{"id":1070,"date":"2023-09-27T12:54:00","date_gmt":"2023-09-27T03:54:00","guid":{"rendered":"https:\/\/citadelai.wpengine.com\/?p=1070"},"modified":"2023-10-10T15:20:04","modified_gmt":"2023-10-10T06:20:04","slug":"introduction-to-llm-citadel-ais-llm-efforts-to-date","status":"publish","type":"post","link":"https:\/\/citadel-ai.com\/ja\/blog\/2023\/09\/27\/introduction-to-llm-citadel-ais-llm-efforts-to-date\/","title":{"rendered":"LLM \u306e\u306f\u3058\u3081\u304b\u305f: Citadel AI \u306e LLM \u306b\u5bfe\u3059\u308b\u3053\u308c\u307e\u3067\u306e\u53d6\u308a\u7d44\u307f"},"content":{"rendered":"\n<p id=\"c147\">\u3053\u306e\u8a18\u4e8b\u3067\u306f\u5f0a\u793e\u306e LLM (Large Language Models: \u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb) \u306b\u5bfe\u3059\u308b\u53d6\u308a\u7d44\u307f\u306b\u3064\u3044\u3066\u5171\u6709\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p id=\"ebae\">\u5f0a\u793e\u3067\u3069\u306e\u3088\u3046\u306b\u53d6\u308a\u7d44\u307f\u3092\u59cb\u3081\u305f\u306e\u304b\u5171\u6709\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u3053\u308c\u304b\u3089\u53d6\u308a\u7d44\u307f\u3092\u59cb\u3081\u3066\u3044\u304f\u65b9\u306b\u5411\u3051\u305f\u5185\u5bb9\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"5f26\">\u306f\u3058\u3081\u306b<\/h2>\n\n\n\n<p id=\"a27a\">LLM \u306e\u6d3b\u7528\u306b\u5411\u3051\u305f\u6d3b\u52d5\u306f\u3055\u307e\u3056\u307e\u306a\u7d44\u7e54\u304c\u884c\u3063\u3066\u304a\u308a\u3001\u30cb\u30e5\u30fc\u30b9\u3084\u30d6\u30ed\u30b0\u8a18\u4e8b\u306a\u3069\u3067\u591a\u6570\u53d6\u308a\u4e0a\u3052\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u4e00\u65b9\u3001\u5b9f\u969b\u306b\u7d44\u7e54\u5185\u3067\u3069\u306e\u3088\u3046\u306b\u6d3b\u7528\u3057\u3066\u3044\u308b\u306e\u304b\u5171\u6709\u3055\u308c\u308b\u3053\u3068\u306f\u5c11\u306a\u304f\u3001\u6d3b\u7528\u3092\u59cb\u3081\u3088\u3046\u3068\u3057\u3066\u3082\u6642\u9593\u304c\u304b\u304b\u308a\u304c\u3061\u3067\u3059\u3002<\/p>\n\n\n\n<p id=\"40fe\">\u305d\u306e\u7406\u7531\u3068\u3057\u3066\u306f\u6b21\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u3067\u304d\u308b\u3053\u3068\u304c\u591a\u3059\u304e\u308b<\/li>\n\n\n\n<li>\u3084\u308a\u305f\u3044\u3053\u3068\u304c\u591a\u3059\u304e\u308b<\/li>\n\n\n\n<li>\u5b9f\u73fe\u306e\u305f\u3081\u306e\u9078\u629e\u80a2\u304c\u591a\u3059\u304e\u308b<\/li>\n<\/ul>\n\n\n\n<p id=\"a71e\">\u5f0a\u793e\u3067\u306f\u73fe\u5728\u3001LLM \u306e\u6d3b\u7528\u306b\u5f79\u7acb\u3066\u3089\u308c\u308b\u3088\u3046\u306a\u30c4\u30fc\u30eb\u3092\u958b\u767a\u4e2d\u3067\u3059\u304c\u3001\u3044\u304d\u306a\u308a\u305d\u308c\u306b\u7740\u624b\u3067\u304d\u305f\u308f\u3051\u3067\u306f\u306a\u304f\u3001\u305d\u308c\u4ee5\u524d\u306e\u53d6\u308a\u7d44\u307f\u3068\u3057\u3066 LLM \u3092\u30c6\u30fc\u30de\u3068\u3057\u305f\u30cf\u30c3\u30ab\u30bd\u30f3\u3092\u793e\u5185\u3067\u958b\u50ac\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p id=\"cb74\">\u3053\u306e\u30cf\u30c3\u30ab\u30bd\u30f3\u3092\u901a\u3058\u3066 LLM \u306b\u3064\u3044\u3066\u7d44\u7e54\u7684\u306a\u7406\u89e3\u3092\u6df1\u3081\u3089\u308c\u305f\u305f\u3081\u3001\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3069\u306e\u3088\u3046\u306b\u30cf\u30c3\u30ab\u30bd\u30f3\u3092\u884c\u3044\u3001\u7d50\u679c\u3068\u3057\u3066\u5f97\u3089\u308c\u305f\u3082\u306e\u306b\u3064\u3044\u3066\u5171\u6709\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"9064\">\u4e8b\u524d\u306b\u884c\u3063\u305f\u6e96\u5099<\/h2>\n\n\n\n<p id=\"c9c9\">\u30cf\u30c3\u30ab\u30bd\u30f3\u306e\u305f\u3081\u306e\u4e8b\u524d\u6e96\u5099\u3068\u3057\u3066\u306f\u6b21\u306e\u4e8b\u9805\u3092\u5b9f\u65bd\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>LLM \u306e\u73fe\u72b6\u306e\u8abf\u67fb<\/li>\n\n\n\n<li>\u30cf\u30c3\u30ab\u30bd\u30f3\u3067\u5229\u7528\u3059\u308b\u305f\u3081\u306e\u74b0\u5883\u306e\u6e96\u5099<\/li>\n\n\n\n<li>\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u306e\u4f5c\u6210<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"1abf\">LLM \u306e\u73fe\u72b6\u306e\u8abf\u67fb<\/h2>\n\n\n\n<p id=\"7b58\">\u307e\u305a\u3001LLM \u306e\u73fe\u72b6\u306b\u3064\u3044\u3066\u306e\u8abf\u67fb\u3092\u884c\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p id=\"a74d\">\u5f0a\u793e\u306e\u30e1\u30f3\u30d0\u30fc\u306f\u6a5f\u68b0\u5b66\u7fd2\u306b\u9020\u8a63\u306e\u3042\u308b\u30e1\u30f3\u30d0\u30fc\u3082\u591a\u3044\u306e\u3067\u3059\u304c\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3001\u3068\u304f\u306b\u8fd1\u5e74\u306e LLM \u306e\u52d5\u5411\u306b\u3064\u3044\u3066\u719f\u77e5\u3057\u3066\u3044\u308b\u3068\u3044\u3046\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u3053\u306e\u305f\u3081\u3001\u6709\u5fd7\u3067 LLM \u306b\u3064\u3044\u3066\u8abf\u67fb\u3092\u884c\u3044\u7d50\u679c\u3092\u8cc7\u6599\u3068\u3057\u3066\u307e\u3068\u3081\u307e\u3057\u305f\u3002<br>\u3053\u306e\u8cc7\u6599\u306f\u30cf\u30c3\u30ab\u30bd\u30f3\u306e\u5e8f\u76e4\u3067\u60c5\u5831\u5171\u6709\u3092\u884c\u3046\u305f\u3081\u306b\u7528\u3044\u3089\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"538\" src=\"https:\/\/citadel-ai.com\/wp-content\/uploads\/2023\/09\/1-Es2qib0w4qptEh_Hy25Zfw-1024x538.jpg\" alt=\"LLM \u306e\u306f\u3058\u3081\u304b\u305f: Citadel AI \u306e LLM \u306b\u5bfe\u3059\u308b\u3053\u308c\u307e\u3067\u306e\u53d6\u308a\u7d44\u307f\" class=\"wp-image-1259\" srcset=\"https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/09\/1-Es2qib0w4qptEh_Hy25Zfw-1024x538.jpg 1024w, https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/09\/1-Es2qib0w4qptEh_Hy25Zfw-300x158.jpg 300w, https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/09\/1-Es2qib0w4qptEh_Hy25Zfw-768x403.jpg 768w, https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/09\/1-Es2qib0w4qptEh_Hy25Zfw-1536x806.jpg 1536w, https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/09\/1-Es2qib0w4qptEh_Hy25Zfw-2048x1075.jpg 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">LLM\u306b\u3064\u3044\u3066\u306e\u8abf\u67fb\u7d50\u679c\u306b\u3064\u3044\u3066\u60c5\u5831\u5171\u6709<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"e31f\">\u30cf\u30c3\u30ab\u30bd\u30f3\u3067\u5229\u7528\u3059\u308b\u305f\u3081\u306e\u74b0\u5883\u306e\u6e96\u5099<\/h2>\n\n\n\n<p id=\"0887\">\u30cf\u30c3\u30ab\u30bd\u30f3\u3067\u306f\u5b9f\u969b\u306b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u958b\u767a\u3092\u884c\u3046\u305f\u3081\u3001LLM \u3092\u5229\u7528\u3067\u304d\u308b\u958b\u767a\u74b0\u5883\u304c\u5fc5\u8981\u3067\u3059\u3002\u958b\u767a\u74b0\u5883\u306f\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u3092\u7528\u3044\u3066\u7528\u610f\u3057\u307e\u3057\u305f\u3002\u30cf\u30c3\u30ab\u30bd\u30f3\u306e\u305f\u3081\u306b\u306f\u6b21\u306e 2 \u7a2e\u985e\u306e\u74b0\u5883\u3092\u7528\u610f\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30db\u30b9\u30c8\u3055\u308c\u305f LLM \u3092 API \u7d4c\u7531\u3067\u5229\u7528\u3059\u308b\u74b0\u5883<\/li>\n\n\n\n<li>LLM \u3092\u81ea\u5206\u3067\u30db\u30b9\u30c8\u3059\u308b\u305f\u3081\u306e\u74b0\u5883<\/li>\n<\/ul>\n\n\n\n<p id=\"f30e\">\u30db\u30b9\u30c8\u3055\u308c\u305f LLM \u3092 API \u7d4c\u7531\u3067\u5229\u7528\u3059\u308b\u306e\u306f\u3001\u53d6\u308a\u7d44\u307f\u59cb\u3081\u308b\u306e\u306a\u3089\u7b2c\u4e00\u9078\u629e\u3068\u306a\u308b\u65b9\u6cd5\u3067\u3057\u3087\u3046\u3002\u5f0a\u793e\u3067\u306f\u30cf\u30c3\u30ab\u30bd\u30f3\u306e\u305f\u3081\u306b Azure OpenAI Service \u3092\u5229\u7528\u3057\u307e\u3057\u305f\u3002Azure \u3092\u5229\u7528\u3057\u3066\u3044\u308b\u306e\u3067\u3042\u308c\u3070\u3001\u5229\u7528\u958b\u59cb\u306f\u6bd4\u8f03\u7684\u304b\u3093\u305f\u3093\u3067\u3059\u3002\u8a73\u7d30\u306f&nbsp;<a href=\"https:\/\/azure.microsoft.com\/ja-jp\/products\/cognitive-services\/openai-service\" rel=\"noreferrer noopener\" target=\"_blank\">Azure \u306e\u8cc7\u6599<\/a>\u3092\u3054\u53c2\u7167\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p id=\"5818\">\u307e\u305f\u3001OpenAI Service \u4ee5\u5916\u306e LLM \u3092\u81ea\u5206\u305f\u3061\u3067\u30db\u30b9\u30c8\u3059\u308b\u305f\u3081\u306e\u74b0\u5883\u3068\u3057\u3066\u3001Google Cloud \u306e&nbsp;<a href=\"https:\/\/cloud.google.com\/vertex-ai\/docs\/workbench\/introduction?hl=ja\" rel=\"noreferrer noopener\" target=\"_blank\">Vertex AI Workbench<\/a>&nbsp;\u3082\u7528\u610f\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p id=\"f499\">Vertex AI Workbench \u306f Jupyter Notebook (Jupyter Lab) \u3092\u5b9f\u884c\u3057\u305f\u74b0\u5883\u3092\u624b\u65e9\u304f\u7528\u610f\u3067\u304d\u308b\u4e0a\u3001<a href=\"https:\/\/cloud.google.com\/vertex-ai\/docs\/workbench\/notebook-solution?hl=ja#user-managed\" rel=\"noreferrer noopener\" target=\"_blank\">\u30e6\u30fc\u30b6\u30fc\u7ba1\u7406\u306e\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9<\/a>\u3092\u5229\u7528\u3059\u308c\u3070 API \u306e\u5b9f\u884c\u74b0\u5883\u3068\u3057\u3066\u3082\u5229\u7528\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001GPU \u306e\u5229\u7528\u3082\u5bb9\u6613\u3067\u3042\u308a\u3001\u30cf\u30c3\u30ab\u30bd\u30f3\u306e\u305f\u3081\u306e\u74b0\u5883\u3092\u624b\u65e9\u304f\u7528\u610f\u3059\u308b\u306e\u306b\u5411\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p id=\"3121\">\u5f0a\u793e\u3067\u306f Azure \u3084 Google Cloud \u3092\u65e5\u5e38\u7684\u306b\u7528\u3044\u3066\u3044\u308b\u305f\u3081\u4e0a\u8a18\u306e\u3088\u3046\u306a\u74b0\u5883\u3092\u7528\u610f\u3057\u307e\u3057\u305f\u304c\u3001\u3082\u3057\u5225\u306e\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u3092\u666e\u6bb5\u5229\u7528\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3042\u308c\u3070\u3001\u305d\u3061\u3089\u3067\u74b0\u5883\u3092\u7528\u610f\u3059\u308b\u307b\u3046\u304c\u624b\u9593\u53d6\u3089\u306a\u3044\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"e5eb\">\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u306e\u4f5c\u6210<\/h2>\n\n\n\n<p id=\"f380\">\u30cf\u30c3\u30ab\u30bd\u30f3\u306f 5 \u65e5\u9593\u3092\u304b\u3051\u3066\u3001\u901a\u5e38\u306e\u958b\u767a\u696d\u52d9\u3092\u6b62\u3081\u3066\u96c6\u4e2d\u7684\u306b\u884c\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p id=\"74fa\">\u793e\u5916\u3068\u306e\u6253\u3061\u5408\u308f\u305b\u3084\u30c8\u30e9\u30d6\u30eb\u5bfe\u5fdc\u3092\u884c\u3044\u306a\u304c\u3089\u306a\u306e\u3067 100\uff05 \u306e\u6642\u9593\u3092\u304b\u3051\u305f\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u5404\u30e1\u30f3\u30d0\u30fc\u306e\u69d8\u5b50\u3092\u898b\u308b\u3068\u304b\u306a\u308a\u306e\u6642\u9593\u3092\u30cf\u30c3\u30ab\u30bd\u30f3\u306b\u8cbb\u3084\u305b\u3066\u3044\u305f\u3088\u3046\u3067\u3059\u3002<\/p>\n\n\n\n<p id=\"202a\">\u5b9f\u969b\u306e\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u306f\u304a\u304a\u3080\u306d\u6b21\u306e\u3088\u3046\u306a\u3082\u306e\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u901a\u5e38\u696d\u52d9: 0.5 \u65e5<\/li>\n\n\n\n<li>LLM \u306b\u3064\u3044\u3066\u306e\u4e8b\u524d\u8abf\u67fb\u306b\u3064\u3044\u3066\u60c5\u5831\u5171\u6709: 1 \u65e5<\/li>\n\n\n\n<li>\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u958b\u767a: 3 \u65e5<\/li>\n\n\n\n<li>\u6210\u679c\u767a\u8868: 0.5 \u65e5<\/li>\n<\/ul>\n\n\n\n<p id=\"4e3f\">\u30cf\u30c3\u30ab\u30bd\u30f3\u3067\u306f\u57fa\u672c\u7684\u306b\u30a8\u30f3\u30b8\u30cb\u30a2 2\u20133 \u540d\u3067 1 \u30c1\u30fc\u30e0\u3092\u7d44\u307f\u3001\u5168\u90e8\u3067 3 \u30c1\u30fc\u30e0\u3067\u81e8\u307f\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"20cc\">\u30cf\u30c3\u30ab\u30bd\u30f3\u306e\u6210\u679c<\/h2>\n\n\n\n<p id=\"56d0\">\u3067\u306f\u3001\u30cf\u30c3\u30ab\u30bd\u30f3\u3067\u305d\u308c\u305e\u308c\u306e\u30c1\u30fc\u30e0\u304c\u4f5c\u6210\u3057\u305f\u6210\u679c\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"af85\">\u30c1\u30fc\u30e0 1: \u81ea\u7136\u8a00\u8a9e\u306b\u3088\u308b\u30c7\u30fc\u30bf\u5206\u6790<\/h3>\n\n\n\n<p id=\"9aab\">\u30c1\u30fc\u30e01\u306f LLM \u3092\u7528\u3044\u3066\u30c7\u30fc\u30bf\u5206\u6790\u3092\u884c\u3046\u3001\u304b\u306a\u308a\u767a\u5c55\u7684\u306a\u30c7\u30e2\u3092\u884c\u3044\u307e\u3057\u305f\u3002\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u305f\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u3001\u81ea\u7136\u8a00\u8a9e\u3092\u7528\u3044\u3066\u6307\u793a\u3059\u308b\u3053\u3068\u3067 LLM \u306b\u30b0\u30e9\u30d5 (ROC \u30ab\u30fc\u30d6) \u3092\u63cf\u753b\u3055\u305b\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"662\" src=\"https:\/\/citadel-ai.com\/wp-content\/uploads\/2023\/10\/image-14-1024x662.png\" alt=\"\" class=\"wp-image-1072\" srcset=\"https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/10\/image-14-1024x662.png 1024w, https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/10\/image-14-300x194.png 300w, https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/10\/image-14-768x496.png 768w, https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/10\/image-14.png 1400w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">ROC\u30ab\u30fc\u30d6\u3092 LLM \u306b\u63cf\u753b\u3055\u305b\u3066\u3044\u308b<\/figcaption><\/figure>\n\n\n\n<p id=\"2cec\">\u307e\u305f\u3001\u6a5f\u68b0\u5b66\u7fd2\u3067\u7528\u3044\u3089\u308c\u308b\u3055\u307e\u3056\u307e\u306a\u6307\u6a19\u306e\u5b9a\u7fa9\u306f\u5c02\u9580\u5bb6\u3067\u306a\u3044\u3068\u7406\u89e3\u3057\u306b\u304f\u3044\u3082\u306e\u306a\u306e\u3067\u3001\u305d\u308c\u3092\u5e73\u6613\u306a\u8a00\u8449\u3067\u8aac\u660e\u3059\u308b\u3088\u3046\u306b\u5bfe\u8a71\u3092\u69cb\u7bc9\u3057\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"617\" src=\"https:\/\/citadel-ai.com\/wp-content\/uploads\/2023\/10\/image-15-1024x617.png\" alt=\"\" class=\"wp-image-1073\" srcset=\"https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/10\/image-15-1024x617.png 1024w, https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/10\/image-15-300x181.png 300w, https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/10\/image-15-768x463.png 768w, https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/10\/image-15.png 1400w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">5\u6b73\u5150\u306b\u308f\u304b\u308b\u3088\u3046\u306b ROC \u30ab\u30fc\u30d6\u306e\u8a08\u7b97\u65b9\u6cd5\u3092\u89e3\u8aac\u3055\u305b\u3066\u3044\u308b<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"519f\">\u30c1\u30fc\u30e0 2: \u751f\u6210\u30e2\u30c7\u30eb\u3092\u7528\u3044\u305f\u5bfe\u8a71\u7684\u30aa\u30fc\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3<\/h3>\n\n\n\n<p id=\"b7d0\">\u30c1\u30fc\u30e02\u306f\u3082\u3063\u3068\u3082\u30af\u30fc\u30eb\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3057\u307e\u3057\u305f\u3002\u81ea\u7136\u8a00\u8a9e\u304b\u3089\u753b\u50cf\u3092\u751f\u6210\u3059\u308b\u30e2\u30c7\u30eb\u3068\u3001LLM \u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u4e00\u3064\u306e\u6587\u7ae0\u304b\u3089\u591a\u69d8\u306a\u753b\u50cf\u3092\u751f\u307f\u51fa\u3059\u3068\u3044\u3046\u3082\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"701\" src=\"https:\/\/citadel-ai.com\/wp-content\/uploads\/2023\/10\/image-16-1024x701.png\" alt=\"\" class=\"wp-image-1074\" srcset=\"https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/10\/image-16-1024x701.png 1024w, https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/10\/image-16-300x205.png 300w, https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/10\/image-16-768x526.png 768w, https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/10\/image-16.png 1400w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u753b\u50cf\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306e\u6587\u7ae0\u3092\u5165\u529b\u3059\u308b\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9<\/figcaption><\/figure>\n\n\n\n<p id=\"454f\">\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u751f\u6210\u3055\u308c\u305f\u753b\u50cf\u306f\u4e0d\u81ea\u7136\u3067\u3042\u3063\u305f\u308a\u3082\u3068\u3081\u3066\u3044\u305f\u3082\u306e\u3068\u7570\u306a\u3063\u3066\u3044\u305f\u308a\u3057\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u3044\u304f\u3064\u304b\u306e\u5019\u88dc\u3092\u63d0\u793a\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u5bfe\u8a71\u7684\u306b\u4fee\u6b63\u3059\u308b\u3053\u3068\u3067\u3001\u3082\u3068\u3081\u3066\u3044\u308b\u753b\u50cf\u306b\u8fd1\u3065\u3051\u3089\u308c\u308b\u3088\u3046\u5b9f\u88c5\u3057\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"701\" src=\"https:\/\/citadel-ai.com\/wp-content\/uploads\/2023\/10\/image-17-1024x701.png\" alt=\"\" class=\"wp-image-1075\" srcset=\"https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/10\/image-17-1024x701.png 1024w, https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/10\/image-17-300x205.png 300w, https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/10\/image-17-768x526.png 768w, https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/10\/image-17.png 1400w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">1\u3064\u306e\u6587\u7ae0\u304b\u3089\u3055\u307e\u3056\u307e\u306a\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u306e\u753b\u50cf\u3092\u751f\u6210<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"7cf0\">\u30c1\u30fc\u30e0 3: \u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u306a\u753b\u50cf\u691c\u7d22<\/h3>\n\n\n\n<p id=\"89e6\">\u30c1\u30fc\u30e03\u306f\u3082\u3063\u3068\u3082\u5b9f\u7528\u306b\u8fd1\u3044\u958b\u767a\u3092\u884c\u3044\u307e\u3057\u305f\u3002<a href=\"https:\/\/github.com\/salesforce\/LAVIS\/tree\/main\/projects\/blip2\" rel=\"noreferrer noopener\" target=\"_blank\">BLIP-2<\/a>&nbsp;\u3092\u7528\u3044\u305f\u81ea\u7136\u8a00\u8a9e\u306b\u3088\u308b\u753b\u50cf\u691c\u7d22\u3092\u5b9f\u88c5\u3057\u3066\u3044\u307e\u3059\u3002\u6b21\u306e\u753b\u50cf\u306f\u300c\u7802\u6f20\u306b\u3044\u308b\u72ac\u300d\u306e\u753b\u50cf\u3092\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u691c\u7d22\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"571\" src=\"https:\/\/citadel-ai.com\/wp-content\/uploads\/2023\/10\/image-18-1024x571.png\" alt=\"\" class=\"wp-image-1076\" srcset=\"https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/10\/image-18-1024x571.png 1024w, https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/10\/image-18-300x167.png 300w, https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/10\/image-18-768x428.png 768w, https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/10\/image-18.png 1400w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u4e2d\u306e\u300c\u7802\u6f20\u306b\u7acb\u3064\u72ac\u300d\u3092\u691c\u7d22<\/figcaption><\/figure>\n\n\n\n<p id=\"0915\">\u307e\u305f\u3001\u5f0a\u793e\u30d7\u30ed\u30c0\u30af\u30c8 Lens \u306e\u6a5f\u80fd\u3068\u7d71\u5408\u3057\u305f\u30c7\u30e2\u3082\u884c\u3044\u307e\u3057\u305f (\u672c\u8a18\u4e8b\u3067\u306f\u5272\u611b\u3057\u307e\u3059)\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"cb9f\">\u30cf\u30c3\u30ab\u30bd\u30f3\u3092\u901a\u3058\u3066\u5b66\u3093\u3060\u3053\u3068<\/h2>\n\n\n\n<p id=\"c7ff\">LLM \u3092\u30c6\u30fc\u30de\u3068\u3057\u305f\u30cf\u30c3\u30ab\u30bd\u30f3\u3092\u901a\u3058\u3066\u6b21\u306e\u3088\u3046\u306a\u6c17\u3065\u304d\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>LLM \u306f\u591a\u69d8\u306a\u3053\u3068\u306b\u4f7f\u3048\u308b<\/li>\n\n\n\n<li>LLM \u3092 PoC \u306e\u305f\u3081\u306e\u30c4\u30fc\u30eb\u30dc\u30c3\u30af\u30b9\u3068\u3057\u3066\u4f7f\u3046\u3053\u3068\u304c\u3067\u304d\u308b<\/li>\n\n\n\n<li>\u5b9f\u969b\u306b\u4f7f\u3063\u3066\u307f\u308b\u3053\u3068\u306f\u30c1\u30fc\u30e0\u306e\u7406\u89e3\u3092\u98db\u8e8d\u7684\u306b\u9ad8\u3081\u308b<\/li>\n<\/ul>\n\n\n\n<p id=\"dea6\">\u30cf\u30c3\u30ab\u30bd\u30f3\u3067\u305d\u308c\u305e\u308c\u306e\u30c1\u30fc\u30e0\u304c\u4f5c\u6210\u3057\u305f\u3082\u306e\u306f\u307e\u3063\u305f\u304f\u7570\u306a\u3063\u3066\u304a\u308a\u3001LLM \u306e\u5fdc\u7528\u7bc4\u56f2\u306e\u5e83\u3055\u3092\u4f3a\u308f\u305b\u307e\u3059\u3002<\/p>\n\n\n\n<p id=\"3176\">\u307e\u305f\u3001\u4eca\u56de\u306e\u30cf\u30c3\u30ab\u30bd\u30f3\u3067\u306f\u753b\u50cf\u691c\u7d22\u3084\u753b\u50cf\u306e\u7de8\u96c6\u3068\u3044\u3063\u305f\u3055\u307e\u3056\u307e\u306a\u6a5f\u80fd\u30923\u65e5\u9593\u7a0b\u5ea6\u306e\u958b\u767a\u3067\u5b9f\u88c5\u3057\u307e\u3057\u305f\u304c\u3001\u5f93\u6765\u306f\u3053\u306e\u3088\u3046\u306a\u901f\u5ea6\u3067\u306e\u958b\u767a\u306f\u96e3\u3057\u3044\u6a5f\u80fd\u3060\u3063\u305f\u3067\u3057\u3087\u3046\u3002LLM \u3092\u591a\u69d8\u306a\u6a5f\u80fd\u306e\u30c4\u30fc\u30eb\u30dc\u30c3\u30af\u30b9\u3068\u3057\u3066\u4f7f\u3044\u3053\u306a\u3059\u3053\u3068\u3067\u3001\u958b\u767a\u52b9\u7387\u306e\u5411\u4e0a\u3082\u72d9\u3048\u305d\u3046\u3067\u3059\u3002<\/p>\n\n\n\n<p id=\"c19e\">\u3055\u3044\u3054\u306b\u3001\u5b9f\u969b\u306b\u4f7f\u3046\u3053\u3068\u3067\u7d44\u7e54\u3068\u3057\u3066\u306e LLM \u306b\u5bfe\u3059\u308b\u7406\u89e3\u306f\u9032\u3093\u3060\u3088\u3046\u306b\u601d\u3044\u307e\u3059\u3002\u5f0a\u793e\u306f\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5272\u5408\u304c\u591a\u3044\u3053\u3068\u3082\u3042\u308a\u3001\u52d5\u304b\u3057\u3066\u306f\u3058\u3081\u3066\u5b66\u3079\u305f\u3053\u3068\u3082\u305f\u304f\u3055\u3093\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"9631\">\u4eca\u5f8c\u306e LLM \u306b\u95a2\u3059\u308b\u53d6\u308a\u7d44\u307f<\/h2>\n\n\n\n<p id=\"c345\">\u3055\u3044\u3054\u306b\u3001\u73fe\u5728 Citadel AI \u3067\u884c\u3063\u3066\u3044\u308b\u53d6\u308a\u7d44\u307f\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002Citadel AI \u3067\u306f LLM \u3092\u6d3b\u7528\u3059\u308b\u305f\u3081\u306e\u8a55\u4fa1\u7528\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f5c\u6210\u4e2d\u3067\u3059\u3002<\/p>\n\n\n\n<p id=\"33a5\">LLM \u3092\u30c6\u30fc\u30de\u3068\u3057\u305f\u30cf\u30c3\u30ab\u30bd\u30f3\u3092\u901a\u3058\u3066\u3001LLM \u306e\u51fa\u529b\u306e\u8a55\u4fa1\u304c\u56f0\u96e3\u3067\u3042\u308b\u3053\u3068\u306b\u6c17\u304c\u4ed8\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p id=\"4cfd\">\u305f\u3068\u3048\u3070\u3001\u30c1\u30fc\u30e01 \u306e\u30c7\u30fc\u30bf\u5206\u6790\u306e\u30c7\u30e2\u3067\u306f\u5b9f\u969b\u306b\u5b9f\u884c\u3067\u304d\u308b Python \u306e\u30b3\u30fc\u30c9\u306e\u751f\u6210\u304c\u5fc5\u8981\u3068\u306a\u308a\u307e\u3059\u304c\u3001LLM \u306e\u51fa\u529b\u306f\u5fc5\u305a\u3057\u3082\u59a5\u5f53\u306a Python \u30b3\u30fc\u30c9\u3068\u306a\u3063\u3066\u304f\u308c\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3069\u306e\u7a0b\u5ea6\u306e\u5272\u5408\u3067\u59a5\u5f53\u306a Python \u30b3\u30fc\u30c9\u3092\u51fa\u529b\u3057\u3066\u304f\u308c\u308b\u306e\u304b\u4e8b\u524d\u306e\u8a55\u4fa1\u304c\u5fc5\u8981\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p id=\"ad2b\">\u3053\u306e\u3088\u3046\u306b\u3001LLM \u3092\u5b9f\u969b\u306b\u696d\u52d9\u306b\u7d44\u307f\u8fbc\u3093\u3067\u3044\u304f\u305f\u3081\u306b\u306f\u3001\u76ee\u7684\u3092\u9054\u6210\u3067\u304d\u308b\u304b\u3069\u3046\u304b\u3055\u307e\u3056\u307e\u306a\u6307\u6a19\u3092\u7528\u3044\u3066\u8a55\u4fa1\u304c\u5fc5\u8981\u306b\u306a\u308b\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p id=\"4e46\">\u4e00\u65b9\u3001\u300cLLM \u306e\u8a55\u4fa1\u300d\u306f\u4e00\u822c\u7684\u306b\u56f0\u96e3\u3067\u3001\u305d\u306e\u305f\u3081\u306b\u4f7f\u3048\u308b\u30c4\u30fc\u30eb\u3082\u4e4f\u3057\u3044\u306e\u304c\u73fe\u72b6\u3067\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u201dLangCheck\u201d \u3068\u3044\u3046\u8a55\u4fa1\u7528\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u958b\u767a\u4e2d\u3067\u3059\u3002\u307e\u305f\u3001\u30e9\u30a4\u30d6\u30e9\u30ea\u306f OSS \u3068\u3057\u3066\u516c\u8868\u4e88\u5b9a\u3067\u3059\u3002<\/p>\n\n\n\n<p id=\"201c\">\u4eca\u5f8c\u306e\u4e88\u5b9a<\/p>\n\n\n\n<p id=\"3d86\">\u3053\u306e\u30d6\u30ed\u30b0\u3067\u306f\u7d99\u7d9a\u3057\u3066 LLM \u306e\u6d3b\u7528\u306b\u3064\u3044\u3066\u306e\u60c5\u5831\u3092\u767a\u4fe1\u3057\u3066\u3044\u304f\u4e88\u5b9a\u3067\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u6b21\u306e\u3088\u3046\u306a\u8a18\u4e8b\u3092\u4e88\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>LLM \u306e\u4ee3\u8868\u7684\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3068\u8ab2\u984c<\/li>\n\n\n\n<li>\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u304c\u63d0\u4f9b\u3059\u308b LLM \u306e\u5229\u7528\u65b9\u6cd5<\/li>\n\n\n\n<li>\u81ea\u5206\u3067 LLM \u3092\u30db\u30b9\u30c8\u3059\u308b\u5834\u5408\u306e\u9078\u629e\u80a2<\/li>\n\n\n\n<li>LLM \u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/li>\n\n\n\n<li>LLM \u306e\u8a55\u4fa1\u306b\u3064\u3044\u3066\u306e\u57fa\u672c\u7684\u306a\u8003\u3048\u65b9<\/li>\n\n\n\n<li>LangChain \u3092\u7528\u3044\u305f LLM \u306e\u8a55\u4fa1\u306e\u5177\u4f53\u4f8b<\/li>\n\n\n\n<li>LLMOps \u3068 MLOps \u306e\u6bd4\u8f03<\/li>\n<\/ul>\n\n\n\n<p id=\"407c\">\u3053\u308c\u4ee5\u5916\u306b\u3082\u3055\u307e\u3056\u307e\u306a\u8a18\u4e8b\u3092\u4e88\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u6b21\u56de\u306e\u8a18\u4e8b\u3067\u304a\u4f1a\u3044\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u5f0a\u793e\u306e LLM (Large Language Models: \u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb) \u306b\u5bfe\u3059\u308b\u53d6\u308a\u7d44\u307f\u306b\u3064\u3044\u3066\u5171\u6709\u3057\u307e\u3059\u3002 \u5f0a\u793e\u3067\u3069\u306e\u3088\u3046\u306b\u53d6\u308a\u7d44\u307f\u3092\u59cb\u3081\u305f\u306e\u304b\u5171\u6709\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u3053\u308c\u304b\u3089\u53d6\u308a\u7d44\u307f\u3092\u59cb\u3081\u3066\u3044\u304f\u65b9\u306b [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":1259,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9],"tags":[],"class_list":["post-1070","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"_links":{"self":[{"href":"https:\/\/citadel-ai.com\/ja\/wp-json\/wp\/v2\/posts\/1070","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/citadel-ai.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/citadel-ai.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/citadel-ai.com\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/citadel-ai.com\/ja\/wp-json\/wp\/v2\/comments?post=1070"}],"version-history":[{"count":0,"href":"https:\/\/citadel-ai.com\/ja\/wp-json\/wp\/v2\/posts\/1070\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/citadel-ai.com\/ja\/wp-json\/wp\/v2\/media\/1259"}],"wp:attachment":[{"href":"https:\/\/citadel-ai.com\/ja\/wp-json\/wp\/v2\/media?parent=1070"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/citadel-ai.com\/ja\/wp-json\/wp\/v2\/categories?post=1070"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/citadel-ai.com\/ja\/wp-json\/wp\/v2\/tags?post=1070"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}