u3088\u3046\u3084\u304f\u691c\u8a0e\u3059\u308b<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u3053\u306e\u9806\u756a\u3092\u98db\u3070\u3059\u3068\u3001\u8cbb\u7528\u3092\u304b\u3051\u305f\u306e\u306b\u76f4\u3089\u306a\u3044\u3001\u3068\u3044\u3046\u7d50\u679c\u306b\u306a\u308a\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/strong>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u300c\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u306f\u5f62\u304c\u305d\u308d\u308f\u306a\u3044\u300d\u3068\u78ba\u304b\u3081\u3066\u304b\u3089\u9078\u3076\u624b\u6bb5\u3067\u3059\u3002<\/p>\n\n\n\n<h3 id=\"%e7%a8%ae%e9%a1%9e1%ef%bd%9c%e5%ae%8c%e5%85%a8%ef%bc%88%e3%83%95%e3%83%ab%ef%bc%89%e3%83%95%e3%82%a1%e3%82%a4%e3%83%b3%e3%83%81%e3%83%a5%e3%83%bc%e3%83%8b%e3%83%b3%e3%82%b0\" class=\"wp-block-heading\">\u7a2e\u985e1\uff5c\u5b8c\u5168\uff08\u30d5\u30eb\uff09\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30e2\u30c7\u30eb\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u5168\u90e8\u66f4\u65b0\u3057\u307e\u3059\u3002<strong>\u5bc4\u305b\u308b\u529b\u306f\u3044\u3061\u3070\u3093\u5f37\u3044\u4ee3\u308f\u308a\u306b\u3001\u8a08\u7b97\u8cc7\u6e90\u3068\u6642\u9593\u304c\u6700\u3082\u304b\u304b\u308a\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3042\u308f\u305b\u3066\u3001<strong>\u3082\u3068\u3082\u3068\u3067\u304d\u3066\u3044\u305f\u3053\u3068\u304c\u52a3\u5316\u3059\u308b<\/strong>\u3053\u3068\u304c\u3042\u308a\u307e\u3059\uff08\u7834\u6ec5\u7684\u5fd8\u5374\u3068\u547c\u3070\u308c\u307e\u3059\uff09\u3002\u72ed\u3044\u7528\u9014\u306b\u5f37\u304f\u5bc4\u305b\u308b\u307b\u3069\u3001\u305d\u308c\u4ee5\u5916\u306e\u8cea\u554f\u3078\u306e\u7b54\u3048\u306f\u5f31\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"%e7%a8%ae%e9%a1%9e2%ef%bd%9cpeft%ef%bc%88%e3%83%91%e3%83%a9%e3%83%a1%e3%83%bc%e3%82%bf%e5%8a%b9%e7%8e%87%e3%81%ae%e3%82%88%e3%81%84%e3%83%95%e3%82%a1%e3%82%a4%e3%83%b3%e3%83%81%e3%83%a5%e3%83%bc\" class=\"wp-block-heading\">\u7a2e\u985e2\uff5cPEFT\uff08\u30d1\u30e9\u30e1\u30fc\u30bf\u52b9\u7387\u306e\u3088\u3044\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30e2\u30c7\u30eb\u672c\u4f53\u306f\u307b\u307c\u51cd\u7d50\u3057\u305f\u307e\u307e\u3001<strong>\u3054\u304f\u4e00\u90e8\u306e\u6570\u5024\u3060\u3051\u3092\u66f4\u65b0\u3059\u308b<\/strong>\u624b\u6cd5\u306e\u7dcf\u79f0\u3067\u3059\u3002\u4ee3\u8868\u7684\u306a\u3082\u306e\u306bLoRA\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u3084\u308a\u65b9<\/th><th>\u4e2d\u8eab<\/th><\/tr><\/thead><tbody><tr><td><strong>\u30a2\u30c0\u30d7\u30bf\u30fc<\/strong><\/td><td>\u5c64\u306e\u3042\u3044\u3060\u306b\u5c0f\u3055\u306a\u8ffd\u52a0\u90e8\u54c1\u3092\u631f\u307f\u3001\u305d\u3053\u3060\u3051\u5b66\u7fd2\u3055\u305b\u308b<\/td><\/tr><tr><td><strong>\u518d\u30d1\u30e9\u30e1\u30fc\u30bf\u5316\uff08LoRA\u306a\u3069\uff09<\/strong><\/td><td>\u66f4\u65b0\u5206\u3092\u5c0f\u3055\u306a\u884c\u5217\u3067\u8868\u3057\u3001\u5143\u306e\u91cd\u307f\u306b\u8db3\u3059\u5f62\u306b\u3059\u308b<\/td><\/tr><tr><td><strong>\u90e8\u5206\u7684\u306a\u66f4\u65b0<\/strong><\/td><td>\u65e2\u5b58\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u3046\u3061\u3001\u4e00\u90e8\u3060\u3051\u3092\u9078\u3093\u3067\u66f4\u65b0\u3059\u308b<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5b9f\u52d9\u3067\u306f\u307e\u305aPEFT\u3092\u691c\u8a0e\u3057\u307e\u3059\u3002<\/strong>\u8cbb\u7528\u304c\u6841\u3067\u9055\u3046\u3046\u3048\u3001<strong>\u5143\u306e\u30e2\u30c7\u30eb\u3092\u58ca\u3055\u306a\u3044\u306e\u3067\u3001\u3046\u307e\u304f\u3044\u304b\u306a\u304b\u3063\u305f\u3068\u304d\u306b\u623b\u305b\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<h3 id=\"%e7%a8%ae%e9%a1%9e3%ef%bd%9c%e8%bf%bd%e5%8a%a0%e7%9a%84%e3%83%95%e3%82%a1%e3%82%a4%e3%83%b3%e3%83%81%e3%83%a5%e3%83%bc%e3%83%8b%e3%83%b3%e3%82%b0\" class=\"wp-block-heading\">\u7a2e\u985e3\uff5c\u8ffd\u52a0\u7684\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u65e2\u5b58\u306e\u5c64\u306f\u305d\u306e\u307e\u307e\u306b\u3057\u3066\u3001<strong>\u65b0\u3057\u3044\u5c64\u3084\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u8db3\u3057\u3001\u8db3\u3057\u305f\u3068\u3053\u308d\u3060\u3051\u3092\u5b66\u7fd2\u3055\u305b\u308b<\/strong>\u65b9\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7528\u9014\u3054\u3068\u306b\u8db3\u3057\u305f\u90e8\u5206\u3092\u5dee\u3057\u66ff\u3048\u3089\u308c\u308b\u305f\u3081\u3001<strong>1\u3064\u306e\u571f\u53f0\u3067\u8907\u6570\u306e\u7528\u9014\u3092\u6301\u305f\u305b\u305f\u3044\u3068\u304d\u306b\u5411\u304d\u307e\u3059\u3002<\/strong>\u7528\u9014\u3054\u3068\u306b\u30e2\u30c7\u30eb\u3092\u4e38\u3054\u3068\u6301\u3064\u3088\u308a\u3001\u904b\u7528\u304c\u8efd\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"%e7%a8%ae%e9%a1%9e4%ef%bd%9c%e6%8c%87%e7%a4%ba%e3%83%81%e3%83%a5%e3%83%bc%e3%83%8b%e3%83%b3%e3%82%b0%e3%81%a8rlhf\" class=\"wp-block-heading\">\u7a2e\u985e4\uff5c\u6307\u793a\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068RLHF<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6307\u793a\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/strong>\u306f\u3001\u300c\u6307\u793a \u2192 \u671b\u307e\u3057\u3044\u5fdc\u7b54\u300d\u306e\u7d44\u3092\u5927\u91cf\u306b\u5b66\u7fd2\u3055\u305b\u3001\u6307\u793a\u306b\u5f93\u3046\u632f\u308b\u821e\u3044\u305d\u306e\u3082\u306e\u3092\u8eab\u306b\u3064\u3051\u3055\u305b\u308b\u65b9\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>RLHF\uff08\u4eba\u9593\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u304b\u3089\u306e\u5f37\u5316\u5b66\u7fd2\uff09<\/strong>\u306f\u3001\u8907\u6570\u306e\u51fa\u529b\u306b\u4eba\u304c\u512a\u52a3\u3092\u4ed8\u3051\u3001\u305d\u306e\u8a55\u4fa1\u3092\u5831\u916c\u3068\u3057\u3066\u5b66\u7fd2\u3055\u305b\u307e\u3059\u3002<strong>\u3069\u3061\u3089\u3082\u30e2\u30c7\u30eb\u63d0\u4f9b\u5074\u304c\u884c\u3046\u5de5\u7a0b\u3067\u3001\u5229\u7528\u4f01\u696d\u304c\u81ea\u524d\u3067\u56de\u3059\u3053\u3068\u306f\u591a\u304f\u3042\u308a\u307e\u305b\u3093\u3002<\/strong>\u300c\u4f55\u304c\u884c\u308f\u308c\u305f\u7d50\u679c\u306e\u30e2\u30c7\u30eb\u304b\u300d\u3092\u77e5\u308b\u305f\u3081\u306b\u62bc\u3055\u3048\u3066\u304a\u304f\u7528\u8a9e\u3067\u3059\u3002<\/p>\n\n\n\n<h3 id=\"%e3%83%a2%e3%83%87%e3%83%ab%e3%81%ab%e4%bd%95%e3%82%92%e5%ad%a6%e7%bf%92%e3%81%95%e3%81%9b%e3%82%8b%e3%81%ae%e3%81%8b-%e7%9f%a5%e8%ad%98%e3%81%8b%e3%80%81%e5%bd%a2%e5%bc%8f%e3%81%8b\" class=\"wp-block-heading\">\u30e2\u30c7\u30eb\u306b\u4f55\u3092\u5b66\u7fd2\u3055\u305b\u308b\u306e\u304b \u2014 \u77e5\u8b58\u304b\u3001\u5f62\u5f0f\u304b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b66\u7fd2\u3055\u305b\u308b\u5185\u5bb9\u306f\u3001\u5927\u304d\u304f2\u3064\u306b\u5206\u304b\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u5b66\u7fd2\u3055\u305b\u308b\u3082\u306e<\/th><th>\u5411\u304f\u624b\u6bb5<\/th><th>\u7406\u7531<\/th><\/tr><\/thead><tbody><tr><td><strong>\u4e8b\u5b9f\u30fb\u77e5\u8b58<\/strong>\uff08\u793e\u5185\u306e\u6570\u5024\u3001\u898f\u7a0b\u306e\u4e2d\u8eab\uff09<\/td><td>RAG<\/td><td>\u66f4\u65b0\u304c\u983b\u7e41\u3067\u3001\u6839\u62e0\u306e\u63d0\u793a\u304c\u8981\u308b<\/td><\/tr><tr><td><strong>\u5f62\u5f0f\u30fb\u69d8\u5f0f\u30fb\u8a00\u3044\u56de\u3057<\/strong>\uff08\u5e33\u7968\u306e\u66f8\u5f0f\u3001\u793e\u5185\u7528\u8a9e\u3001\u5224\u5b9a\u306e\u30e9\u30d9\u30eb\uff09<\/td><td>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/td><td>\u6bce\u56de\u540c\u3058\u5f62\u3067\u8fd4\u3063\u3066\u307b\u3057\u3044<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u3053\u306e\u5207\u308a\u5206\u3051\u3092\u5148\u306b\u3084\u3063\u3066\u304f\u3060\u3055\u3044\u3002<\/strong>\u5b66\u7fd2\u3055\u305b\u308b\u3082\u306e\u304c\u77e5\u8b58\u3060\u3063\u305f\u5834\u5408\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u8cbb\u7528\u306b\u898b\u5408\u3044\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<h3 id=\"%e3%83%a1%e3%83%aa%e3%83%83%e3%83%881%ef%bd%9c%e7%89%b9%e5%ae%9a%e3%81%ae%e7%94%a8%e9%80%94%e3%81%a7%e7%b2%be%e5%ba%a6%e3%81%8c%e4%b8%8a%e3%81%8c%e3%82%8b\" class=\"wp-block-heading\">\u30e1\u30ea\u30c3\u30c81\uff5c\u7279\u5b9a\u306e\u7528\u9014\u3067\u7cbe\u5ea6\u304c\u4e0a\u304c\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u822c\u7684\u306a\u30e2\u30c7\u30eb\u304c\u82e6\u624b\u306a\u3001\u5c02\u9580\u7528\u8a9e\u3084\u793e\u5185\u56fa\u6709\u306e\u8868\u73fe\u3092\u6271\u3048\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<strong>\u7528\u9014\u3092\u72ed\u304f\u6c7a\u3081\u308b\u307b\u3069\u3001\u52b9\u679c\u306f\u51fa\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u52b9\u679c\u3092\u6e2c\u308b\u5bfe\u8c61\u3092\u3001\u5148\u306b\u6c7a\u3081\u3066\u304f\u3060\u3055\u3044\u3002<\/strong>\u300c\u5168\u4f53\u7684\u306b\u8ce2\u304f\u306a\u3063\u305f\u304b\u300d\u3067\u306f\u5224\u5b9a\u3067\u304d\u307e\u305b\u3093\u3002\u5224\u5b9a\u3057\u305f\u3044\u9805\u76ee\u3092\u4e26\u3079\u305f\u8a55\u4fa1\u30c7\u30fc\u30bf\u3092\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u3068\u306f\u5225\u306b\u7528\u610f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"%e3%83%a1%e3%83%aa%e3%83%83%e3%83%882%ef%bd%9c%e9%96%8b%e7%99%ba%e3%81%ae%e6%89%8b%e9%96%93%e3%81%a8%e6%99%82%e9%96%93%e3%82%92%e6%8a%91%e3%81%88%e3%82%89%e3%82%8c%e3%82%8b\" class=\"wp-block-heading\">\u30e1\u30ea\u30c3\u30c82\uff5c\u958b\u767a\u306e\u624b\u9593\u3068\u6642\u9593\u3092\u6291\u3048\u3089\u308c\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30bc\u30ed\u304b\u3089\u5b66\u7fd2\u3055\u305b\u308b\u5834\u5408\u3068\u6bd4\u3079\u3066\u3001\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u91cf\u3082\u8a08\u7b97\u8cc7\u6e90\u3082\u3001\u6841\u3067\u5c0f\u3055\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u305f\u3060\u3057\u300c\u5c0f\u3055\u304f\u306a\u308b\u300d\u306e\u306f\u5b66\u7fd2\u306e\u5de5\u7a0b\u3060\u3051\u3067\u3059\u3002<\/strong>\u30c7\u30fc\u30bf\u3092\u4f5c\u308b\u5de5\u7a0b\u306f\u5c0f\u3055\u304f\u306a\u308a\u307e\u305b\u3093\u3002\u3053\u3053\u304c\u3001\u898b\u7a4d\u3082\u308a\u3067\u6700\u3082\u305a\u308c\u308b\u5834\u6240\u3067\u3059\u3002<\/p>\n\n\n\n<h3 id=\"%e3%83%a1%e3%83%aa%e3%83%83%e3%83%883%ef%bd%9c%e8%87%aa%e7%a4%be%e5%9b%ba%e6%9c%89%e3%81%ae%e6%a7%98%e5%bc%8f%e3%82%84%e8%a1%a8%e7%8f%be%e3%82%92%e5%8f%8d%e6%98%a0%e3%81%a7%e3%81%8d%e3%82%8b\" class=\"wp-block-heading\">\u30e1\u30ea\u30c3\u30c83\uff5c\u81ea\u793e\u56fa\u6709\u306e\u69d8\u5f0f\u3084\u8868\u73fe\u3092\u53cd\u6620\u3067\u304d\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5831\u544a\u66f8\u306e\u66f8\u5f0f\u3001\u793e\u5185\u306e\u8a00\u3044\u56de\u3057\u3001\u5224\u5b9a\u306b\u4f7f\u3046\u30e9\u30d9\u30eb\u306e\u4f53\u7cfb\u3002<strong>\u6bce\u56de\u540c\u3058\u5f62\u3067\u8fd4\u3063\u3066\u307b\u3057\u3044\u3082\u306e\u307b\u3069\u3001\u52b9\u304d\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9006\u306b\u3001\u6bce\u56de\u9055\u3063\u3066\u3088\u3044\u3082\u306e\uff08\u8981\u7d04\u3084\u6848\u51fa\u3057\uff09\u306b\u306f\u5411\u304d\u307e\u305b\u3093\u3002<\/strong>\u305d\u308d\u3048\u308b\u4fa1\u5024\u304c\u3042\u308b\u304b\u3069\u3046\u304b\u3092\u3001\u5148\u306b\u78ba\u304b\u3081\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h3 id=\"%e3%83%87%e3%83%a1%e3%83%aa%e3%83%83%e3%83%881%ef%bd%9c%e5%ad%a6%e7%bf%92%e3%83%87%e3%83%bc%e3%82%bf%e3%81%ae%e6%ba%96%e5%82%99%e3%81%8c%e3%81%84%e3%81%a1%e3%81%b0%e3%82%93%e9%87%8d%e3%81%84\" class=\"wp-block-heading\">\u30c7\u30e1\u30ea\u30c3\u30c81\uff5c\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u304c\u3044\u3061\u3070\u3093\u91cd\u3044<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b66\u7fd2\u306e\u5b9f\u884c\u81ea\u4f53\u306f\u3001\u624b\u9806\u3069\u304a\u308a\u306b\u9032\u3081\u308c\u3070\u7d42\u308f\u308a\u307e\u3059\u3002<strong>\u91cd\u3044\u306e\u306f\u3001\u305d\u306e\u624b\u524d\u3067\u30c7\u30fc\u30bf\u3092\u4f5c\u308b\u5de5\u7a0b\u3067\u3059\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5165\u529b\u3068\u3001\u671b\u307e\u3057\u3044\u51fa\u529b\u306e\u7d44\u3092\u7528\u610f\u3057\u307e\u3059\u3002<strong>\u671b\u307e\u3057\u3044\u51fa\u529b\u306f\u3001\u4eba\u304c\u5224\u65ad\u3057\u3066\u66f8\u304f\u3057\u304b\u3042\u308a\u307e\u305b\u3093\u3002<\/strong>\u65e2\u5b58\u306e\u8cc7\u6599\u304b\u3089\u81ea\u52d5\u3067\u4f5c\u308c\u308b\u3068\u8003\u3048\u3066\u3044\u308b\u3068\u3001\u7740\u624b\u3057\u3066\u304b\u3089\u4e88\u5b9a\u304c\u4f38\u3073\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"%e3%83%87%e3%83%a1%e3%83%aa%e3%83%83%e3%83%882%ef%bd%9c%e9%81%8e%e5%ad%a6%e7%bf%92%ef%bc%88%e3%82%aa%e3%83%bc%e3%83%90%e3%83%bc%e3%83%95%e3%82%a3%e3%83%83%e3%83%86%e3%82%a3%e3%83%b3%e3%82%b0%ef%bc%89\" class=\"wp-block-heading\">\u30c7\u30e1\u30ea\u30c3\u30c82\uff5c\u904e\u5b66\u7fd2\uff08\u30aa\u30fc\u30d0\u30fc\u30d5\u30a3\u30c3\u30c6\u30a3\u30f3\u30b0\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0e\u3048\u305f\u30c7\u30fc\u30bf\u306b\u5408\u308f\u305b\u3059\u304e\u3066\u3001<strong>\u5c11\u3057\u3067\u3082\u5f62\u306e\u9055\u3046\u5165\u529b\u306b\u5bfe\u5fdc\u3067\u304d\u306a\u304f\u306a\u308b<\/strong>\u72b6\u614b\u3067\u3059\u3002\u30c7\u30fc\u30bf\u304c\u5c11\u306a\u304f\u3001\u5185\u5bb9\u304c\u504f\u3063\u3066\u3044\u308b\u3068\u304d\u306b\u8d77\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9632\u3050\u306b\u306f\u3001<strong>\u5b66\u7fd2\u306b\u4f7f\u308f\u306a\u3044\u30c7\u30fc\u30bf\u3092\u6700\u521d\u304b\u3089\u53d6\u308a\u5206\u3051\u3066\u304a\u3044\u3066\u3001\u305d\u3061\u3089\u3067\u6e2c\u308b\u3053\u3068<\/strong>\u3067\u3059\u3002\u5b66\u7fd2\u306b\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u3067\u6e2c\u308b\u3068\u3001\u5fc5\u305a\u826f\u3044\u6570\u5b57\u304c\u51fa\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"%e3%83%87%e3%83%a1%e3%83%aa%e3%83%83%e3%83%883%ef%bd%9c%e8%a8%88%e7%ae%97%e8%b3%87%e6%ba%90%e3%81%a8%e8%b2%bb%e7%94%a8%e3%81%8c%e3%81%8b%e3%81%8b%e3%82%8b\" class=\"wp-block-heading\">\u30c7\u30e1\u30ea\u30c3\u30c83\uff5c\u8a08\u7b97\u8cc7\u6e90\u3068\u8cbb\u7528\u304c\u304b\u304b\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b8c\u5168\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001GPU\u306e\u6642\u9593\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<strong>\u5b66\u7fd2\u306f1\u56de\u3067\u306f\u7d42\u308f\u3089\u305a\u3001\u6761\u4ef6\u3092\u5909\u3048\u3066\u4f55\u5ea6\u304b\u56de\u3059\u306e\u304c\u666e\u901a\u3067\u3059\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8cbb\u7528\u3092\u6291\u3048\u308b\u306a\u3089\u3001\u307e\u305aPEFT\u3067\u8a66\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/strong>\u66f4\u65b0\u3059\u308b\u7bc4\u56f2\u304c\u5c0f\u3055\u3044\u3076\u3093\u3001\u5fc5\u8981\u306a\u8cc7\u6e90\u3082\u6642\u9593\u3082\u5c0f\u3055\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"%e3%83%87%e3%83%a1%e3%83%aa%e3%83%83%e3%83%884%ef%bd%9c%e5%9c%9f%e5%8f%b0%e3%81%ae%e3%83%a2%e3%83%87%e3%83%ab%e3%81%8c%e5%a4%89%e3%82%8f%e3%82%8b%e3%81%a8%e3%80%81%e3%82%84%e3%82%8a%e7%9b%b4%e3%81%97\" class=\"wp-block-heading\">\u30c7\u30e1\u30ea\u30c3\u30c84\uff5c\u571f\u53f0\u306e\u30e2\u30c7\u30eb\u304c\u5909\u308f\u308b\u3068\u3001\u3084\u308a\u76f4\u3057\u306b\u306a\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3057\u305f\u7d50\u679c\u306f\u3001\u571f\u53f0\u306b\u3057\u305f\u30e2\u30c7\u30eb\u306b\u7d10\u3065\u304d\u307e\u3059\u3002<strong>\u63d0\u4f9b\u5074\u304c\u65b0\u3057\u3044\u30e2\u30c7\u30eb\u306b\u79fb\u884c\u3059\u308b\u3068\u3001\u4f5c\u308a\u76f4\u3057\u306b\u306a\u308a\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u3053\u306e\u4f5c\u308a\u76f4\u3057\u306e\u8cbb\u7528\u3092\u3001\u6700\u521d\u306e\u898b\u7a4d\u3082\u308a\u306b\u5165\u308c\u3066\u304a\u3044\u3066\u304f\u3060\u3055\u3044\u3002<\/strong>\u5165\u308c\u3066\u3044\u306a\u3044\u3068\u3001\u30e2\u30c7\u30eb\u304c\u66f4\u65b0\u3055\u308c\u308b\u305f\u3073\u306b\u300c\u4e88\u5b9a\u5916\u306e\u8cbb\u7528\u300d\u304c\u767a\u751f\u3057\u7d9a\u3051\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"%e3%83%95%e3%82%a1%e3%82%a4%e3%83%b3%e3%83%81%e3%83%a5%e3%83%bc%e3%83%8b%e3%83%b3%e3%82%b0%e3%81%ae%e3%82%84%e3%82%8a%e6%96%b9%ef%bc%884%e3%82%b9%e3%83%86%e3%83%83%e3%83%97%ef%bc%89\" class=\"wp-block-heading\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u3084\u308a\u65b9\uff084\u30b9\u30c6\u30c3\u30d7\uff09<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th><\/th><th>\u3084\u308b\u3053\u3068<\/th><th>\u7d42\u308f\u3063\u305f\u3068\u8a00\u3048\u308b\u72b6\u614b<\/th><\/tr><\/thead><tbody><tr><td><strong>1. \u30c7\u30fc\u30bf\u3068\u571f\u53f0\u306e\u30e2\u30c7\u30eb\u3092\u7528\u610f\u3059\u308b<\/strong><\/td><td>\u5165\u529b\u3068\u671b\u307e\u3057\u3044\u51fa\u529b\u306e\u7d44\u3092\u4f5c\u308a\u3001\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u3092\u6c7a\u3081\u308b<\/td><td><strong>\u8a55\u4fa1\u7528\u306e\u30c7\u30fc\u30bf\u304c\u3001\u5b66\u7fd2\u7528\u3068\u5206\u3051\u3066\u53d6\u3063\u3066\u3042\u308b<\/strong><\/td><\/tr><tr><td><strong>2. \u30c7\u30fc\u30bf\u3092\u6574\u3048\u3066\u767b\u9332\u3059\u308b<\/strong><\/td><td>\u5f62\u5f0f\u3092\u305d\u308d\u3048\u3001\u5b66\u7fd2\u306e\u8a2d\u5b9a\uff08\u56de\u6570\u306a\u3069\uff09\u3092\u6c7a\u3081\u308b<\/td><td>\u5f62\u5f0f\u306e\u30a8\u30e9\u30fc\u304c\u7121\u3044<\/td><\/tr><tr><td><strong>3. \u5b66\u7fd2\u3092\u5b9f\u884c\u3057\u3066\u69d8\u5b50\u3092\u898b\u308b<\/strong><\/td><td>\u640d\u5931\u306e\u63a8\u79fb\u3092\u898b\u306a\u304c\u3089\u56de\u3059<\/td><td>\u904e\u5b66\u7fd2\u306e\u5146\u5019\u304c\u51fa\u3066\u3044\u306a\u3044\u304b\u78ba\u8a8d\u3067\u304d\u3066\u3044\u308b<\/td><\/tr><tr><td><strong>4. \u8a55\u4fa1\u3057\u3066\u3001\u672c\u756a\u306b\u51fa\u3059<\/strong><\/td><td>\u53d6\u308a\u5206\u3051\u305f\u30c7\u30fc\u30bf\u3067\u6e2c\u308a\u3001\u5143\u306e\u30e2\u30c7\u30eb\u3068\u6bd4\u3079\u308b<\/td><td><strong>\u6570\u5b57\u3067\u524d\u5f8c\u3092\u6bd4\u3079\u3089\u308c\u308b<\/strong><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>1\u3067\u8a55\u4fa1\u7528\u30c7\u30fc\u30bf\u3092\u5206\u3051\u3066\u3044\u306a\u3044\u3068\u30014\u3067\u5224\u5b9a\u3067\u304d\u307e\u305b\u3093\u3002<\/strong>\u5168\u90e8\u3092\u5b66\u7fd2\u306b\u4f7f\u3063\u3066\u3057\u307e\u3063\u3066\u304b\u3089\u300c\u52b9\u679c\u304c\u3042\u3063\u305f\u304b\u300d\u3092\u6e2c\u308d\u3046\u3068\u3057\u3066\u3082\u3001\u6bd4\u3079\u308b\u76f8\u624b\u304c\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<h3 id=\"%e5%ad%a6%e7%bf%92%e3%83%87%e3%83%bc%e3%82%bf%e3%81%ae%e4%be%8b%e3%81%a8%e3%80%81%e5%bf%85%e8%a6%81%e3%81%aa%e4%bb%b6%e6%95%b0%e3%81%ae%e8%80%83%e3%81%88%e6%96%b9\" class=\"wp-block-heading\">\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u4f8b\u3068\u3001\u5fc5\u8981\u306a\u4ef6\u6570\u306e\u8003\u3048\u65b9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u3088\u304f\u4f7f\u308f\u308c\u308b\u306e\u306f\u6b21\u306e3\u7a2e\u985e\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u793e\u5185\u306b\u3042\u308b\u975e\u516c\u958b\u306e\u30c7\u30fc\u30bf<\/strong> \u2014 \u696d\u52d9\u30de\u30cb\u30e5\u30a2\u30eb\u3001\u904e\u53bb\u306e\u5bfe\u5fdc\u5c65\u6b74<\/li>\n\n<li><strong>\u5c02\u9580\u6027\u304c\u9ad8\u3044\u5206\u91ce\u306e\u30c7\u30fc\u30bf<\/strong> \u2014 \u533b\u7642\u3001\u6cd5\u52d9\u3001\u91d1\u878d\u3001\u88fd\u9020\u306e\u57fa\u6e96<\/li>\n\n<li><strong>\u30e2\u30c7\u30eb\u304c\u77e5\u3089\u306a\u3044\u65b0\u3057\u3044\u60c5\u5831<\/strong> \u2014 \u5b66\u7fd2\u6642\u70b9\u3088\u308a\u5f8c\u306b\u6c7a\u307e\u3063\u305f\u898f\u7a0b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ef6\u6570\u306f\u7528\u9014\u3067\u5909\u308f\u308a\u307e\u3059\u304c\u3001<strong>\u4ef6\u6570\u3088\u308a\u3001\u3070\u3089\u3064\u304d\u306e\u7db2\u7f85\u306e\u307b\u3046\u304c\u52b9\u304d\u307e\u3059\u3002<\/strong>\u540c\u3058\u5f62\u306e\u4f8b\u30921,000\u4ef6\u305d\u308d\u3048\u308b\u3088\u308a\u3001<strong>\u8d77\u3053\u308a\u3046\u308b\u5f62\u3092\u4e00\u901a\u308a\u542b\u3093\u3060\u6570\u767e\u4ef6\u306e\u307b\u3046\u304c\u3001\u5b9f\u52d9\u3067\u306f\u5b89\u5b9a\u3057\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<h3 id=\"%e5%8a%b9%e6%9e%9c%e3%81%ae%e6%b8%ac%e3%82%8a%e6%96%b9\" class=\"wp-block-heading\">\u52b9\u679c\u306e\u6e2c\u308a\u65b9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6e2c\u308b\u306e\u306f3\u3064\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6b63\u89e3\u7387<\/strong> \u2014 \u53d6\u308a\u5206\u3051\u305f\u8a55\u4fa1\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u3001\u4f55\u5272\u5408\u3063\u3066\u3044\u308b\u304b<\/li>\n\n<li><strong>\u5143\u306e\u30e2\u30c7\u30eb\u3068\u306e\u5dee<\/strong> \u2014 \u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u524d\u3068\u6bd4\u3079\u3066\u4e0a\u304c\u3063\u305f\u304b<\/li>\n\n<li><strong>\u5d29\u308c\u3066\u3044\u306a\u3044\u304b<\/strong> \u2014 \u5bfe\u8c61\u5916\u306e\u5165\u529b\u306b\u3001\u304a\u304b\u3057\u306a\u7b54\u3048\u3092\u8fd4\u3057\u3066\u3044\u306a\u3044\u304b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>3\u3064\u76ee\u3092\u898b\u843d\u3068\u3059\u3068\u3001\u72ed\u3044\u7528\u9014\u3067\u306f\u826f\u304f\u306a\u3063\u305f\u306e\u306b\u5168\u4f53\u3067\u306f\u4f7f\u3048\u306a\u3044\u3001\u3068\u3044\u3046\u72b6\u614b\u306b\u6c17\u3065\u3051\u307e\u305b\u3093\u3002<\/strong><\/p>\n\n\n\n<h3 id=\"%e3%83%95%e3%82%a1%e3%82%a4%e3%83%b3%e3%83%81%e3%83%a5%e3%83%bc%e3%83%8b%e3%83%b3%e3%82%b0%e3%81%a8rag%e3%80%81%e3%81%a9%e3%81%a1%e3%82%89%e3%82%92%e9%81%b8%e3%81%b6%e3%81%8b\" class=\"wp-block-heading\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068RAG\u3001\u3069\u3061\u3089\u3092\u9078\u3076\u304b<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u56f0\u3063\u3066\u3044\u308b\u3053\u3068<\/th><th>\u5148\u306b\u8a66\u3059\u3082\u306e<\/th><\/tr><\/thead><tbody><tr><td>\u7b54\u3048\u306e\u4e2d\u8eab\u304c\u4e8b\u5b9f\u3068\u3057\u3066\u9593\u9055\u3063\u3066\u3044\u308b<\/td><td><strong>RAG<\/strong><\/td><\/tr><tr><td>\u3069\u3053\u306b\u66f8\u3044\u3066\u3042\u3063\u305f\u304b\u3092\u793a\u305b\u306a\u3044<\/td><td><strong>RAG<\/strong><\/td><\/tr><tr><td>\u7b54\u3048\u306e\u5f62\u5f0f\u30fb\u69d8\u5f0f\u304c\u6bce\u56de\u5909\u308f\u308b<\/td><td>\u30d7\u30ed\u30f3\u30d7\u30c8 \u2192 \u76f4\u3089\u306a\u3051\u308c\u3070\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/td><\/tr><tr><td>\u793e\u5185\u306e\u7528\u8a9e\u3084\u8a00\u3044\u56de\u3057\u306b\u306a\u3089\u306a\u3044<\/td><td>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/td><\/tr><tr><td>\u5bfe\u5fdc\u3067\u304d\u308b\u7bc4\u56f2\u3092\u5e83\u3052\u305f\u3044<\/td><td><strong>\u3069\u3061\u3089\u3067\u3082\u306a\u3044\uff08\u7528\u9014\u306e\u5207\u308a\u5206\u3051\u3092\u5148\u306b\uff09<\/strong><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7d44\u307f\u5408\u308f\u305b\u3066\u4f7f\u3046\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/strong>\u4e8b\u5b9f\u306fRAG\u3067\u6e21\u3057\u3001\u7b54\u3048\u65b9\u306f\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u305d\u308d\u3048\u308b\u3001\u3068\u3044\u3046\u5f62\u3067\u3059\u3002\u305f\u3060\u3057<strong>\u4e21\u65b9\u3092\u540c\u6642\u306b\u59cb\u3081\u308b\u3068\u3001\u3069\u3061\u3089\u304c\u52b9\u3044\u305f\u304b\u5206\u304b\u3089\u306a\u304f\u306a\u308a\u307e\u3059\u3002<\/strong>\u9806\u756a\u306b\u5165\u308c\u3066\u3001\u90fd\u5ea6\u6e2c\u3063\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h3 id=\"%e3%83%95%e3%82%a1%e3%82%a4%e3%83%b3%e3%83%81%e3%83%a5%e3%83%bc%e3%83%8b%e3%83%b3%e3%82%b0%e3%81%ae%e3%82%88%e3%81%8f%e3%81%82%e3%82%8b%e8%b3%aa%e5%95%8f\" class=\"wp-block-heading\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u3088\u304f\u3042\u308b\u8cea\u554f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Q. \u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068RAG\u306f\u3001\u3069\u3061\u3089\u3092\u9078\u3079\u3070\u3088\u3044\u3067\u3059\u304b\u3002<\/strong><br><strong>\u4e8b\u5b9f\u3092\u6b63\u3057\u304f\u7b54\u3048\u3055\u305b\u305f\u3044\u306a\u3089RAG\u3001\u7b54\u3048\u65b9\u306e\u5f62\u5f0f\u3092\u305d\u308d\u3048\u305f\u3044\u306a\u3089\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u3059\u3002<\/strong>\u793e\u5185\u306e\u60c5\u5831\u3092\u899a\u3048\u3055\u305b\u305f\u3044\u3068\u3044\u3046\u76f8\u8ac7\u306f\u3001\u307b\u3068\u3093\u3069\u304cRAG\u5074\u306e\u8a71\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Q. \u5b66\u7fd2\u30c7\u30fc\u30bf\u306f\u4f55\u4ef6\u304f\u3089\u3044\u5fc5\u8981\u3067\u3059\u304b\u3002<\/strong><br>\u7528\u9014\u306b\u3088\u308a\u307e\u3059\u304c\u3001<strong>\u4ef6\u6570\u3088\u308a\u300c\u8d77\u3053\u308a\u3046\u308b\u5f62\u3092\u4e00\u901a\u308a\u542b\u3093\u3067\u3044\u308b\u304b\u300d\u304c\u52b9\u304d\u307e\u3059\u3002<\/strong>\u540c\u3058\u5f62\u3092\u5927\u91cf\u306b\u96c6\u3081\u308b\u3088\u308a\u3001\u3070\u3089\u3064\u304d\u3092\u7db2\u7f85\u3057\u305f\u6570\u767e\u4ef6\u306e\u307b\u3046\u304c\u5b89\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Q. \u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u3059\u308b\u3068\u3001\u5143\u306e\u80fd\u529b\u306f\u5931\u308f\u308c\u307e\u3059\u304b\u3002<\/strong><br>\u5b8c\u5168\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001<strong>\u3082\u3068\u3082\u3068\u3067\u304d\u3066\u3044\u305f\u3053\u3068\u304c\u52a3\u5316\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\uff08\u7834\u6ec5\u7684\u5fd8\u5374\uff09\u3002<\/strong>PEFT\uff08LoRA\u306a\u3069\uff09\u306f\u672c\u4f53\u3092\u307b\u307c\u51cd\u7d50\u3059\u308b\u305f\u3081\u3001\u3053\u306e\u5f71\u97ff\u304c\u5c0f\u3055\u304f\u3001\u623b\u3059\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Q. \u8cbb\u7528\u306f\u3069\u306e\u304f\u3089\u3044\u304b\u304b\u308a\u307e\u3059\u304b\u3002<\/strong><br><strong>\u5b66\u7fd2\u305d\u306e\u3082\u306e\u3088\u308a\u3001\u30c7\u30fc\u30bf\u3092\u4f5c\u308b\u5de5\u7a0b\u306e\u307b\u3046\u304c\u91cd\u304f\u306a\u308a\u307e\u3059\u3002<\/strong>\u3042\u308f\u305b\u3066\u3001\u571f\u53f0\u306e\u30e2\u30c7\u30eb\u304c\u66f4\u65b0\u3055\u308c\u305f\u3068\u304d\u306e\u4f5c\u308a\u76f4\u3057\u306e\u8cbb\u7528\u3092\u3001\u6700\u521d\u306e\u898b\u7a4d\u3082\u308a\u306b\u5165\u308c\u3066\u304a\u3044\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Q. \u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u5de5\u592b\u3067\u6e08\u3080\u304b\u3069\u3046\u304b\u306f\u3001\u3069\u3046\u5224\u65ad\u3057\u307e\u3059\u304b\u3002<\/strong><br>\u4f8b\u3092\u6570\u4ef6\u898b\u305b\u308b\uff08Few-shot\uff09\u3060\u3051\u3067\u5f62\u304c\u305d\u308d\u3046\u306a\u3089\u3001\u305d\u3053\u3067\u6b62\u3081\u3066\u304f\u3060\u3055\u3044\u3002<strong>\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5909\u3048\u3066\u3082\u5f62\u304c\u305d\u308d\u308f\u306a\u3044\u3068\u78ba\u304b\u3081\u3066\u304b\u3089\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u691c\u8a0e\u3059\u308b\u306e\u304c\u9806\u756a\u3067\u3059\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u521d\u306e\u767a\u60f3\u306f\u3001\u7d20\u76f4\u3067\u3057\u305f\u3002<strong>\u8ce2\u3044\u30e2\u30c7\u30eb\u306b\u691c\u67fb\u3055\u305b\u308c\u3070\u3044\u3044\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2192 \u51fa\u529b\u3092<strong>\u30e2\u30c7\u30eb\u306b\u8aad\u307e\u305b\u308b<\/strong><br>\u2192 <strong>\u554f\u984c\u304c\u3042\u308b\u304b\u3092\u5224\u5b9a\u3055\u305b\u308b<\/strong><br>\u2192 \u5224\u5b9a\u306e\u7cbe\u5ea6\u304c\u8db3\u308a\u306a\u3051\u308c\u3070\u3001<strong>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3059\u308b<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6559\u79d1\u66f8\u3069\u304a\u308a\u3067\u3059\u3002<strong>\u7cbe\u5ea6\u304c\u8db3\u308a\u306a\u3044\u306a\u3089\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u3002<\/strong> \u305d\u3046\u66f8\u3044\u3066\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u305d\u3057\u3066\u3001\u52d5\u304d\u306f\u3057\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u3053\u3053\u307e\u3067\u306f\u3001\u6559\u79d1\u66f8\u3069\u304a\u308a\u3067\u3059\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u3053\u307e\u3067\u304c\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u6559\u79d1\u66f8\u3069\u304a\u308a\u306e\u6574\u7406\u3067\u3059\u3002\u624b\u6bb5\u3092\u4e26\u3079\u3001\u8a66\u3059\u9806\u756a\u3092\u6c7a\u3081\u3001\u30c7\u30fc\u30bf\u3092\u4f5c\u308a\u3001\u6e2c\u308b\u3002\u5224\u65ad\u306e\u6750\u6599\u3068\u3057\u3066\u306f\u3001\u3053\u308c\u3067\u63c3\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u3053\u306e\u8a18\u4e8b\u306e\u5f8c\u534a\u3067\u6271\u3046\u306e\u306f\u3001\u3053\u306e\u9806\u756a\u3069\u304a\u308a\u306b\u9032\u3081\u305f1\u4ef6\u3067\u3001\u4f55\u3092\u78ba\u304b\u3081\u308b\u524d\u306b\u624b\u3092\u52d5\u304b\u3057\u3066\u3044\u305f\u304b\u3067\u3059\u3002<\/strong>\u9078\u3073\u65b9\u306e\u624b\u524d\u306b\u3001\u78ba\u304b\u3081\u3066\u3044\u306a\u304b\u3063\u305f\u554f\u3044\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"finetuning-latency-wall\"><span id=\"%e2%91%a1-%e3%81%9d%e3%81%ae%e3%81%a8%e3%81%8a%e3%82%8a%e3%81%ab%e9%80%b2%e3%82%81%e3%81%a6%e3%80%81%e9%81%85%e3%81%95%e3%81%a7%e8%a9%b0%e3%81%be%e3%82%8b\">\u2461 \u305d\u306e\u3068\u304a\u308a\u306b\u9032\u3081\u3066\u3001\u9045\u3055\u3067\u8a70\u307e\u308b<\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1429\" src=\"https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/04-finetuning-choose-encoder-not-bigger-2-scaled.jpg\" alt=\"\u305d\u306e\u3068\u304a\u308a\u306b\u9032\u3081\u3066\u3001\u9045\u3055\u3067\u8a70\u307e\u308b\"\/ class=\"wp-image-2918\" srcset=\"https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/04-finetuning-choose-encoder-not-bigger-2-scaled.jpg 2560w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/04-finetuning-choose-encoder-not-bigger-2-300x167.jpg 300w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/04-finetuning-choose-encoder-not-bigger-2-1024x571.jpg 1024w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/04-finetuning-choose-encoder-not-bigger-2-768x429.jpg 768w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/04-finetuning-choose-encoder-not-bigger-2-1536x857.jpg 1536w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/04-finetuning-choose-encoder-not-bigger-2-2048x1143.jpg 2048w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u3068\u3053\u308d\u304c\u3001\u904b\u7528\u306b\u8f09\u305b\u308b\u6bb5\u306b\u306a\u3063\u3066\u8a70\u307e\u308a\u307e\u3057\u305f\u3002<strong>\u9045\u3044\u306e\u3067\u3059\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u691c\u67fb\u306f\u3001<strong>\u6bce\u56de\u5fc5\u305a\u901a\u308b\u51e6\u7406<\/strong>\u3067\u3059\u3002\u51fa\u529b\u306e\u305f\u3073\u3001\u66f8\u304d\u8fbc\u307f\u306e\u305f\u3073\u306b\u8d70\u308a\u307e\u3059\u3002<strong>\u305d\u3053\u306b1\u79d2\u304b\u304b\u308b\u3068\u3001\u5168\u90e8\u306e\u4f5c\u696d\u306b1\u79d2\u4e57\u308a\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u3057\u3066\u3001\u3082\u3046\u3072\u3068\u3064\u3002<strong>\u5e38\u99d0\u3067\u304d\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u624b\u5143\u306e\u74b0\u5883\u306f<strong>Mac\u306e16GB\u30e1\u30e2\u30ea<\/strong>\u3067\u3059\u3002\u691c\u67fb\u306e\u305f\u3081\u3060\u3051\u306b\u5927\u304d\u306a\u30e2\u30c7\u30eb\u3092\u8f09\u305b\u7d9a\u3051\u308b\u3068\u3001<strong>\u4ed6\u304c\u52d5\u304b\u306a\u304f\u306a\u308a\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u96fb\u52d5\u30c9\u30e9\u30a4\u30d0\u30fc\u3068\u540c\u3058\u3067\u3057\u305f\u3002<\/strong> \u6027\u80fd\u306f\u9ad8\u3044\u3002\u305f\u3060\u3001<strong>1\u56de\u3042\u305f\u308a\u306e\u4ed5\u4e8b\u304c\u5c0f\u3055\u3059\u304e\u3066\u3001\u7acb\u3061\u4e0a\u304c\u308a\u304c\u5168\u90e8\u306b\u306a\u308b\u3002<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"generation-or-classification\"><span id=\"%e2%91%a2-%e3%81%9d%e3%81%97%e3%81%a6%e3%80%81%e3%81%93%e3%82%8c%e3%81%af%e7%94%9f%e6%88%90%e3%81%a7%e3%81%af%e3%81%aa%e3%81%8f%e5%88%86%e9%a1%9e%e3%81%a0%e3%81%a8%e6%b0%97%e3%81%a5%e3%81%8f\">\u2462 \u305d\u3057\u3066\u3001\u3053\u308c\u306f\u751f\u6210\u3067\u306f\u306a\u304f\u5206\u985e\u3060\u3068\u6c17\u3065\u304f<\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1429\" src=\"https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/05-finetuning-choose-encoder-not-bigger-3-scaled.jpg\" alt=\"\u305d\u3057\u3066\u3001\u3053\u308c\u306f\u751f\u6210\u3067\u306f\u306a\u304f\u5206\u985e\u3060\u3068\u6c17\u3065\u304f\"\/ class=\"wp-image-2919\" srcset=\"https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/05-finetuning-choose-encoder-not-bigger-3-scaled.jpg 2560w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/05-finetuning-choose-encoder-not-bigger-3-300x167.jpg 300w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/05-finetuning-choose-encoder-not-bigger-3-1024x571.jpg 1024w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/05-finetuning-choose-encoder-not-bigger-3-768x429.jpg 768w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/05-finetuning-choose-encoder-not-bigger-3-1536x857.jpg 1536w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/05-finetuning-choose-encoder-not-bigger-3-2048x1143.jpg 2048w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8981\u4ef6\u3092\u66f8\u304d\u51fa\u3057\u3066\u3001\u306f\u3063\u304d\u308a\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u3053\u306e\u4ed5\u4e8b\u306e\u51fa\u529b\u306f\u3001\u6587\u7ae0\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2192 \u5165\u529b\uff1a\u51fa\u529b\u3057\u3088\u3046\u3068\u3057\u3066\u3044\u308b\u6587\u7ae0<br>\u2192 <strong>\u51fa\u529b\uff1a\u554f\u984c\u304c\u3042\u308b\u304b\u3001\u306a\u3044\u304b<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b54\u3048\u306f1\u3064\u3067\u3059\u3002<\/strong> \u8aac\u660e\u3082\u3001\u8a00\u3044\u63db\u3048\u3082\u8981\u308a\u307e\u305b\u3093\u3002<strong>\u5206\u985e\u3067\u3057\u305f\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u751f\u6210\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u3066\u3044\u305f\u306e\u306f\u3001<strong>\u624b\u5143\u306b\u305d\u308c\u3057\u304b\u306a\u304b\u3063\u305f\u304b\u3089<\/strong>\u3067\u3059\u3002\u4ed5\u4e8b\u306e\u6027\u8cea\u304b\u3089\u9078\u3093\u3060\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"root-cause-task-confusion\"><span id=\"%e2%91%a3-%e5%8e%9f%e5%9b%a0%e3%81%af%e3%80%8c%e8%b3%a2%e3%81%8f%e3%81%99%e3%82%8b%e3%80%8d%e3%81%a8%e3%80%8c%e5%88%a4%e5%ae%9a%e3%81%95%e3%81%9b%e3%82%8b%e3%80%8d%e3%82%92%e6%b7%b7%e5%90%8c%e3%81%97\">\u2463 \u539f\u56e0\u306f\u300c\u8ce2\u304f\u3059\u308b\u300d\u3068\u300c\u5224\u5b9a\u3055\u305b\u308b\u300d\u3092\u6df7\u540c\u3057\u3066\u3044\u305f\u3053\u3068<\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1429\" src=\"https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/06-finetuning-choose-encoder-not-bigger-4-scaled.jpg\" alt=\"\u539f\u56e0\u306f\u300c\u8ce2\u304f\u3059\u308b\u300d\u3068\u300c\u5224\u5b9a\u3055\u305b\u308b\u300d\u3092\u6df7\u540c\u3057\u3066\u3044\u305f\u3053\u3068\"\/ class=\"wp-image-2920\" srcset=\"https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/06-finetuning-choose-encoder-not-bigger-4-scaled.jpg 2560w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/06-finetuning-choose-encoder-not-bigger-4-300x167.jpg 300w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/06-finetuning-choose-encoder-not-bigger-4-1024x571.jpg 1024w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/06-finetuning-choose-encoder-not-bigger-4-768x429.jpg 768w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/06-finetuning-choose-encoder-not-bigger-4-1536x857.jpg 1536w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/06-finetuning-choose-encoder-not-bigger-4-2048x1143.jpg 2048w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u539f\u56e0\u3092\u4e00\u3064\u306b\u7d5e\u308b\u3068\u3001\u3053\u308c\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7cbe\u5ea6\u304c\u8db3\u308a\u306a\u3044\u3068\u304d\u306b\u3001\u8ce2\u3044\u30e2\u30c7\u30eb\u3092\u6301\u3063\u3066\u304f\u308b\u7656\u304c\u3064\u3044\u3066\u3044\u307e\u3057\u305f\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8ce2\u3055\u306f\u3001<strong>\u96e3\u3057\u3044\u554f\u3044\u306b\u52b9\u304d\u307e\u3059\u3002<\/strong> \u3068\u3053\u308d\u304c\u4eca\u56de\u306e\u554f\u3044\u306f\u96e3\u3057\u304f\u3042\u308a\u307e\u305b\u3093\u3002<strong>\u300c\u3053\u306e\u6587\u7ae0\u306b\u6a5f\u5bc6\u304c\u542b\u307e\u308c\u308b\u304b\u300d\u3060\u3051\u3067\u3059\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u96e3\u3057\u304f\u306a\u3044\u554f\u3044\u306b\u8ce2\u3055\u3092\u6301\u3063\u3066\u304f\u308b\u3068\u3001<strong>\u8ce2\u3055\u306e\u4ee3\u91d1\u3060\u3051\u3092\u6255\u3046\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/strong> \u9045\u3055\u3068\u30e1\u30e2\u30ea\u304c\u3001\u305d\u306e\u4ee3\u91d1\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"encoder-model-and-100-samples\"><span id=\"%e2%91%a4-%e7%9b%b4%e3%81%97%e3%81%a6%e3%81%bf%e3%82%8b-%e3%82%a8%e3%83%b3%e3%82%b3%e3%83%bc%e3%83%80%e3%83%bc%e5%9e%8b%e3%82%92%e9%81%b8%e3%81%b3%e3%80%81100%e4%bb%b6%e3%82%92%e7%9b%ae\">\u2464 \u76f4\u3057\u3066\u307f\u308b \u2014 \u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u578b\u3092\u9078\u3073\u3001100\u4ef6\u3092\u76ee\u8996\u3067\u4f5c\u308b<\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1429\" src=\"https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/07-finetuning-choose-encoder-not-bigger-5-scaled.jpg\" alt=\"\u76f4\u3057\u3066\u307f\u308b \u2014 \u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u578b\u3092\u9078\u3073\u3001100\u4ef6\u3092\u76ee\u8996\u3067\u4f5c\u308b\"\/ class=\"wp-image-2921\" srcset=\"https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/07-finetuning-choose-encoder-not-bigger-5-scaled.jpg 2560w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/07-finetuning-choose-encoder-not-bigger-5-300x167.jpg 300w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/07-finetuning-choose-encoder-not-bigger-5-1024x571.jpg 1024w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/07-finetuning-choose-encoder-not-bigger-5-768x429.jpg 768w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/07-finetuning-choose-encoder-not-bigger-5-1536x857.jpg 1536w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/07-finetuning-choose-encoder-not-bigger-5-2048x1143.jpg 2048w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u3084\u3063\u305f\u3053\u3068\u306f3\u3064\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>1. \u30e2\u30c7\u30eb\u3092\u3001\u7528\u9014\u3067\u9078\u3073\u76f4\u3057\u305f\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5019\u88dc\u306f2\u3064\u3067\u3057\u305f\u3002<strong>\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u578b\u306eMM-BERT<\/strong>\u3068\u3001<strong>\u30c7\u30b3\u30fc\u30c0\u30fc\u578b\u306eQwen-0.6B<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6027\u8cea\u306f\u3053\u3046\u5206\u304b\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2192 <strong>MM-BERT<\/strong> \u2014 \u9ad8\u901f\u3067\u3001\u7cbe\u5ea6\u3082\u9ad8\u3044<br>\u2192 <strong>Qwen-0.6B<\/strong> \u2014 \u7cbe\u5ea6\u306f\u826f\u3044\u304c\u3001\u51e6\u7406\u304c\u9045\u3044<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9078\u5b9a\u57fa\u6e96\u306f\u3001Mac\u306e16GB\u3067\u5e38\u99d0\u3067\u304d\u308b\u3053\u3068\u3068\u3001\u901f\u3044\u3053\u3068\u3002<\/strong> \u305d\u306e2\u3064\u3067\u3001<strong>MM-BERT\u306b\u3057\u307e\u3057\u305f\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u300c\u7cbe\u5ea6\u304c\u9ad8\u3044\u307b\u3046\u300d\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u300c\u5e38\u99d0\u3067\u304d\u3066\u901f\u3044\u307b\u3046\u300d\u3067\u3059\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>2. \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u3001100\u4ef6\u306e\u76ee\u8996\u304b\u3089\u59cb\u3081\u305f\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3044\u304d\u306a\u308a\u5927\u91cf\u306b\u4f5c\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002<strong>\u307e\u305a100\u4ef6\u7a0b\u5ea6\u306e\u57fa\u6e96\u3068\u306a\u308b\u30c7\u30fc\u30bf\u3092\u3001\u76ee\u8996\u3067\u78ba\u8a8d\u3057\u3066\u4fee\u6b63\u3057\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u306e\u3046\u3048\u3067\u3001<strong>GPT\u3068Claude\u3092\u4f75\u7528\u3057\u3066\u30c7\u30fc\u30bf\u62e1\u5f35<\/strong>\u3092\u304b\u3051\u3001\u6700\u7d42\u7684\u306b<strong>6000\u4ef6\u4ee5\u4e0a<\/strong>\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u3067\u9ad8\u3044\u7cbe\u5ea6\u304c\u51fa\u305f\u3042\u3068\u3001\u632f\u308a\u8fd4\u3063\u3066\u8a00\u3048\u308b\u3053\u3068\u306f\u3053\u308c\u3067\u3057\u305f\u3002<strong>\u521d\u671f\u306e\u76ee\u8996\u78ba\u8a8d\u304c\u52b9\u3044\u3066\u3044\u305f\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>3. \u691c\u67fb\u306e\u5b88\u5099\u7bc4\u56f2\u3092\u3001\u5b9f\u6e2c\u3067\u78ba\u8a8d\u3057\u305f\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2192 <strong>\u8a00\u3044\u63db\u3048\u3084\u7ffb\u8a33\u3055\u308c\u305f\u6587\u7ae0<\/strong> \u2014 <strong>100%\u30d6\u30ed\u30c3\u30af<\/strong><br>\u2192 <strong>\u62bd\u8c61\u5316\u3055\u308c\u305f\u8981\u7d04<\/strong> \u2014 <strong>70\u301c80%\u30d6\u30ed\u30c3\u30af<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5b8c\u5168\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/strong> \u5143\u306e\u60c5\u5831\u304c\u8584\u307e\u308b\u307b\u3069\u3001\u5224\u5b9a\u306f\u96e3\u3057\u304f\u306a\u308a\u307e\u3059\u3002<strong>\u6b62\u307e\u3089\u306a\u304b\u3063\u305f\u3082\u306e\u3092\u3069\u3046\u6271\u3046\u304b\u306f\u3001\u5225\u306b\u6c7a\u3081\u3066\u3044\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"encoder-decoder-design-origin\"><span id=\"%e2%91%a5-%e3%81%82%e3%81%a8%e3%81%a7%e7%9f%a5%e3%81%a3%e3%81%9f-%e9%81%b8%e3%81%b3%e6%96%b9%e3%81%af%e3%80%812018%e5%b9%b4%e3%81%ae%e8%a8%ad%e8%a8%88%e6%80%9d%e6%83%b3%e3%81%a9%e3%81%8a\">\u2465 \u3042\u3068\u3067\u77e5\u3063\u305f \u2014 \u9078\u3073\u65b9\u306f\u30012018\u5e74\u306e\u8a2d\u8a08\u601d\u60f3\u3069\u304a\u308a\u3060\u3063\u305f<\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1429\" src=\"https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/08-finetuning-choose-encoder-not-bigger-6-scaled.jpg\" alt=\"\u3042\u3068\u3067\u77e5\u3063\u305f \u2014 \u9078\u3073\u65b9\u306f\u30012018\u5e74\u306e\u8a2d\u8a08\u601d\u60f3\u3069\u304a\u308a\u3060\u3063\u305f\"\/ class=\"wp-image-2922\" srcset=\"https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/08-finetuning-choose-encoder-not-bigger-6-scaled.jpg 2560w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/08-finetuning-choose-encoder-not-bigger-6-300x167.jpg 300w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/08-finetuning-choose-encoder-not-bigger-6-1024x571.jpg 1024w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/08-finetuning-choose-encoder-not-bigger-6-768x429.jpg 768w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/08-finetuning-choose-encoder-not-bigger-6-1536x857.jpg 1536w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/08-finetuning-choose-encoder-not-bigger-6-2048x1143.jpg 2048w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u7d20\u6734\u306a\u9078\u5b9a\u306e\u3064\u3082\u308a\u3067\u3057\u305f\u304c\u3001\u8abf\u3079\u308b\u3068<strong>\u3053\u306e\u5206\u5c90\u306f\u3001\u30e2\u30c7\u30eb\u306e\u8a2d\u8a08\u305d\u306e\u3082\u306e\u306b\u7531\u6765\u3057\u3066\u3044\u307e\u3057\u305f\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>2018\u5e746\u6708\u306bOpenAI\u304cGPT\u3092\u3001\u305d\u306e4\u304b\u6708\u5f8c\u306bGoogle\u304cBERT\u3092\u51fa\u3057\u3066\u3044\u307e\u3059\u3002<\/strong> \u540c\u3058\u5e74\u306b\u3001\u9055\u3046\u5f62\u3067\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2192 <strong>GPT<\/strong> \u2014 <strong>\u30c7\u30b3\u30fc\u30c0\u30fc\u578b<\/strong>\u3002\u81ea\u7136\u8a00\u8a9e\u306e<strong>\u751f\u6210<\/strong>\u306e\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f<br>\u2192 <strong>BERT<\/strong> \u2014 <strong>\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u578b<\/strong>\u3002\u81ea\u7136\u8a00\u8a9e\u306e<strong>\u7406\u89e3<\/strong>\u306e\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u69cb\u9020\u306e\u9055\u3044\u3082\u660e\u5feb\u3067\u3059\u3002<strong>\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u578b\u306f\u3001\u5165\u529b\u306e\u5168\u90e8\u306e\u8a9e\u3092\u898b\u3089\u308c\u307e\u3059\u3002<\/strong> \u3060\u304b\u3089\u3001\u6587\u5168\u4f53\u306e\u7406\u89e3\u304c\u8981\u308b\u4ed5\u4e8b\u2014\u2014<strong>\u6587\u3084\u8a9e\u306e\u5206\u985e<\/strong>\u3001\u629c\u304d\u51fa\u3057\u578b\u306e\u8cea\u554f\u5fdc\u7b54\u2014\u2014\u306b\u5411\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u65b9\u306e<strong>\u30c7\u30b3\u30fc\u30c0\u30fc\u578b\u306f\u3001\u904e\u53bb\u306e\u8a9e\u3060\u3051\u3092\u898b\u307e\u3059\u3002<\/strong> \u6b21\u306e\u8a9e\u3092\u4e88\u6e2c\u3059\u308b\u5f62\u306a\u306e\u3067\u3001<strong>\u751f\u6210<\/strong>\u306b\u5411\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u3057\u3066\u6c7a\u5b9a\u7684\u306a\u306e\u304c\u3001\u3053\u308c\u3067\u3059\u3002<strong>\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u578b\u306f\u3001\u81ea\u5df1\u56de\u5e30\u7684\u306b1\u8a9e\u305a\u3064\u51fa\u529b\u3057\u307e\u305b\u3093\u3002<\/strong> \u5165\u529b\u3092\u7406\u89e3\u3057\u3066\u3001<strong>\u30e9\u30d9\u30eb\u306e\u3088\u3046\u306a\u7b54\u3048\u3092\u8fd4\u3057\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u79c1\u304c\u6b32\u3057\u304b\u3063\u305f\u306e\u306f\u3001\u307e\u3055\u306b\u30e9\u30d9\u30eb\u3067\u3057\u305f\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">7\u5e74\u524d\u306b\u3001<strong>\u7406\u89e3\u306e\u305f\u3081\u306e\u5f62\u3068\u3001\u751f\u6210\u306e\u305f\u3081\u306e\u5f62\u304c\u3001\u5225\u3005\u306b\u7528\u610f\u3055\u308c\u3066\u3044\u305f<\/strong>\u308f\u3051\u3067\u3059\u3002\u79c1\u306f\u751f\u6210\u306e\u305f\u3081\u306e\u5f62\u3092\u6301\u3063\u3066\u304d\u3066\u3001\u7406\u89e3\u306e\u4ed5\u4e8b\u3092\u3055\u305b\u3088\u3046\u3068\u3057\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u624b\u3067\u30cd\u30b8\u3092\u56de\u305b\u3070\u6e08\u3080\u5834\u9762\u3067\u3001\u96fb\u52d5\u30c9\u30e9\u30a4\u30d0\u30fc\u3092\u5145\u96fb\u3057\u3066\u3044\u305f\u306e\u3068\u540c\u3058\u3067\u3059\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u65b0\u3057\u3044\u7406\u5c48\u306f\u3001\u3072\u3068\u3064\u3082\u8981\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/strong><br>\u9078\u5b9a\u306e\u8a18\u9332\u306b\u306f\u3053\u3046\u6b8b\u3063\u3066\u3044\u307e\u3059\u3002\u300cMM-BERT\u306f\u9ad8\u901f\u3067\u7cbe\u5ea6\u3082\u9ad8\u3044\u300d\u300cQwen\u306f\u7cbe\u5ea6\u306f\u826f\u3044\u304c\u51e6\u7406\u304c\u9045\u3044\u300d\u3002\u3068\u3053\u308d\u3067\u3001\u9078\u5b9a\u57fa\u6e96\u3068\u3057\u3066\u66f8\u304b\u308c\u3066\u3044\u305f\u306e\u306f\u300cMac\u306e16GB\u30e1\u30e2\u30ea\u3067\u5e38\u99d0\u53ef\u80fd\u304b\u3064\u9ad8\u901f\u306a\u51e6\u7406\u304c\u53ef\u80fd\u306a\u30e2\u30c7\u30eb\u300d\u3067\u3057\u305f\u3002\u305f\u3060\u3057\u3001\u7cbe\u5ea6\u306e\u6bd4\u8f03\u306f\u57fa\u6e96\u306e\u4e2d\u306b\u5165\u3063\u3066\u3044\u307e\u305b\u3093\u3002\u5b9f\u306f\u3001\u305d\u3053\u304c\u5224\u65ad\u306e\u8981\u70b9\u3067\u3059\u3002\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u3064\u3044\u3066\u3082\u300c\u307e\u305a100\u500b\u7a0b\u5ea6\u306e\u57fa\u6e96\u3068\u306a\u308b\u30c7\u30fc\u30bf\u3092\u76ee\u8996\u3067\u78ba\u8a8d\u30fb\u4fee\u6b63\u3057\u305f\u300d\u3068\u8a18\u9332\u304c\u3042\u308a\u3001\u62e1\u5f35\u306f6000\u4ef6\u4ee5\u4e0a\u306b\u53ca\u3073\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h3 id=\"%e3%81%82%e3%81%a8%e3%81%a7%e7%9f%a5%e3%81%a3%e3%81%9f-%e6%95%b0%e5%ad%97%e3%81%8c%e3%80%81%e3%81%af%e3%81%a3%e3%81%8d%e3%82%8a%e5%87%ba%e3%81%a6%e3%81%84%e3%81%9f\" class=\"wp-block-heading\">\u3042\u3068\u3067\u77e5\u3063\u305f \u2014 \u6570\u5b57\u304c\u3001\u306f\u3063\u304d\u308a\u51fa\u3066\u3044\u305f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5206\u985e\u306a\u3089\u5c0f\u3055\u3044\u30e2\u30c7\u30eb\u3067\u3088\u3044\u3001\u3068\u3044\u3046\u5224\u65ad\u306f\u611f\u89e6\u3067\u6c7a\u3081\u3066\u3044\u307e\u3057\u305f\u3002<strong>\u3042\u3068\u304b\u3089\u3001\u6bd4\u8f03\u306e\u6570\u5b57\u304c\u51fa\u3066\u3044\u308b\u306e\u3092\u77e5\u308a\u307e\u3057\u305f\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>ModernBERT<\/strong> \u3068\u3044\u3046\u3001\u751f\u6210\u3092\u3057\u306a\u3044\u5206\u985e\u5411\u3051\u306e\u30e2\u30c7\u30eb\u7cfb\u7d71\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u3053\u3067\u5831\u544a\u3055\u308c\u3066\u3044\u308b\u6570\u5b57\u304c\u5177\u4f53\u7684\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&#8220;`<br>ModernBERT-large\uff083\u51049500\u4e07\u30d1\u30e9\u30e1\u30fc\u30bf\uff09  84.72%<br>Claude 3.7                              86.81%<br>Gemini Flash 2.0                        86.11%<br>&#8220;`<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>2\u30dd\u30a4\u30f3\u30c8\u5dee\u3067\u3059\u3002<\/strong> \u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u306f\u6841\u3067\u9055\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3055\u3089\u306b\u3001<strong>ModernBERT-Large-Instruct \u306f\u3001\u540c\u7a0b\u5ea6\u306e\u5927\u304d\u3055\u306e\u751f\u6210\u30e2\u30c7\u30eb\u3092\u4e0a\u56de\u3063\u305f<\/strong>\u3068\u3044\u3046\u5831\u544a\u304c\u3042\u308a\u3001<strong>Llama3-1B \u306e\u6210\u7e3e\u306e93%\u3092\u300160%\u5c11\u306a\u3044\u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u9054\u6210<\/strong>\u3057\u3066\u3044\u307e\u3059\u3002\u901f\u5ea6\u3082\u3001<strong>\u5f93\u6765\u306e\u540c\u7a2e\u30e2\u30c7\u30eb\u306b\u5bfe\u3057\u30662\u500d\u304b\u30894\u500d<\/strong>\u3068\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3064\u307e\u308a\u3001<strong>\u5206\u985e\u3068\u3044\u3046\u4ed5\u4e8b\u306b\u9650\u308c\u3070\u3001\u5927\u304d\u304f\u3059\u308b\u3053\u3068\u3067\u5f97\u3089\u308c\u308b\u5dee\u306f2\u30dd\u30a4\u30f3\u30c8\u524d\u5f8c<\/strong>\u3067\u3001\u305d\u306e2\u30dd\u30a4\u30f3\u30c8\u306e\u305f\u3081\u306b\u6841\u9055\u3044\u306e\u8a08\u7b97\u8cc7\u6e90\u3068\u5f85\u3061\u6642\u9593\u3092\u6255\u3046\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5927\u304d\u3044\u30e2\u30c7\u30eb\u3092\u8ce2\u304f\u3059\u308b\u524d\u306b\u3001\u305d\u308c\u306f\u5206\u985e\u3067\u306f\u306a\u3044\u304b\u3092\u7591\u3046\u3002<\/strong> \u3053\u306e\u9806\u756a\u306f\u3001\u611f\u89e6\u3067\u306f\u306a\u304f\u6570\u5b57\u3067\u88cf\u304c\u53d6\u308c\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"finetuning-results\"><span id=\"%e2%91%a6-%e4%bd%95%e3%81%8c%e5%a4%89%e3%82%8f%e3%81%a3%e3%81%9f%e3%81%8b\">\u2466 \u4f55\u304c\u5909\u308f\u3063\u305f\u304b<\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1429\" src=\"https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/09-finetuning-choose-encoder-not-bigger-7-scaled.jpg\" alt=\"\u4f55\u304c\u5909\u308f\u3063\u305f\u304b\"\/ class=\"wp-image-2923\" srcset=\"https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/09-finetuning-choose-encoder-not-bigger-7-scaled.jpg 2560w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/09-finetuning-choose-encoder-not-bigger-7-300x167.jpg 300w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/09-finetuning-choose-encoder-not-bigger-7-1024x571.jpg 1024w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/09-finetuning-choose-encoder-not-bigger-7-768x429.jpg 768w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/09-finetuning-choose-encoder-not-bigger-7-1536x857.jpg 1536w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/09-finetuning-choose-encoder-not-bigger-7-2048x1143.jpg 2048w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u691c\u8a0e\u306e\u9806\u756a\u304c\u3001\u9006\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&#8220;`<br>\u524d\uff1a\u7cbe\u5ea6\u304c\u8db3\u308a\u306a\u3044 \u2192 \u8ce2\u3044\u30e2\u30c7\u30eb\u3092\u63a2\u3059 \u2192 \u9045\u304f\u3066\u8f09\u3089\u306a\u3044<br>\u5f8c\uff1a\u3053\u308c\u306f\u751f\u6210\u304b\u5206\u985e\u304b \u2192 \u5206\u985e\u306a\u3089\u5c0f\u3055\u3044\u578b \u2192 \u5e38\u99d0\u3057\u3066\u901f\u3044<br>&#8220;`<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u300c\u8ce2\u3044\u30e2\u30c7\u30eb\u3092\u63a2\u3059\u300d\u306e\u524d\u306b\u30011\u3064\u554f\u3044\u304c\u5897\u3048\u305f\u3060\u3051\u3067\u3059\u3002<\/strong><br>\u5897\u3084\u3057\u305f\u554f\u3044\u306f1\u3064\u3067\u3059\u304c\u3001\u7d50\u679c\u306f\u5927\u304d\u304f\u52d5\u304d\u307e\u3057\u305f\u3002<strong>\u5e38\u99d0\u30e1\u30e2\u30ea\u306f16GB\u4e2d\u306e\u6570\u767eMB\u306b\u53ce\u307e\u308a\u30011\u4ef6\u3042\u305f\u308a\u306e\u5224\u5b9a\u306f\u6570\u5341\u30df\u30ea\u79d2<\/strong>\u3067\u3059\u3002\u751f\u6210\u30e2\u30c7\u30eb\u306b\u6295\u3052\u3066\u3044\u305f\u3068\u304d\u306f\u3001\u3053\u306e2\u3064\u304c\u4e21\u65b9\u3068\u3082\u6841\u9055\u3044\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u9805\u76ee<\/th><th>\u751f\u6210\u30e2\u30c7\u30eb<\/th><th>\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u578b<\/th><\/tr><\/thead><tbody><tr><td>\u5e38\u99d0<\/td><td><strong>\u3067\u304d\u306a\u3044<\/strong><\/td><td><strong>\u3067\u304d\u308b<\/strong><\/td><\/tr><tr><td>1\u4ef6\u306e\u5224\u5b9a<\/td><td>\u79d2\u5358\u4f4d<\/td><td><strong>\u30df\u30ea\u79d2\u5358\u4f4d<\/strong><\/td><\/tr><tr><td>\u5916\u90e8\u9001\u4fe1<\/td><td>\u5fc5\u8981<\/td><td><strong>\u4e0d\u8981<\/strong><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0e\u5165\u5f8c\u306e\u5171\u6709\u306b\u306f\u3001\u3053\u3046\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u3002\u300c\u5f93\u6765\u306e\u30ad\u30fc\u30ef\u30fc\u30c9\u5224\u5b9a\u304b\u3089Gemini\u3078\u3001\u3068\u3044\u3046\u69cb\u6210\u304b\u3089\u3001\u30ad\u30fc\u30ef\u30fc\u30c9\u5224\u5b9a\u3001\u30aa\u30f3\u30c7\u30d0\u30a4\u30b9\u5206\u985e\u5668\u3001Gemini\u3068\u3044\u3046\u69cb\u6210\u306b\u306a\u308a\u307e\u3059\u300d\u3002\u305d\u3057\u3066\u300c\u5206\u985e\u5668\u306f\u4fe1\u983c\u5ea6\u3082\u51fa\u529b\u3059\u308b\u306e\u3067\u3001\u4fe1\u983c\u5ea6\u304c\u95be\u5024\u3088\u308a\u4f4e\u3044\u5834\u5408\u306bGemini\u306b\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u3059\u308b\u4ed5\u7d44\u307f\u3067\u3059\u300d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9f\u6e2c\u3082\u6dfb\u3048\u3089\u308c\u3066\u3044\u307e\u3057\u305f\u3002\u300c\u4eca\u8a2d\u5b9a\u3057\u3066\u3044\u308b\u95be\u5024\u3067\u306f\u81ea\u5206\u306e\u89b3\u6e2c\u3067\u306f\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u7cbe\u5ea6\u304c99%\u3042\u3063\u305f\u300d\u3002\u305f\u3060\u3057\u4f46\u3057\u66f8\u304d\u304c\u4ed8\u3044\u3066\u3044\u307e\u3059\u3002\u300c\u610f\u5730\u60aa\u306a\u554f\u984c\u3092\u591a\u304f\u7528\u610f\u3057\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u3082\u7d048\u5272\u300d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3068\u3053\u308d\u3067\u3001\u3053\u306e2\u3064\u306e\u6570\u5b57\u306e\u5dee\u304c\u8981\u70b9\u3067\u3059\u3002<strong>\u7d20\u76f4\u306a\u5165\u529b\u3067\u306f99%\u3001\u610f\u5730\u60aa\u306a\u5165\u529b\u3067\u306f8\u5272\u3002<\/strong> \u5e73\u5747\u3092\u51fa\u3057\u3066\u3082\u610f\u5473\u304c\u3042\u308a\u307e\u305b\u3093\u3002<strong>\u95be\u5024\u3092\u4e0b\u56de\u3063\u305f\u3082\u306e\u3060\u3051\u5927\u304d\u3044\u30e2\u30c7\u30eb\u3078\u56de\u3059<\/strong>\u3068\u3044\u3046\u69cb\u6210\u306b\u3057\u3066\u3044\u308b\u304b\u3089\u30018\u5272\u3067\u3082\u56de\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"finetuning-worksheets\"><span id=\"%e2%91%a7-%e7%8f%be%e5%a0%b4%e3%81%a7%e4%bd%bf%e3%81%86%e3%81%aa%e3%82%89%e3%80%81%e3%81%93%e3%81%ae2%e6%9e%9a\">\u2467 \u73fe\u5834\u3067\u4f7f\u3046\u306a\u3089\u3001\u3053\u306e2\u679a<\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1429\" src=\"https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/10-finetuning-choose-encoder-not-bigger-8-scaled.jpg\" alt=\"\u73fe\u5834\u3067\u4f7f\u3046\u306a\u3089\u3001\u3053\u306e2\u679a\"\/ class=\"wp-image-2924\" srcset=\"https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/10-finetuning-choose-encoder-not-bigger-8-scaled.jpg 2560w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/10-finetuning-choose-encoder-not-bigger-8-300x167.jpg 300w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/10-finetuning-choose-encoder-not-bigger-8-1024x571.jpg 1024w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/10-finetuning-choose-encoder-not-bigger-8-768x429.jpg 768w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/10-finetuning-choose-encoder-not-bigger-8-1536x857.jpg 1536w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/10-finetuning-choose-encoder-not-bigger-8-2048x1143.jpg 2048w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/figure>\n\n\n\n<h3 id=\"%e8%a1%a81%ef%bc%9a%e4%bb%95%e4%ba%8b%e3%81%ae%e6%80%a7%e8%b3%aa%e3%81%8b%e3%82%89%e3%80%81%e5%9e%8b%e3%82%92%e6%b1%ba%e3%82%81%e3%82%8b\" class=\"wp-block-heading\">\u88681\uff1a\u4ed5\u4e8b\u306e\u6027\u8cea\u304b\u3089\u3001\u578b\u3092\u6c7a\u3081\u308b<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u4ed5\u4e8b<\/th><th>\u51fa\u529b<\/th><th>\u578b<\/th><th>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/th><\/tr><\/thead><tbody><tr><td><strong>\u6a5f\u5bc6\u304c\u542b\u307e\u308c\u308b\u304b\u5224\u5b9a<\/strong><\/td><td><strong>\u30e9\u30d9\u30eb<\/strong><\/td><td><strong>\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u578b<\/strong><\/td><td><strong>\u3059\u308b\uff08\u5c0f\u3055\u304f\uff09<\/strong><\/td><\/tr><tr><td>\u554f\u3044\u5408\u308f\u305b\u306e\u632f\u308a\u5206\u3051<\/td><td>\u30e9\u30d9\u30eb<\/td><td>\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u578b<\/td><td>\u3059\u308b<\/td><\/tr><tr><td>\u6587\u7ae0\u3092\u66f8\u304f<\/td><td>\u6587\u7ae0<\/td><td>\u30c7\u30b3\u30fc\u30c0\u30fc\u578b<\/td><td>\u901a\u5e38\u306f\u4e0d\u8981<\/td><\/tr><tr><td>\u793e\u5185\u77e5\u8b58\u3092\u7b54\u3048\u308b<\/td><td>\u6587\u7ae0<\/td><td>\u30c7\u30b3\u30fc\u30c0\u30fc\u578b\uff0bRAG<\/td><td><strong>\u3057\u306a\u3044\u3002RAG\u3067\u8db3\u308a\u308b<\/strong><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u51fa\u529b\u6b04\u304c\u300c\u30e9\u30d9\u30eb\u300d\u306a\u3089\u3001\u751f\u6210\u30e2\u30c7\u30eb\u306f\u8981\u308a\u307e\u305b\u3093\u3002<\/strong><\/p>\n\n\n\n<h3 id=\"%e8%a1%a82%ef%bc%9a%e3%83%87%e3%83%bc%e3%82%bf%e3%82%bb%e3%83%83%e3%83%88%e3%81%ae%e4%bd%9c%e3%82%8a%e6%96%b9\" class=\"wp-block-heading\">\u88682\uff1a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u4f5c\u308a\u65b9<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u9806<\/th><th>\u3084\u308b\u3053\u3068<\/th><th>\u306a\u305c<\/th><\/tr><\/thead><tbody><tr><td>1<\/td><td><strong>100\u4ef6\u3092\u76ee\u8996\u3067\u78ba\u8a8d\u30fb\u4fee\u6b63<\/strong><\/td><td><strong>\u3053\u3053\u304c\u5168\u4f53\u306e\u57fa\u6e96\u306b\u306a\u308b<\/strong><\/td><\/tr><tr><td>2<\/td><td>AI\u3067\u62e1\u5f35\u3057\u3066\u6570\u5343\u4ef6\u3078<\/td><td>\u91cf\u306f\u5f8c\u304b\u3089\u8db3\u305b\u308b<\/td><\/tr><tr><td>3<\/td><td>\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u3067\u7cbe\u5ea6\u78ba\u8a8d<\/td><td>\u2014<\/td><\/tr><tr><td>\u2014<\/td><td><strong>\u3044\u304d\u306a\u308a\u5927\u91cf\u306b\u4f5c\u3089\u306a\u3044<\/strong><\/td><td><strong>\u9593\u9055\u3063\u305f\u57fa\u6e96\u304c\u305d\u306e\u307e\u307e\u5897\u3048\u308b<\/strong><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 id=\"%e8%a3%9c%ef%bc%9a%e9%81%b8%e5%ae%9a%e3%81%ae%e5%9f%ba%e6%ba%96%ef%bc%88%e7%b2%be%e5%ba%a6%e3%81%a7%e9%81%b8%e3%81%b0%e3%81%aa%e3%81%84%ef%bc%89\" class=\"wp-block-heading\">\u88dc\uff1a\u9078\u5b9a\u306e\u57fa\u6e96\uff08\u7cbe\u5ea6\u3067\u9078\u3070\u306a\u3044\uff09<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u898b\u308b\u3082\u306e<\/th><th>\u7406\u7531<\/th><\/tr><\/thead><tbody><tr><td><strong>\u5e38\u99d0\u3067\u304d\u308b\u304b<\/strong><\/td><td>\u6bce\u56de\u8d77\u52d5\u3057\u3066\u3044\u305f\u3089\u901f\u3055\u304c\u6d88\u3048\u308b<\/td><\/tr><tr><td><strong>1\u56de\u3042\u305f\u308a\u306e\u901f\u3055<\/strong><\/td><td><strong>\u5fc5\u305a\u901a\u308b\u51e6\u7406\u306f\u3001\u9045\u3055\u304c\u5168\u90e8\u306b\u4e57\u308b<\/strong><\/td><\/tr><tr><td>\u7cbe\u5ea6<\/td><td>\u4e0a\u306e2\u3064\u3092\u6e80\u305f\u3057\u305f\u4e2d\u3067\u6bd4\u3079\u308b<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 id=\"%e8%a3%9c2%ef%bc%9a%e3%83%95%e3%82%a1%e3%82%a4%e3%83%b3%e3%83%81%e3%83%a5%e3%83%bc%e3%83%8b%e3%83%b3%e3%82%b0%e3%82%92%e8%a6%8b%e9%80%81%e3%81%a3%e3%81%a6%e3%82%88%e3%81%84%e5%a0%b4%e5%90%88\" class=\"wp-block-heading\">\u88dc2\uff1a\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u898b\u9001\u3063\u3066\u3088\u3044\u5834\u5408<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u72b6\u6cc1<\/th><th>\u4ee3\u308f\u308a\u306b\u3084\u308b\u3053\u3068<\/th><\/tr><\/thead><tbody><tr><td><strong>\u77e5\u8b58\u3092\u53c2\u7167\u3055\u305b\u305f\u3044\u3060\u3051<\/strong><\/td><td><strong>RAG\u3002\u5b66\u7fd2\u306f\u4e0d\u8981<\/strong><\/td><\/tr><tr><td>\u53e3\u8abf\u3092\u63c3\u3048\u305f\u3044\u3060\u3051<\/td><td>\u6307\u793a\u6587\u3067\u8db3\u308a\u308b\u3053\u3068\u304c\u591a\u3044<\/td><\/tr><tr><td><strong>\u5224\u5b9a\u57fa\u6e96\u304c\u9031\u5358\u4f4d\u3067\u5909\u308f\u308b<\/strong><\/td><td><strong>\u5b66\u7fd2\u3057\u76f4\u3057\u304c\u8ffd\u3044\u3064\u304b\u306a\u3044\u3002\u30eb\u30fc\u30eb\u3067\u66f8\u304f<\/strong><\/td><\/tr><tr><td>\u5b66\u7fd2\u30c7\u30fc\u30bf\u304c100\u4ef6\u3082\u4f5c\u308c\u306a\u3044<\/td><td>\u307e\u305a<strong>100\u4ef6<\/strong>\u3092\u76ee\u8996\u3067\u4f5c\u308c\u308b\u304b\u3092\u78ba\u304b\u3081\u308b<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>4\u884c\u76ee\u304c\u5b9f\u52d9\u3067\u306f\u52b9\u304d\u307e\u3059\u3002<\/strong> 100\u4ef6\u3092\u76ee\u8996\u3067\u4f5c\u308c\u306a\u3044\u30c6\u30fc\u30de\u306f\u3001\u305d\u3082\u305d\u3082\u57fa\u6e96\u304c\u5b9a\u307e\u3063\u3066\u3044\u307e\u305b\u3093\u3002\u57fa\u6e96\u304c\u7121\u3044\u307e\u307e6000\u4ef6\u3078\u62e1\u5f35\u3059\u308b\u3068\u3001<strong>\u63fa\u308c\u305f\u307e\u307e\u5897\u3048\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"why-finetuning-judgment-lasts\"><span id=\"%e2%91%a8-%e3%81%93%e3%81%ae%e8%80%83%e3%81%88%e6%96%b9%e3%81%8c%e5%8a%b9%e3%81%8d%e7%b6%9a%e3%81%91%e3%82%8b%e7%90%86%e7%94%b1\">\u2468 \u3053\u306e\u8003\u3048\u65b9\u304c\u52b9\u304d\u7d9a\u3051\u308b\u7406\u7531<\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1429\" src=\"https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/11-finetuning-choose-encoder-not-bigger-9-scaled.jpg\" alt=\"\u3053\u306e\u8003\u3048\u65b9\u304c\u52b9\u304d\u7d9a\u3051\u308b\u7406\u7531\"\/ class=\"wp-image-2925\" srcset=\"https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/11-finetuning-choose-encoder-not-bigger-9-scaled.jpg 2560w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/11-finetuning-choose-encoder-not-bigger-9-300x167.jpg 300w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/11-finetuning-choose-encoder-not-bigger-9-1024x571.jpg 1024w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/11-finetuning-choose-encoder-not-bigger-9-768x429.jpg 768w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/11-finetuning-choose-encoder-not-bigger-9-1536x857.jpg 1536w, https:\/\/archeco.co.jp\/ai-startup\/wp-content\/uploads\/2026\/08\/11-finetuning-choose-encoder-not-bigger-9-2048x1143.jpg 2048w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u30e2\u30c7\u30eb\u306f\u3001\u3053\u308c\u304b\u3089\u3082\u5927\u304d\u304f\u8ce2\u304f\u306a\u308a\u307e\u3059\u3002<strong>\u305d\u308c\u3067\u3082\u3001\u3053\u306e\u5224\u65ad\u306f\u6b8b\u308a\u307e\u3059\u3002<\/strong> \u8ce2\u3055\u304c\u4e0a\u304c\u3063\u3066\u3082\u3001<strong>\u5fc5\u305a\u901a\u308b\u51e6\u7406\u306e\u9045\u3055\u306f\u4f53\u9a13\u3092\u58ca\u3059<\/strong>\u304b\u3089\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2192 \u691c\u67fb\u306f\u6bce\u56de\u901a\u308b \u2192 <strong>1\u56de\u306e\u9045\u3055\u304c\u5168\u4f53\u306b\u4e57\u308b<\/strong><br>\u2192 \u5e38\u99d0\u3067\u304d\u306a\u3044 \u2192 <strong>\u6bce\u56de\u7acb\u3061\u4e0a\u3052\u308b<\/strong><br>\u2192 \u7acb\u3061\u4e0a\u3052\u304c\u91cd\u3044 \u2192 <strong>\u901f\u3044\u30e2\u30c7\u30eb\u3088\u308a\u9045\u304f\u306a\u308b<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>1\u56de\u3042\u305f\u308a\u306e\u4ed5\u4e8b\u304c\u5c0f\u3055\u3044\u51e6\u7406\u307b\u3069\u3001\u30e2\u30c7\u30eb\u306f\u5c0f\u3055\u304f\u3066\u3088\u304f\u306a\u308a\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u3057\u3066\u3001\u3053\u306e\u5224\u65ad\u306b\u306f\u526f\u7523\u7269\u304c\u3042\u308a\u307e\u3057\u305f\u3002<strong>\u5916\u306b\u51fa\u3055\u305a\u306b\u6e08\u3080\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/strong> \u624b\u5143\u3067\u5e38\u99d0\u3067\u304d\u308b\u5927\u304d\u3055\u306a\u306e\u3067\u3001<strong>\u691c\u67fb\u306e\u305f\u3081\u306b\u6587\u7ae0\u3092\u3069\u3053\u304b\u3078\u9001\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u305b\u3093\u3002<\/strong> \u6a5f\u5bc6\u3092\u898b\u308b\u5f79\u304c\u6a5f\u5bc6\u3092\u9001\u3063\u3066\u3044\u305f\u3089\u3001\u610f\u5473\u304c\u306a\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3060\u3057\u3001\u6b63\u76f4\u306b\u66f8\u3044\u3066\u304a\u304d\u307e\u3059\u3002<strong>\u62bd\u8c61\u5316\u3055\u308c\u305f\u8981\u7d04\u306f70\u301c80%\u3057\u304b\u6b62\u307e\u308a\u307e\u305b\u3093\u3002<\/strong> \u5143\u306e\u60c5\u5831\u304c\u8584\u307e\u308b\u3068\u3001\u6a5f\u5bc6\u304b\u3069\u3046\u304b\u306e\u624b\u304c\u304b\u308a\u3082\u8584\u307e\u308b\u304b\u3089\u3067\u3059\u3002<strong>\u6b8b\u308a\u306e20\u301c30%\u3092\u3069\u3046\u3059\u308b\u304b\u306f\u3001\u307e\u3060\u4eba\u306e\u76ee\u306b\u983c\u3063\u3066\u3044\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7f6e\u304d\u63db\u3048\u305f\u3042\u3068\u306e\u5b9f\u6e2c\u3067\u3059\u3002<strong>\u5e38\u99d0\u306b\u5fc5\u8981\u306a\u30e1\u30e2\u30ea\u306f\u6570\u767eMB\u30011\u4ef6\u3042\u305f\u308a\u306e\u5224\u5b9a\u306f\u6570\u5341\u30df\u30ea\u79d2\u3002<\/strong> \u751f\u6210\u30e2\u30c7\u30eb\u306b\u6295\u3052\u3066\u3044\u305f\u3068\u304d\u306f\u3001<strong>\u5224\u5b9a\u306b\u6570\u79d2<\/strong>\u304b\u304b\u308a\u3001\u5e38\u99d0\u305d\u306e\u3082\u306e\u304c\u3067\u304d\u307e\u305b\u3093\u3067\u3057\u305f\u3002<strong>\u691c\u67fb\u306f1\u65e5\u306b\u6570\u5343\u56de<\/strong>\u901a\u308b\u306e\u3067\u3001\u3053\u306e\u5dee\u304c\u305d\u306e\u307e\u307e\u4f53\u9a13\u306b\u51fa\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5224\u5b9a\u306e\u5b9f\u6e2c\u3082\u8a00\u8449\u3067\u6b8b\u3057\u3066\u3044\u307e\u3059\u3002\u300c\u8a00\u3044\u63db\u3048\u3084\u7ffb\u8a33\u3055\u308c\u305f\u6587\u7ae0\u306f100%\u30d6\u30ed\u30c3\u30af\u53ef\u80fd\u300d\u300c\u62bd\u8c61\u5316\u3055\u308c\u305f\u8981\u7d04\u306f70\u301c80%\u30d6\u30ed\u30c3\u30af\u53ef\u80fd\u300d\u3002\u3068\u3053\u308d\u3067\u3001\u3053\u306e\u5dee\u304c\u610f\u5473\u3059\u308b\u306e\u306f\u300c\u5143\u306e\u60c5\u5831\u304c\u8584\u307e\u308b\u307b\u3069\u624b\u304c\u304b\u308a\u3082\u8584\u307e\u308b\u300d\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u305d\u3053\u306f\u5206\u985e\u5668\u306e\u9650\u754c\u3067\u306f\u306a\u304f\u3001\u60c5\u5831\u91cf\u306e\u9650\u754c\u3060\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u95a2\u9023\u3057\u3066\u3001<a href=\"https:\/\/archeco.co.jp\/ai-startup\/2026\/08\/07\/enterprise-local-llm\/\">\u30ed\u30fc\u30ab\u30ebLLM\u3092\u81ea\u793e\u306e\u4e2d\u306b\u7f6e\u304f\u5224\u65ad\u8a71<\/a>\u3068\u3001<a href=\"https:\/\/archeco.co.jp\/ai-startup\/2026\/08\/06\/llm-cannot-check-its-own-work\/\">LLM\u306b\u81ea\u5206\u306e\u51fa\u529b\u3092\u691c\u8a3c\u3055\u305b\u3066\u306f\u3044\u3051\u306a\u3044\u8a71<\/a>\u3092\u5225\u306b\u66f8\u3044\u3066\u3044\u307e\u3059\u3002<a href=\"https:\/\/archeco.co.jp\/ai-startup\/2026\/08\/04\/chatbot-build-classifier-first\/\">\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u307e\u305a\u5206\u985e\u5668\u304b\u3089\u4f5c\u308b\u8a71<\/a>\u306f\u3059\u3067\u306b\u516c\u958b\u3057\u3066\u3044\u307e\u3059\u3002\u3042\u308f\u305b\u3066\u8aad\u3080\u3068\u3001\u540c\u3058\u5224\u65ad\u304c\u5225\u306e\u5834\u6240\u3067\u3082\u52b9\u3044\u3066\u3044\u308b\u3053\u3068\u304c\u5206\u304b\u308b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u5224\u65ad\u3092\u5b9f\u969b\u306e\u6848\u4ef6\u3067\u4f7f\u3046\u5834\u9762\u306b\u3064\u3044\u3066\u306f\u3001<a href=\"https:\/\/archeco.co.jp\/services\/genai-implementation\/\">\u751f\u6210AI\u306e\u5b9f\u88c5<\/a>\u306e\u30da\u30fc\u30b8\u306b\u6574\u7406\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">\u5927\u306f\u5c0f\u3092\u517c\u306d\u308b\u3001\u3068\u3044\u3048\u3070\u3001L\u30b5\u30a4\u30ba\u306e\u30b7\u30e3\u30c4\u3070\u304b\u308a\u8cb7\u3063\u3066\u3044\u305f\u6642\u671f\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5168\u90e8\u3001\u8896\u304c\u4f59\u3063\u3066\u3044\u307e\u3057\u305f\u3002<strong>\u5927\u304d\u304f\u3057\u3066\u3082\u3001\u5408\u3063\u3066\u3044\u306a\u3044\u3082\u306e\u306f\u5408\u3044\u307e\u305b\u3093\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0a\u3067\u3059\u3002<\/p>\n<!-- aiam-related-links:start -->\n<div style=\"margin:40px 0 8px;border:1px solid #e3e5e8;border-radius:12px;overflow:hidden;line-height:1.5\">\n<p style=\"margin:0;padding:12px 18px;background:#f5f6f8;font-size:13px;font-weight:700;color:#666;letter-spacing:.05em\">\u95a2\u9023\u30b5\u30fc\u30d3\u30b9<\/p>\n<a href=\"https:\/\/archeco.co.jp\/services\/internal-gpt-rag\" style=\"display:flex;justify-content:space-between;align-items:center;gap:12px;padding:16px 18px;text-decoration:none;color:#15181c;font-weight:600;border-top:1px solid #edeef0\"><span>RAG\u69cb\u7bc9\uff5c\u793e\u5185\u6587\u66f8\u3092\u6271\u3046\u4ed5\u7d44\u307f\u306e\u8a2d\u8a08<\/span><span aria-hidden=\"true\" style=\"color:#999;flex-shrink:0\">\u2192<\/span><\/a>\n<p style=\"margin:0;padding:12px 18px;background:#f5f6f8;font-size:13px;font-weight:700;color:#666;letter-spacing:.05em;border-top:1px solid 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