{"id":9023,"date":"2025-10-11T08:48:15","date_gmt":"2025-10-11T08:48:15","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=9023"},"modified":"2025-10-11T08:48:15","modified_gmt":"2025-10-11T08:48:15","slug":"ai%e3%82%a8%e3%83%bc%e3%82%b8%e3%82%a7%e3%83%b3%e3%83%88%e3%81%ab%e3%81%8a%e3%81%91%e3%82%8b%e3%82%b3%e3%83%b3%e3%83%86%e3%82%ad%e3%82%b9%e3%83%88%e5%9c%a7%e7%b8%ae%e6%89%8b%e6%b3%95%e3%81%ae%e8%a9%95","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/9023\/","title":{"rendered":"AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u304a\u3051\u308b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u5727\u7e2e\u624b\u6cd5\u306e\u8a55\u4fa1 (AI Shift\u30a4\u30f3\u30bf\u30fc\u30f3\u4f53\u9a13\u8a18) | \u682a\u5f0f\u4f1a\u793eAI Shift"},"content":{"rendered":"\n<\/p>\n<div>\n<p>\u3053\u3093\u306b\u3061\u306f\uff01\u7b51\u6ce2\u5927\u5b66\u4fee\u58eb1\u5e74\u306e\u6731 \u535a\u7444 (<a target=\"_blank\" href=\"https:\/\/x.com\/15sen3haku\">@15sen3haku<\/a>)\u3067\u3059\u3002<br \/>7\u6708~9\u6708\u306e\u7d043\u30f6\u6708\u9593\u3001AI Shift\/\u30b5\u30a4\u30d0\u30fc\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u3066\u3001\u30df\u30c3\u30b7\u30e7\u30f3\u578b\u30a4\u30f3\u30bf\u30fc\u30f3\u306b\u53c2\u52a0\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3057\u305f\u3002<br \/>\u5927\u5b66\u3067\u306f\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u95a2\u3059\u308b\u7814\u7a76\u3092\u3057\u3066\u304a\u308a\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u793e\u4f1a\u5b9f\u88c5\u3084\u3001\u3072\u3044\u3066\u306f\u3082\u3063\u3068\u5e83\u3044\u7bc4\u56f2\u3067\u306eAI\u306e\u793e\u4f1a\u5b9f\u88c5\u3092\u4f53\u611f\u3057\u305f\u3044\u3068\u3044\u3046\u601d\u3044\u304b\u3089\u3001\u4eca\u56de\u306e\u30a4\u30f3\u30bf\u30fc\u30f3\u306b\u53c2\u52a0\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001\u4eca\u56de\u306e\u30a4\u30f3\u30bf\u30fc\u30f3\u306b\u3066\u53d6\u308a\u7d44\u3093\u3060\u5185\u5bb9\u3092\u7d39\u4ecb\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3059\uff01<\/p>\n<h2 class=\"wp-block-heading\">\u30bf\u30b9\u30af: AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u304a\u3051\u308b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u5727\u7e2e\u306b\u3064\u3044\u3066<\/h2>\n<h3 class=\"wp-block-heading\">\u6982\u8981\u3068\u80cc\u666f<\/h3>\n<p>AI Shift \u304c\u958b\u767a\u30fb\u63d0\u4f9b\u3057\u3066\u3044\u308b <a target=\"_blank\" href=\"https:\/\/www.aiworker.jp\/\">AI Worker<\/a> \u306f\u3001\u4f01\u696d\u304c\u72ec\u81ea\u306b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u8a2d\u8a08\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u69cb\u7bc9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002<\/p>\n<p>AI Worker \u3067\u306f\u5916\u90e8\u304b\u3089\u60c5\u5831\u3092\u53d6\u5f97\u3059\u308b\u69d8\u3005\u306a\u6a5f\u80fd\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3057\u304b\u3057\u306a\u304c\u3089\u3001web\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u306a\u3069\u3092\u4f8b\u306b\u3068\u308b\u3068\u30011\u56de\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u3067\u6570\u4e07\u30c8\u30fc\u30af\u30f3\u3082\u306e\u60c5\u5831\u3092\u53d6\u5f97\u3057\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u5165\u529b\u3057\u3066\u3057\u307e\u3046\u306a\u3069\u3001\u904e\u5270\u306a\u60c5\u5831\u91cf\u3068\u306a\u3063\u3066\u3057\u307e\u3046\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u3088\u3046\u306b\u5165\u529b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u304c\u5897\u5927\u3059\u308b\u3068\u3001\u30b3\u30b9\u30c8\u5897\u30fb\u5fdc\u7b54\u54c1\u8cea\/\u901f\u5ea6\u4f4e\u4e0b\u30fb\u5165\u529b\u53ef\u80fd\u306a\u6587\u8108\u9577\u4e0a\u9650\u3092\u8d85\u904e\u3057\u3066\u3057\u307e\u3046\u3001\u3068\u3044\u3063\u305f\u554f\u984c\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u3001<strong>\u5fc5\u8981\u306a\u60c5\u5831\u3092\u640d\u306a\u308f\u305a\u306b\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u5165\u529b\u3059\u308b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u4e0a\u624b\u3044\u5177\u5408\u306b\u5727\u7e2e\u3059\u308b\u624b\u6cd5\u304c\u5fc5\u8981<\/strong>\u3067\u3059\u3002<\/p>\n<p>\u305d\u3053\u3067\u672c\u30bf\u30b9\u30af\u3067\u306f\u3001<strong>\u6027\u80fd\u306e\u9ad8\u3044\u5727\u7e2e\u624b\u6cd5\u3092AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u4e00\u90e8\u306b\u5c0e\u5165\u3059\u308b\u3053\u3068<\/strong>\u3092\u76ee\u7684\u306b\u3001<strong>\u30af\u30a8\u30ea\u306b\u5fdc\u3058\u305f\u5727\u7e2e\u306e\u6027\u80fd\u304c\u9ad8\u3044\u624b\u6cd5\u306f\u3069\u308c\u304b<\/strong>\u6bd4\u8f03\u691c\u8a3c\u3092\u884c\u3044\u307e\u3057\u305f\u3002<\/p>\n<p>\u5177\u4f53\u7684\u306b\u306f\u3001\u30af\u30a8\u30ea\u5fd7\u5411\u578b\u306e\u9577\u6587\u8108\u8981\u7d04\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7528\u3044\u3066\u3001\u8907\u6570\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u5727\u7e2e\u624b\u6cd5\u3092\u5b9a\u91cf\u30fb\u5b9a\u6027\u7684\u306b\u8a55\u4fa1\u3057\u307e\u3057\u305f\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.ai-shift.co.jp\/wp-content\/uploads\/2025\/09\/0fa5eaa76ec515470083da37cc467f5c-1.png\" alt=\"\" class=\"wp-image-6233\"\/><\/figure>\n<h3 class=\"wp-block-heading\">\u5b9f\u9a13\u624b\u6cd5<\/h3>\n<p>\u8fd1\u5e74\u3001\u591a\u304f\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u5727\u7e2e\u624b\u6cd5\u304c\u63d0\u6848\u3055\u308c\u3064\u3064\u3042\u308a\u307e\u3059\u3002NAACL 2025\u3067\u767a\u8868\u3055\u308c\u305f\u30b5\u30fc\u30d9\u30a4\u8ad6\u6587<sup>[1]<\/sup>\u3067\u306f\u3001\u30cf\u30fc\u30c9\u30d7\u30ed\u30f3\u30d7\u30c8\u624b\u6cd5\u3068\u30bd\u30d5\u30c8\u30d7\u30ed\u30f3\u30d7\u30c8\u624b\u6cd5\u3068\u3044\u3046\u3088\u3046\u306b\u3001\u5927\u304d\u304f2\u7a2e\u985e\u306e\u624b\u6cd5\u306b\u5206\u304b\u308c\u308b\u3068\u4e3b\u5f35\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"764\" height=\"904\" src=\"https:\/\/www.ai-shift.co.jp\/wp-content\/uploads\/2025\/09\/image-6.png\" alt=\"\" class=\"wp-image-6236\"\/><figcaption class=\"wp-element-caption\">&#8220;Prompt Compression for Large Language Models: A Survey&#8221;<sup>[1]<\/sup>\u3088\u308a\u5f15\u7528<\/figcaption><\/figure>\n<p>2\u7a2e\u985e\u306e\u624b\u6cd5\u305d\u308c\u305e\u308c\u306e\u7279\u5fb4\u3092\u7c21\u5358\u306b\u8aac\u660e\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u901a\u308a\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>\u30cf\u30fc\u30c9\u5727\u7e2e<\/strong>: \u5143\u306e\u6587\u7ae0\u306e\u8a00\u8449\u3092\u81ea\u7136\u8a00\u8a9e\u3068\u3057\u3066\u4fdd\u3063\u305f\u307e\u307e\u3001\u4e0d\u8981\u306a\u90e8\u5206\u3092\u524a\u308b\u5727\u7e2e\u624b\u6cd5<\/li>\n<li><strong>\u30bd\u30d5\u30c8\u5727\u7e2e<\/strong>: \u4eba\u9593\u3067\u306f\u306a\u304fLLM\u304c\u7406\u89e3\u3057\u3084\u3059\u3044\u3088\u3046\u306b\u3001\u5143\u306e\u81ea\u7136\u8a00\u8a9e\u3092\u4eba\u9593\u306b\u306f\u8aad\u3081\u306a\u3044\u7279\u6b8a\u306a\u30c8\u30fc\u30af\u30f3\u306b\u5909\u63db\u3059\u308b\u5727\u7e2e\u624b\u6cd5<\/li>\n<\/ul>\n<p>\u30bd\u30d5\u30c8\u5727\u7e2e\u306f\u81ea\u7136\u8a00\u8a9e\u3067\u306f\u306a\u304f\u7279\u6b8a\u306a\u30c8\u30fc\u30af\u30f3 (\u9023\u7d9a\u7684\u306a\u30d9\u30af\u30c8\u30eb) \u306b\u5909\u63db\u3059\u308b\u305f\u3081\u3001\u30cf\u30fc\u30c9\u5727\u7e2e\u3088\u308a\u3082\u9ad8\u3044\u5727\u7e2e\u7387\u3092\u5b9f\u73fe\u3057\u3084\u3059\u3044\u3068\u3044\u3046\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u3067\u3059\u304c\u3001\u672c\u30bf\u30b9\u30af\u3067\u306f\u5b9f\u5fdc\u7528\u3092\u60f3\u5b9a\u3057\u3001\u4e3b\u306b\u4e0b\u8a18\u306e2\u70b9\u304b\u3089<strong>\u30cf\u30fc\u30c9\u5727\u7e2e\u624b\u6cd5<\/strong>\u3092\u5b9f\u9a13\u624b\u6cd5\u3068\u3057\u3066\u63a1\u7528\u3057\u307e\u3057\u305f\u3002<\/p>\n<ul class=\"wp-block-list\">\n<li>\u751f\u6210\u5668\u306b\u3088\u308b\u6700\u7d42\u7684\u306a\u751f\u6210\u7d50\u679c\u306e\u307f\u306a\u3089\u305a\u3001\u5727\u7e2e\u5668\u304c\u51fa\u529b\u3057\u305f\u5727\u7e2e\u6e08\u307f\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3082\u3001\u4f55\u3089\u304b\u306e\u6a5f\u80fd\u3067\u4f7f\u7528\u3057\u5f97\u308b\u3053\u3068<\/li>\n<li>web\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u7b49\u3067\u53d6\u5f97\u3057\u305f\u60c5\u5831\u3082\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u51e6\u7406\u904e\u7a0b\u3068\u3057\u3066\u30e6\u30fc\u30b6\u306b\u53ef\u8996\u5316\u3055\u308c\u308b\u3053\u3068<\/li>\n<\/ul>\n<h4 class=\"wp-block-heading\">\u5b9f\u9a13\u3067\u4f7f\u7528\u3059\u308b3\u3064\u306e\u30a2\u30d7\u30ed\u30fc\u30c1<\/h4>\n<p>\u6b21\u306b\u3001\u672c\u5b9f\u9a13\u3067\u4f7f\u7528\u3059\u308b\u5727\u7e2e\u624b\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002\u4e0b\u8a18\u306e\u6982\u8981\u56f3\u306e\u3088\u3046\u306b\u3001\u4f7f\u7528\u3059\u308b\u5727\u7e2e\u624b\u6cd5\u306f<strong>LLM\u306b\u3088\u308b\u8981\u7d04<\/strong>\u3001<strong>\u30bb\u30f3\u30c6\u30f3\u30b9\u30d9\u30fc\u30b9\u3067\u306e\u5727\u7e2e\u624b\u6cd5<\/strong>\u3001<strong>\u30c8\u30fc\u30af\u30f3\u30d9\u30fc\u30b9\u3067\u306e\u5727\u7e2e\u624b\u6cd5<\/strong>\u306e\u3001\u5927\u304d\u304f3\u7a2e\u985e\u306b\u5206\u985e\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u3046\u3061\u3001\u300cLLM\u306b\u3088\u308b\u8981\u7d04\u300d\u306fClose\u306aLLM API\u3092\u4f7f\u7528\u3057\u305f\u624b\u6cd5\u3067\u3059\u304c\u3001\u30bb\u30f3\u30c6\u30f3\u30b9\u30d9\u30fc\u30b9\u3068\u30c8\u30fc\u30af\u30f3\u30d9\u30fc\u30b9\u306e2\u3064\u306b\u3064\u3044\u3066\u306f\u3001Open\u306a\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u305f\u624b\u6cd5\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1848\" height=\"828\" src=\"https:\/\/www.ai-shift.co.jp\/wp-content\/uploads\/2025\/09\/image-7.png\" alt=\"\" class=\"wp-image-6237\" srcset=\"https:\/\/www.ai-shift.co.jp\/wp-content\/uploads\/2025\/09\/image-7.png 1848w, https:\/\/www.ai-shift.co.jp\/wp-content\/uploads\/2025\/09\/image-7-1536x688.png 1536w\" sizes=\"auto, (max-width: 1848px) 100vw, 1848px\"\/><\/figure>\n<p>\u5177\u4f53\u7684\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u6bd4\u8f03\u3057\u307e\u3059\u3002\u5b9f\u9a13\u8a2d\u5b9a\u306e\u7ae0\u3067\u5f8c\u8ff0\u3057\u307e\u3059\u304c\u3001\u672c\u5b9f\u9a13\u3067\u306f\u65e5\u82f1\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u7528\u3059\u308b\u305f\u3081\u3001LongLLMLingua \u306e\u307f\u8a00\u8a9e\u306b\u3088\u3063\u3066\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u3092\u5207\u308a\u66ff\u3048\u3066\u3044\u307e\u3059\u3002<br \/>(\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u8aac\u660e\u306a\u3069\u3001\u5404\u624b\u6cd5\u306e\u8a73\u7d30\u306f\u672c\u7a3f\u3067\u306f\u89e6\u308c\u306a\u3044\u306e\u3067\u3001\u3054\u8208\u5473\u3092\u6301\u3063\u305f\u65b9\u306f\u5f15\u7528\u3088\u308a\u3054\u53c2\u7167\u304f\u3060\u3055\u3044\u3002)<\/p>\n<p><strong>LLM\u306b\u3088\u308b\u8981\u7d04\u306b\u3064\u3044\u3066<\/strong><\/p>\n<ul class=\"wp-block-list\">\n<li>gpt-4.1<\/li>\n<li>gpt-4.1-mini<\/li>\n<li>gemini-2.5-flash<\/li>\n<li>gemini-2.5-flash-lite<\/li>\n<\/ul>\n<p><strong>\u30bb\u30f3\u30c6\u30f3\u30b9\u30d9\u30fc\u30b9\u3067\u306e\u5727\u7e2e\u306b\u3064\u3044\u3066<\/strong><\/p>\n<p><span style=\"text-decoration: underline;\">CPC<sup>[2]<\/sup> large<\/span><br \/>\u2517 base model: Mistral-7B-Instruct-v0.2<\/p>\n<p><span style=\"text-decoration: underline;\">CPC small<br \/><\/span>\u2517 base model: Llama-3.2-1B-Instruct<\/p>\n<p><span style=\"text-decoration: underline;\">Provence<sup>[3]<\/sup><br \/><\/span>\u2517 base model: DeBERTa v3 reranker<\/p>\n<p><strong>\u30c8\u30fc\u30af\u30f3\u30d9\u30fc\u30b9\u3067\u306e\u5727\u7e2e\u306b\u3064\u3044\u3066<\/strong><\/p>\n<p><span style=\"text-decoration: underline;\">LongLLMLingua<sup>[4]<\/sup> large \u203b<br \/><\/span>\u2517 base model (ja): Llama-3.1-Swallow-8B-Instruct-v0.5<br \/>\u2517 base model (en): Llama-3.1-8B-Instruct<\/p>\n<p><span style=\"text-decoration: underline;\">LongLLMLingua small \u203b<br \/><\/span>\u2517 base model (ja): Gemma-2-Llama-Swallow-2b-it-v0.1<br \/>\u2517 base model (en): gemma-2-2b-it<\/p>\n<p><span style=\"text-decoration: underline;\">LLMLingua2<sup>[5]<\/sup> <br \/><\/span>\u2517 base model: xlm-roberta-large<br \/>\u2517 base model: bert-base-multilingual<\/p>\n<p>\u203b LongLLMLingua\u306f\u4efb\u610f\u306e base model\u3092\u9078\u629e\u53ef\u80fd\u306e\u305f\u3081\u3001\u65e5\u672c\u8a9e\u3067\u306f\u6771\u4eac\u79d1\u5b66\u5927\u306eSwallow\u30b7\u30ea\u30fc\u30ba\u304b\u3089\u63a1\u7528\u3001\u82f1\u8a9e\u3067\u306f\u305d\u308c\u3089\u306eSwallow\u30b7\u30ea\u30fc\u30ba\u306e\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u3092\u63a1\u7528<\/p>\n<h3 class=\"wp-block-heading\">\u5b9f\u9a13\u8a2d\u5b9a<\/h3>\n<h4 class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u3064\u3044\u3066<\/h4>\n<p>\u4eca\u56de\u4f7f\u7528\u3059\u308b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u306f\u3001SUnsET<sup>[6]<\/sup>\u3068\u3044\u3046\u3082\u306e\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u4eca\u56de\u306e\u554f\u984c\u8a2d\u5b9a\u306e\u90fd\u5408\u4e0a\u3001<strong>\u300c\u30af\u30a8\u30ea &#8211; \u30ed\u30f3\u30b0\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8 &#8211; \u30b5\u30de\u30ea<\/strong>\u300d\u306e3\u3064\u7d44\u304c\u63c3\u3063\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u7528\u3059\u308b\u5fc5\u8981\u304c\u3042\u3063\u305f\u305f\u3081\u3001\u63a1\u7528\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u307e\u305f\u3001SUnsET\u306f\u54f2\u5b66\u3084\u7269\u8a9e\u6587\u3084\u4e00\u822c\u7684\u306a\u793e\u8aac\u306a\u3069\u3001\u30c9\u30e1\u30a4\u30f3\u975e\u4f9d\u5b58\u306e\u5e83\u7bc4\u306a\u5185\u5bb9\u3067\u3042\u308b\u3053\u3068\u3082\u3001\u4eca\u56de\u306e\u554f\u984c\u8a2d\u5b9a\u306b\u9069\u3057\u3066\u3044\u308b\u3068\u8003\u3048\u307e\u3057\u305f\u3002<\/p>\n<p>\u30c7\u30fc\u30bf\u30b5\u30a4\u30ba\u3068\u5e73\u5747\u30c8\u30fc\u30af\u30f3\u9577\u306f\u3001\u4ee5\u4e0b\u306e\u901a\u308a\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul class=\"wp-block-list\">\n<li>\u30c7\u30fc\u30bf\u30b5\u30a4\u30ba\n<ul class=\"wp-block-list\">\n<li>\u30ed\u30f3\u30b0\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u7dcf\u6570: 2,352\u500b<\/li>\n<li>\u300c\u30af\u30a8\u30ea &#8211; \u30ed\u30f3\u30b0\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8 &#8211; \u30b5\u30de\u30ea\u300d\u306e\u30da\u30a2\u306e\u7dcf\u6570: 11,309\u500b<\/li>\n<\/ul>\n<\/li>\n<li>\u5e73\u5747\u30c8\u30fc\u30af\u30f3\u9577\n<ul class=\"wp-block-list\">\n<li>\u30af\u30a8\u30ea: 13.45<\/li>\n<li>\u30ed\u30f3\u30b0\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8: 3767.4<\/li>\n<li>\u30b5\u30de\u30ea: 226.5<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u306a\u304a\u672c\u5b9f\u9a13\u3067\u306f\u3001\u30ed\u30f3\u30b0\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u7dcf\u6570\u3092200\u4ef6\u3001\u300c\u30af\u30a8\u30ea &#8211; \u30ed\u30f3\u30b0\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8 &#8211; \u30b5\u30de\u30ea\u300d\u306e\u30da\u30a2\u306f963\u4ef6\u3068\u3057\u307e\u3057\u305f\u3002\u307e\u305f\u3001SUnsET\u306f\u5168\u3066\u82f1\u8a9e\u3067\u8a18\u8ff0\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u305f\u3081\u3001Gemini-2.5-pro\u3092\u4f7f\u7528\u3057\u3066\u65e5\u672c\u8a9e\u7ffb\u8a33\u3092\u65bd\u3057\u3001\u65e5\u82f1\u306e2\u3064\u306e\u8a00\u8a9e\u3067\u5b9f\u9a13\u3092\u884c\u3044\u307e\u3057\u305f\u3002<\/p>\n<h4 class=\"wp-block-heading\">\u8a55\u4fa1\u6307\u6a19\u306b\u3064\u3044\u3066<\/h4>\n<p>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u5727\u7e2e\u306e\u8a55\u4fa1\u6307\u6a19\u306b\u3064\u3044\u3066\u306f\u3001\u54c1\u8cea\u3068\u30ec\u30a4\u30c6\u30f3\u30b7\u306e2\u7a2e\u985e\u3092\u8a08\u6e2c\u3057\u307e\u3057\u305f\u3002\u5fc5\u8981\u306a\u60c5\u5831\u3092\u9069\u5207\u306b\u5727\u7e2e\u3057\u3066\u3082\u3089\u3046\u5fc5\u8981\u304c\u3042\u308b\u305f\u3081\u3001\u54c1\u8cea\u306e\u9ad8\u3055\u306f\u7121\u8ad6\u91cd\u8981\u3067\u3059\u304c\u3001\u5b9f\u904b\u7528\u3092\u60f3\u5b9a\u3059\u308b\u3068\u3001\u5727\u7e2e\u306b\u304b\u304b\u308b\u6642\u9593\u304c\u9045\u3059\u304e\u306a\u3044\u3053\u3068\u3082\u5927\u4e8b\u306a\u8981\u7d20\u3067\u3042\u308b\u3068\u8003\u3048\u307e\u3057\u305f\u3002<\/p>\n<p>1. \u54c1\u8cea\u306b\u3064\u3044\u3066<\/p>\n<p>\u4eca\u56de\u5b9f\u884c\u3059\u308b\u5727\u7e2e\u30bf\u30b9\u30af\u306f\u3001\u4e0d\u8981\u306a\u60c5\u5831\u3092\u524a\u308a\u3001\u5fc5\u8981\u306a\u5185\u5bb9\u3092\u9069\u5207\u306b\u6b8b\u3059\u3068\u3044\u3046\u5185\u5bb9\u3067\u3042\u308b\u305f\u3081\u3001\u5727\u7e2e\u5f8c\u306e\u5185\u5bb9\u3092\u610f\u5473\u7684\u306b\u8a55\u4fa1\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3068\u8003\u3048\u307e\u3057\u305f\u3002\u305d\u306e\u305f\u3081\u3001\u30b4\u30fc\u30eb\u30c9\u306e\u30b5\u30de\u30ea\u3092\u5229\u7528\u3057\u305f\u8868\u5c64\u7684\u306a\u8a55\u4fa1\u624b\u6cd5\u3067\u306a\u304f\u3001LLM-as-a-judge\u3092\u63a1\u7528\u3057\u307e\u3057\u305f\u3002\u8a55\u4fa1\u7528LLM\u306b\u306f\u3001Claude-Opus-4.1\u3092\u4f7f\u7528\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u5177\u4f53\u7684\u306b\u306f\u3001relevance \u3068 consistency (G-Eval<sup>[7]<\/sup>)\u3068\u3044\u30462\u3064\u306e\u6307\u6a19\u3092\u7528\u3044\u3066\u3001<strong>\u300c\u30af\u30a8\u30ea &#8211; \u30ed\u30f3\u30b0\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8 &#8211; \u5727\u7e2e\u7d50\u679c\u300d<\/strong>\u306e3\u3064\u7d44\u3092\u5165\u529b\u3068\u3057\u30015\u6bb5\u968e\u8a55\u4fa1\u3067LLM-as-a-judge\u3092\u884c\u3044\u307e\u3057\u305f\u3002\u305d\u308c\u305e\u308c\u306e\u8a55\u4fa1\u6307\u6a19\u306e\u30a4\u30e1\u30fc\u30b8\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<ul class=\"wp-block-list\">\n<li>relevance: \u9069\u5207\u3055\u3001\u95a2\u9023\u6027\u3001\u5727\u7e2e\u7d50\u679c\u304c\u30af\u30a8\u30ea\u3068\u30ed\u30f3\u30b0\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u5bfe\u3057\u7684\u3092\u5f97\u305f\u5185\u5bb9\u304b<\/li>\n<li>consistency: \u4e00\u8cab\u6027\u3001\u6574\u5408\u6027\u3001\u5727\u7e2e\u7d50\u679c\u304c\u30ed\u30f3\u30b0\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u5bfe\u3057\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3092\u8d77\u3053\u3057\u3066\u306a\u3044\u304b<\/li>\n<\/ul>\n<p>2. <strong>\u30ec\u30a4\u30c6\u30f3\u30b7<\/strong>\u306b\u3064\u3044\u3066<\/p>\n<p>1\u3064\u306e\u30c7\u30fc\u30bf\u306e\u5727\u7e2e\u306b\u8981\u3057\u305f\u6642\u9593 (sec.) \u3092\u8a08\u6e2c\u3057\u3001\u305d\u306e\u5e73\u5747\u6642\u9593\u3092\u7b97\u51fa\u3057\u307e\u3059\u3002\u306a\u304a\u3001LLM\u306b\u3088\u308b\u8981\u7d04\u306fGCP\u4e0a\u30671\u53f0\u306eCPU\u3092\u4f7f\u7528\u3057\u5b9f\u884c\u3057\u307e\u3057\u305f\u3002\u30bb\u30f3\u30c6\u30f3\u30b9\u30d9\u30fc\u30b9\u3068\u30c8\u30fc\u30af\u30f3\u30d9\u30fc\u30b9\u306f\u793e\u5185\u306eGPU\u74b0\u5883\u3092\u4f7f\u7528\u3057\u307e\u3057\u305f\u304c\u3001\u5177\u4f53\u7684\u306b\u4f7f\u7528\u3057\u305f\u74b0\u5883\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<ul class=\"wp-block-list\">\n<li>CPC: A100 1\u679a<\/li>\n<li>Provence: V100 1\u679a<\/li>\n<li>LongLLMLingua: A100 1\u679a<\/li>\n<li>LLMLingua2: V100 1\u679a<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">\u5b9f\u9a13\u7d50\u679c\u306e\u5b9a\u91cf\u8a55\u4fa1<\/h3>\n<p>\u5b9f\u9a13\u7d50\u679c\u306b\u3064\u3044\u3066\u3001\u7cbe\u5ea6\u2192\u30ec\u30a4\u30c6\u30f3\u30b7\u306e\u9806\u3067\u63d0\u793a\u3057\u307e\u3059\u3002<\/p>\n<p>1. <strong>\u7cbe\u5ea6<\/strong>\u306b\u3064\u3044\u3066<\/p>\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1044\" height=\"674\" src=\"https:\/\/www.ai-shift.co.jp\/wp-content\/uploads\/2025\/09\/21278c49a1a6ddb81bff5e1bdc02b247-1.png\" alt=\"\" class=\"wp-image-6240\"\/><\/figure>\n<ul class=\"wp-block-list\">\n<li>\u6982\u306d\u3001<strong>LLM\u306b\u3088\u308b\u8981\u7d04 &gt; \u5727\u7e2e\u306b\u7279\u5316\u3057\u305fSLM (+\u30bb\u30f3\u30c6\u30f3\u30b9\u30d9\u30fc\u30b9 &gt; \u30c8\u30fc\u30af\u30f3\u30d9\u30fc\u30b9\u306e\u50be\u5411)<\/strong>\u3068\u3044\u3046\u7d50\u679c\u3068\u306a\u308a\u307e\u3057\u305f\u3002\u4eca\u56de\u306e\u3088\u3046\u306a\u30ed\u30f3\u30b0\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u5727\u7e2e\u306b\u304a\u3044\u3066\u306f\u3001Open\u306aSLM\u3092\u5727\u7e2e\u306b\u7279\u5316\u3055\u305b\u305f\u5834\u5408\u3088\u308a\u3082\u3001Close\u3067\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u5927\u304d\u306aLLM\u3092\u4f7f\u7528\u3057\u305f\u65b9\u304c\u3001\u3088\u308a\u7cbe\u5ea6\u306e\u9ad8\u3044\u5727\u7e2e\u304c\u3067\u304d\u308b\u3001\u3068\u3044\u3046\u77e5\u898b\u304c\u5f97\u3089\u308c\u307e\u3057\u305f\u3002<\/li>\n<li>\u65e5\u672c\u8a9e\u3067\u306fCPC (small)\u3068LLMLingua2 (RoBERTa)\u304cLLM\u306b\u5339\u6575\u3057\u3001\u82f1\u8a9e\u3067\u306f\u30bb\u30f3\u30c6\u30f3\u30b9\u30d9\u30fc\u30b9\u306e3\u7a2e\u985e\u304c\u5168\u4f53\u7684\u306bLLM\u306b\u5339\u6575\u3059\u308b\u3001\u3068\u3044\u3046\u7d50\u679c\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/li>\n<li>\u65e5\u82f1\u5171\u306b\u3001\u30c8\u30fc\u30af\u30f3\u30d9\u30fc\u30b9\u306f\u5168\u4f53\u7684\u306b\u30b9\u30b3\u30a2\u304c\u4f4e\u3044\u3001\u3068\u3044\u3046\u7d50\u679c\u3068\u306a\u308a\u307e\u3057\u305f\u3002\u3053\u308c\u306f\u5f8c\u8ff0\u3057\u307e\u3059\u304c\u3001\u30c8\u30fc\u30af\u30f3\u30d9\u30fc\u30b9\u306e\u624b\u6cd5\u3067\u306f\u4e0d\u81ea\u7136\u306a\u5358\u8a9e\u306e\u533a\u5207\u308a\u306b\u3088\u308a\u3001\u610f\u5473\u304c\u307e\u3068\u3082\u306b\u901a\u3058\u306a\u3044\u5834\u5408\u304c\u591a\u304b\u3063\u305f\u3053\u3068\u304c\u539f\u56e0\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>\u7dcf\u62ec\u3059\u308b\u3068\u3001<strong>\u7cbe\u5ea6\u306b\u95a2\u3057\u3066\u306fLLM\u306b\u8981\u7d04\u3055\u305b\u308b\u624b\u6cd5\u304c\u6700\u5584\u3067\u3042\u308a\u3001\u304b\u3064OpenAI\u7cfb\u5217\u3068Gemini\u7cfb\u5217\u306e\u9593\u306b\u5927\u5dee\u306f\u7121\u3044<\/strong>\u3068\u3044\u3046\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>2. <strong>\u30ec\u30a4\u30c6\u30f3\u30b7<\/strong>\u306b\u3064\u3044\u3066<\/p>\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1042\" height=\"606\" src=\"https:\/\/www.ai-shift.co.jp\/wp-content\/uploads\/2025\/09\/image-9.png\" alt=\"\" class=\"wp-image-6241\"\/><\/figure>\n<ul class=\"wp-block-list\">\n<li>LLM\u306b\u3088\u308b\u8981\u7d04\u3068\u3001\u7279\u306bLongLLMLingua\u304c\u3001\u4ed6\u306e\u624b\u6cd5\u3088\u308a\u3082\u9045\u3044\u3068\u3044\u3046\u7d50\u679c\u306b\u306a\u308a\u307e\u3057\u305f\u3002<br \/>\u2192\u524d\u8005\u306f\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u898f\u6a21\u3084API\u306e\u901a\u4fe1\u3001\u5f8c\u8005\u306f2\u6bb5\u968e\u306e\u610f\u5473\u7684\u306a\u30d7\u30eb\u30fc\u30cb\u30f3\u30b0\u306e\u6642\u9593\u306e\u9577\u3055\u304c\u3001\u4e3b\u539f\u56e0\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/li>\n<li>LLM\u306b\u3088\u308b\u8981\u7d04\u3067\u306f\u3001\u6982\u306dOpenAI\u7cfb\u5217\u3088\u308a\u3082Gemini\u7cfb\u5217\u306e\u65b9\u304c\u30ec\u30b9\u30dd\u30f3\u30b9\u304c\u901f\u3044\u50be\u5411\u306b\u3042\u308a\u307e\u3057\u305f\u3002<\/li>\n<\/ul>\n<h5 class=\"wp-block-heading\">\u5727\u7e2e\u7d50\u679c\u306e\u4f8b<\/h5>\n<p>\u5b9f\u969b\u306e\u5727\u7e2e\u7d50\u679c\u306b\u3064\u3044\u3066\u3001\u629c\u7c8b\u3057\u305f\u4f8b\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1826\" height=\"654\" src=\"https:\/\/www.ai-shift.co.jp\/wp-content\/uploads\/2025\/09\/image-12.png\" alt=\"\" class=\"wp-image-6244\" srcset=\"https:\/\/www.ai-shift.co.jp\/wp-content\/uploads\/2025\/09\/image-12.png 1826w, https:\/\/www.ai-shift.co.jp\/wp-content\/uploads\/2025\/09\/image-12-1536x550.png 1536w\" sizes=\"auto, (max-width: 1826px) 100vw, 1826px\"\/><\/figure>\n<p>\u3053\u306e\u4f8b\u3092\u898b\u308b\u3068\u3001\u4e0a\u306e3\u3064\u306f\u30af\u30a8\u30ea\u306b\u5bfe\u3057\u3066\u9069\u5f53\u305d\u3046\u306a\u5185\u5bb9\u3092\u51fa\u529b\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u4e00\u756a\u4e0b\u306eLongLLMLingua\u306f\u5358\u8a9e\u306e\u533a\u5207\u308a\u304c\u4e0d\u81ea\u7136\u3067\u3001\u304b\u306a\u308a\u8aad\u89e3\u304c\u56f0\u96e3\u306a\u5185\u5bb9\u3092\u51fa\u529b\u3057\u3066\u304a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u306e\u50be\u5411\u306f\u82f1\u8a9e\u3067\u3082\u540c\u69d8\u3067\u3057\u305f\u3002<\/p>\n<h3 class=\"wp-block-heading\">\u30e6\u30fc\u30b6\u8996\u70b9\u3067\u306e\u5b9a\u6027\u8a55\u4fa1<\/h3>\n<h4 class=\"wp-block-heading\">\u6982\u8981<\/h4>\n<p>\u3053\u308c\u307e\u3067\u306e\u5b9f\u9a13\u3067\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u5727\u7e2e\u306e\u624b\u6cd5\u3092\u3001\u30af\u30a8\u30ea\u5fd7\u5411\u306e\u30ed\u30f3\u30b0\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u8981\u7d04\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u5b9a\u91cf\u8a55\u4fa1\u3057\u305f\u7d50\u679c\u304c\u51fa\u63c3\u3044\u307e\u3057\u305f\u3002<\/p>\n<p>\u3057\u304b\u3057\u5b9f\u904b\u7528\u3092\u8003\u3048\u308b\u3068\u3001\u5358\u306b &#8220;\u826f\u3044\u5727\u7e2e&#8221; \u304c\u3067\u304d\u308b\u3053\u3068\u306e\u307f\u306a\u3089\u305a\u3001\u5f8c\u6bb5\u306e\u30e6\u30fc\u30b6\u306b\u5bfe\u3059\u308b\u6700\u7d42\u51fa\u529b\u3082\u8003\u3048\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u305d\u3053\u3067\u3001\u5727\u7e2e\u306e\u5b9f\u9a13\u7d50\u679c\u3092\u8e0f\u307e\u3048\u3001<strong>\u751f\u6210\u5668\u306e\u51fa\u529b\u306b\u5bfe\u3059\u308b\u30e6\u30fc\u30b6\u8996\u70b9\u3067\u306e\u5b9a\u6027\u8a55\u4fa1<\/strong>\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u3068\u3057\u307e\u3057\u305f\u3002<\/p>\n<h4 class=\"wp-block-heading\">\u5b9a\u6027\u8a55\u4fa1\u306e\u624b\u6cd5<\/h4>\n<ul class=\"wp-block-list\">\n<li>\u6700\u7d42\u7684\u306a\u56de\u7b54\u306e\u751f\u6210\u5668\u306b\u306f\u3001gpt-5\u3092\u4f7f\u7528<\/li>\n<li>\u65e5\u672c\u8a9e\u306b\u7ffb\u8a33\u3057\u305f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u30928\u3064\u30e9\u30f3\u30c0\u30e0\u306b\u9078\u51fa<\/li>\n<li>1\u3064\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u7d10\u3065\u304f\u30af\u30a8\u30ea\u30923\u3064\u30e9\u30f3\u30c0\u30e0\u306b\u9078\u51fa<\/li>\n<li><strong>\u300c\u30af\u30a8\u30ea &#8211; \u30ed\u30f3\u30b0\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8 &#8211; gpt-5\u306e\u6700\u7d42\u56de\u7b54\u300d\u306e\u7d44\u307f<\/strong>\u30921\u30af\u30a8\u30ea\u3042\u305f\u308a5\u624b\u6cd5\u5206\u7528\u610f\uff08\u5727\u7e2e\u6a5f\u306f\u3001\u5148\u306e\u5b9a\u91cf\u8a55\u4fa1\u3092\u8e0f\u307e\u3048\u30d0\u30e9\u30f3\u30b9\u3088\u304f5\u3064\u9078\u51fa\uff09<br \/>1. SUnsET \u3067\u7528\u610f\u3055\u308c\u3066\u3044\u308b Gold \u30b5\u30de\u30ea<br \/>2. gpt-4.1-mini<br \/>3. gemini-2.5-flash<br \/>4. CPC(small)<br \/>5. LLMLingua2(RoBERTa)<\/li>\n<li>\u30a2\u30ce\u30c6\u30fc\u30bf\u3068\u3057\u3066\u5f0a\u793e\u306e\u6a5f\u68b0\u5b66\u7fd2\u30a8\u30f3\u30b8\u30cb\u30a212\u540d\u3067\u5b9f\u65bd<\/li>\n<li>1\u30af\u30a8\u30ea\u306b\u5bfe\u5fdc\u3059\u308b5\u30bb\u30c3\u30c8\u306b\u5bfe\u3057\u30011\u4f4d~5\u4f4d\u3067\u9806\u4f4d\u3065\u3051\u3057\u3066\u3082\u3089\u3044\u3001\u30dc\u30eb\u30c0\u5f97\u70b9<sup>\u203b<\/sup>\u3092\u7b97\u51fa\n<ul class=\"wp-block-list\">\n<li><sup>\u203b<\/sup>\u7dda\u5f62\u7684\u306b<strong>\u201d\u9806\u4f4d\u306e\u826f\u3055=\u6570\u5024\u306e\u9ad8\u3055\u201d<\/strong>\u3068\u3059\u308b: 1\u4f4d=5\u70b9, 2\u4f4d=4\u70b9, \u2026, 5\u4f4d=1\u70b9<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4 class=\"wp-block-heading\">\u5b9a\u6027\u8a55\u4fa1\u306e\u7d50\u679c<\/h4>\n<p>\u4ee5\u4e0b\u306e\u8868\u304c\u3001\u5b9a\u6027\u8a55\u4fa1\u306b\u3088\u308b\u30dc\u30eb\u30c0\u5f97\u70b9\u306e\u7d50\u679c\u306e\u307e\u3068\u3081\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"742\" src=\"https:\/\/www.ai-shift.co.jp\/wp-content\/uploads\/2025\/09\/image-8.png\" alt=\"\" class=\"wp-image-6238\"\/><\/figure>\n<ul class=\"wp-block-list\">\n<li>\u4f8b\u3048\u3070\u3001gpt-4.1-mini \u306e\u30b9\u30b3\u30a2\u304c LLMLingua2 (RoBERTa) \u3088\u308a\u4f4e\u304f\u51fa\u305f\u3053\u3068\u304b\u3089<strong>\u300c\u5727\u7e2e\u7d50\u679c\u306e\u826f\u3055\u306f\u3001\u5f8c\u6bb5\u306e\u751f\u6210\u5668\u306e\u51fa\u529b\u306b\u5bfe\u3059\u308b\u5b9a\u6027\u8a55\u4fa1\u306e\u826f\u3055\u3068\u76f8\u95a2\u3059\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u300d<\/strong>\u3068\u3044\u3046\u53ef\u80fd\u6027\u304c\u793a\u5506\u3055\u308c\u307e\u3057\u305f\u3002<\/li>\n<li>OpenAI \u7cfb\u5217\u306f\u3001\u5727\u7e2e\u306e\u5b9a\u91cf\u8a55\u4fa1\u3067\u306f\u6700\u3082\u826f\u3044\u30b9\u30b3\u30a2\u3067\u3057\u305f\u304c\u3001\u5f8c\u6bb5\u306e\u5b9a\u6027\u8a55\u4fa1\u3067\u306f3\u4f4d\u3068\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3057\u305f\u3002<\/li>\n<li>LLMLingua2 (\u30c8\u30fc\u30af\u30f3\u30d9\u30fc\u30b9\u4ee3\u8868\u3068\u3057\u3066\u63a1\u7528)\u306f\u3001\u5727\u7e2e\u5b9f\u9a13\u306e\u7cbe\u5ea6\u306e\u8a55\u4fa1\u306f\u4f4e\u3081\u3067\u3057\u305f\u304c\u3001\u4eca\u56de\u306e\u5b9a\u6027\u8a55\u4fa1\u3067\u306f1\u4f4d\u3068\u306a\u308a\u307e\u3057\u305f\u3002<\/li>\n<\/ul>\n<p>\u5b9a\u6027\u7d50\u679c\u3092\u7dcf\u62ec\u3059\u308b\u3068\u3001<strong>\u91cd\u8981\u306a\u30c8\u30fc\u30af\u30f3\u306e\u62bd\u51fa\u306e\u307f\u3067\u3082\u3001\u751f\u6210\u5668\u306b\u3068\u3063\u3066\u306f\u5341\u5206\u306a\u60c5\u5831\u91cf\u3068\u306a\u3063\u3066\u3044\u308b\u53ef\u80fd\u6027<\/strong>\u304c\u793a\u5506\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n<p>\u305f\u3060\u3057\u7559\u610f\u70b9\u3068\u3057\u3066\u3001\u4eca\u56de\u9078\u51fa\u3057\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u300c\u6587\u7ae0\u3068\u3057\u3066\u306e\u8aad\u89e3\u96e3\u6613\u5ea6\u304c\u305d\u3082\u305d\u3082\u9ad8\u3044\u300d\u3068\u3044\u3046\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002\u30a2\u30ce\u30c6\u30fc\u30bf\u304b\u3089\u3082\u6587\u7ae0\u8aad\u89e3\u306e\u96e3\u6613\u5ea6\u306b\u5bfe\u3059\u308b\u610f\u898b\u304c\u5b9f\u969b\u306b\u4e0a\u304c\u308a\u307e\u3057\u305f\u3002\u30dc\u30eb\u30c0\u5f97\u70b9\u306e\u5206\u5e03\u3082\u4f3c\u3066\u3044\u308b\u3053\u3068\u304b\u3089\u3001\u3053\u306e\u6570\u5024\u306e\u5dee\u304c\u6709\u610f\u304b\u3069\u3046\u304b\u306f\u8ffd\u691c\u8a3c\u306e\u5fc5\u8981\u304c\u3042\u308b\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2 class=\"wp-block-heading\">\u30bf\u30b9\u30af\u306e\u307e\u3068\u3081\u3068\u5c55\u671b<\/h2>\n<p>\u672c\u30bf\u30b9\u30af\u306b\u95a2\u3059\u308b\u5185\u5bb9\u306e\u6700\u5f8c\u3068\u3057\u3066\u3001\u307e\u3068\u3081\u3068\u4eca\u5f8c\u306e\u5c55\u671b\u3092\u8a18\u3057\u307e\u3059\u3002<\/p>\n<ul class=\"wp-block-list\">\n<li>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u4ee3\u8868\u3068\u3057\u305f LLM \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u300c\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u91cf\u306e\u5897\u5927\u306b\u3088\u308b\u30b3\u30b9\u30c8\u5897\u30fb\u5fdc\u7b54\u306e\u7cbe\u5ea6\/\u901f\u5ea6\u4f4e\u4e0b\u30fb\u6587\u8108\u9577\u4e0a\u9650\u8d85\u904e\u300d\u304c\u8ab2\u984c<\/li>\n<\/ul>\n<ul class=\"wp-block-list\">\n<li><strong>LLM\u306b\u3088\u308b\u8981\u7d04<\/strong>\u3001<strong>\u30bb\u30f3\u30c6\u30f3\u30b9\u30d9\u30fc\u30b9\u306e\u5727\u7e2e\u624b\u6cd5<\/strong>\u3001<strong>\u30c8\u30fc\u30af\u30f3\u30d9\u30fc\u30b9\u306e\u5727\u7e2e\u624b\u6cd5<\/strong> \u306e\u5927\u304d\u304f3\u7a2e\u985e\u306e\u624b\u6cd5\u3067\u5b9f\u9a13\u3092\u5b9f\u884c\n<ul class=\"wp-block-list\">\n<li>\u5727\u7e2e\u51fa\u529b\u306e LLM-as-a-judge \u306e\u7d50\u679c\u306f\u6b21\u306e\u901a\u308a: <strong>LLM\u8981\u7d04<\/strong> &gt; <strong>\u30bb\u30f3\u30c6\u30f3\u30b9\u30d9\u30fc\u30b9<\/strong> &gt; <strong>\u30c8\u30fc\u30af\u30f3\u30d9\u30fc\u30b9<\/strong><\/li>\n<\/ul>\n<\/li>\n<li>\u751f\u6210\u5668\u306b\u3088\u308b\u6700\u7d42\u7684\u306a\u51fa\u529b\u3092\u8a55\u4fa1\u5bfe\u8c61\u3068\u3057\u305f\u3001\u4eba\u624b\u306b\u3088\u308b\u5b9a\u6027\u8a55\u4fa1\u3082\u5b9f\u65bd\n<ul class=\"wp-block-list\">\n<li>SUnsET \u306e\u30b4\u30fc\u30eb\u30c9\u8981\u7d04\u306b\u52a0\u3048\u30014\u3064\u306e\u624b\u6cd5\u3092\u9078\u629e\u3057\u305f\u5408\u8a085\u3064\u306e\u5727\u7e2e\u6587\u3092\u305d\u308c\u305e\u308c\u5229\u7528\u3057\u3066\u3001\u30af\u30a8\u30ea\u306b\u5bfe\u3059\u308b\u6700\u7d42\u56de\u7b54\u3092\u751f\u6210<\/li>\n<li>\u793e\u5185\u306eAI\u30a8\u30f3\u30b8\u30cb\u30a212\u4eba\u304c\u30a2\u30ce\u30c6\u30fc\u30bf<\/li>\n<li>\u5b9a\u6027\u8a55\u4fa1\u306e\u7d50\u679c\u3001\u300c<strong>\u5727\u7e2e\u54c1\u8cea\u3068\u5f8c\u6bb5\u306e\u751f\u6210\u7d50\u679c\u306b\u5bfe\u3059\u308b\u5b9a\u6027\u8a55\u4fa1\u306f\u3001\u5fc5\u305a\u3057\u3082\u76f8\u95a2\u3057\u306a\u3044<\/strong>\u300d\u3053\u3068\u304c\u5206\u304b\u3063\u305f<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2 class=\"wp-block-heading\">YANS\u53c2\u52a0\u306b\u3064\u3044\u3066<\/h2>\n<p>\u4eca\u56de\u306e\u30bf\u30b9\u30af\u3067\u884c\u3063\u305f\u5185\u5bb9\u3092\u57fa\u306b\u3001YANS 2025 (\u7b2c20\u56de\u8a00\u8a9e\u51e6\u7406\u82e5\u624b\u30b7\u30f3\u30dd\u30b8\u30a6\u30e0) \u306b\u30dd\u30b9\u30bf\u30fc\u767a\u8868\u3067\u53c2\u52a0\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3057\u305f\uff01\u81ea\u5206\u306f9\/18, 19\u306e2\u65e5\u9593\u53c2\u52a0\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>AI Shift\u3068\u3057\u3066\u306e<a target=\"_blank\" href=\"https:\/\/www.ai-shift.co.jp\/techblog\/6212\">YANS\u53c2\u52a0\u5831\u544a\u306e\u8a18\u4e8b<\/a>\u3082\u4e0a\u304c\u3063\u3066\u3044\u308b\u306e\u3067\u3001\u662f\u975e\u3054\u89a7\u304f\u3060\u3055\u3044<br \/>(\u672c\u4ef6\u306e\u767a\u8868\u984c\u76ee\u306f\u53f3\u8a18\u306e\u901a\u308a\u3067\u3059: [S1-P49] AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u304a\u3051\u308b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u5727\u7e2e\u624b\u6cd5\u306e\u5b9a\u91cf\u7684\u6bd4\u8f03\u8a55\u4fa1)<\/p>\n<p>\u30dd\u30b9\u30bf\u30fc\u767a\u8868\u3067\u306f\u3001\u6709\u96e3\u3044\u3053\u3068\u306b\u591a\u304f\u306e\u65b9\u304c\u95a2\u5fc3\u3092\u5bc4\u305b\u3066\u304f\u3060\u3055\u308a\u3001\u5b9f\u308a\u3042\u308b\u30c7\u30a3\u30b9\u30ab\u30c3\u30b7\u30e7\u30f3\u304c\u3067\u304d\u307e\u3057\u305f\u3002\u7279\u306b\u4f01\u696d\u306e\u65b9\u304c\u591a\u304f\u898b\u306b\u6765\u3066\u304f\u3060\u3055\u3063\u305f\u3068\u3044\u3046\u3053\u3068\u3082\u3042\u308a\u3001\u6628\u4eca\u306eAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5b9f\u5fdc\u7528\u306b\u304a\u3051\u308b\u6d3b\u6cc1\u3092\u6539\u3081\u3066\u4f53\u611f\u3059\u308b\u6a5f\u4f1a\u3068\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u307e\u305f\u3001\u81ea\u5206\u81ea\u8eabYANS\u306f\u521d\u53c2\u52a0 (\u5b66\u4f1a\u53c2\u52a0\u81ea\u4f53\u306f2\u5ea6\u76ee) \u3068\u3044\u3046\u3053\u3068\u3082\u3042\u308a\u3001\u6570\u591a\u304f\u306eNLPer\u3084\u4ed6\u5206\u91ce\u306e\u65b9\u3005\u3068\u4ea4\u6d41\u304c\u3067\u304d\u3001\u3068\u3066\u3082\u5145\u5b9f\u3057\u305f\u697d\u3057\u3044\u6642\u9593\u3068\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<h2 class=\"wp-block-heading\">\u611f\u60f3<\/h2>\n<p>\u6539\u3081\u3066\u306b\u306a\u308a\u307e\u3059\u304c\u3001AI Shift\u30673\u30f6\u6708\u9593\u30a4\u30f3\u30bf\u30fc\u30f3\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u3001\u672c\u5f53\u306b\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3057\u305f\uff01<\/p>\n<p>\u793e\u54e1\u306e\u7686\u69d8\u5168\u4f53\u304c\u672c\u5f53\u306b\u3042\u305f\u305f\u304b\u304f\u3001\u6700\u9ad8\u306e\u74b0\u5883\u3067\u30a4\u30f3\u30bf\u30fc\u30f3\u3055\u305b\u3066\u3044\u305f\u3060\u304f\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u30023\u30f6\u6708\u9593\u3001\u672c\u5f53\u306b\u3042\u3063\u3068\u3044\u3046\u9593\u3060\u3063\u305f\u3068\u611f\u3058\u307e\u3059\u3002<\/p>\n<p>\u30bf\u30b9\u30af\u306b\u95a2\u3059\u308b\u3053\u3068\u3084 ML\/DS (\u6a5f\u68b0\u5b66\u7fd2\u30a8\u30f3\u30b8\u30cb\u30a2\/\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8) \u3068\u3057\u3066\u306e\u6280\u8853\u7684\u306a\u9762\u306e\u307f\u306a\u3089\u305a\u3001\u4f01\u696d\u306e\u4e00\u54e1\u3068\u3057\u3066\u4fa1\u5024\u3092\u63d0\u4f9b\u3057\u3066\u3044\u304f\u3053\u3068\u3084\u3001\u4f01\u696d\u3068\u3044\u3046\u5834\u306b\u304a\u3051\u308b\u9069\u5207\u306a\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u4ed5\u65b9\u306a\u3069\u3001\u30bd\u30d5\u30c8\u30b9\u30ad\u30eb\u306e\u9762\u3067\u3082\u591a\u304f\u306e\u3053\u3068\u3092\u5b66\u3070\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3057\u305f\u3002AI Shift\u306e\u7686\u69d8\u306e\u304a\u304b\u3052\u3067\u3001\u5727\u5012\u7684\u306a\u6210\u9577\u304c\u3067\u304d\u305f\u3068\u601d\u3044\u307e\u3059\uff01<\/p>\n<p>\u4ed6\u306b\u3082\u3001YANS\u53c2\u52a0\u30fb\u8af8\u3005\u306e\u30a4\u30d9\u30f3\u30c8\u53c2\u52a0\u30fb\u69d8\u3005\u306a\u65b9\u3068\u306e\u30e9\u30f3\u30c1\u3092\u901a\u3058\u3066\u3001ML\/DS \u3068\u3044\u3046\u8077\u7a2e\u306b\u5bfe\u3059\u308b\u89e3\u50cf\u5ea6\u304c\u9ad8\u307e\u3063\u305f\u308a\u3001\u4eca\u5f8c\u50cd\u304f\u306b\u3042\u305f\u3063\u3066\u306e\u81ea\u5206\u306e\u8ef8\u304c\u3088\u308a\u5b9a\u307e\u3063\u305f\u3088\u3046\u306a\u611f\u899a\u304c\u3042\u308a\u3001\u305d\u3046\u3057\u305f\u4eba\u3068\u306e\u4ea4\u6d41\u3068\u3044\u3046\u89b3\u70b9\u3067\u3082\u3001\u5927\u5909\u8cb4\u91cd\u3067\u5145\u5b9f\u3057\u305f\u6642\u9593\u3092\u904e\u3054\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u3068\u306b\u304b\u304f\u3001\u6539\u3081\u307e\u3057\u30663\u30f6\u6708\u9593\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3057\u305f\uff01<\/p>\n<h2 class=\"wp-block-heading\">\u5f15\u7528<\/h2>\n[1] Li, Zongqian, et al. &#8220;Prompt Compression for Large Language Models: A Survey.&#8221; <em>Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers)<\/em>, Association for Computational Linguistics, 2025, pp. 7182-95.<br \/>[2] Liskavets, Barys, et al. &#8220;Prompt compression with context-aware sentence encoding for fast and improved llm inference.&#8221; <em>Proceedings of the AAAI Conference on Artificial Intelligence<\/em>. Vol. 39. No. 23. 2025.<br \/>[3] Nadezhda Chirkova, Thibault Formal, Vassilina Nikoulina, and St\u00e9phane CLINCHANT. 2025. &#8220;Provence: efficient and robust context pruning for retrieval-augmented generation.&#8221; In The Thirteenth International Conference on Learning Representations.<br \/>[4] Jiang, Huiqiang, et al. &#8220;LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression.&#8221; <em>Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)<\/em>, Association for Computational Linguistics, 2024, pp. 1658-77.<br \/>[5] Pan, Zhuoshi, et al. &#8220;LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression.&#8221; <em>Findings of the Association for Computational Linguistics: ACL 2024<\/em>, Association for Computational Linguistics, 2024, pp. 963-81.<br \/>[6] Wright, Dustin, et al. &#8220;Unstructured Evidence Attribution for Long Context Query Focused Summarization.&#8221; <em>arXiv<\/em>, 14 Feb. 2025, arxiv.org\/abs\/2502.14409.<br \/>(Dataset page: <a target=\"_blank\" href=\"https:\/\/huggingface.co\/datasets\/dwright37\/SUnsET\">https:\/\/huggingface.co\/datasets\/dwright37\/SUnsET<\/a>)<br \/>[7] Liu, Yang, et al. &#8220;G-Eval: NLG Evaluation Using GPT-4 with Better Human Alignment.&#8221; <em>Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing<\/em>, Association for Computational Linguistics, 2023, pp. 2511-22.<\/p>\n<\/p><\/div>\n\n<br \/><a href=\"https:\/\/www.ai-shift.co.jp\/techblog\/6230\">\u5143\u306e\u8a18\u4e8b\u3092\u78ba\u8a8d\u3059\u308b <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"\u3053\u3093\u306b\u3061\u306f\uff01\u7b51\u6ce2\u5927\u5b66\u4fee\u58eb1\u5e74\u306e\u6731 \u535a\u7444 (@15sen3haku)\u3067\u3059\u30027\u6708~9\u6708\u306e\u7d043\u30f6\u6708\u9593\u3001AI Shift\/\u30b5\u30a4\u30d0\u30fc\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u3066\u3001\u30df\u30c3\u30b7\u30e7\u30f3\u578b\u30a4\u30f3\u30bf\u30fc\u30f3\u306b\u53c2\u52a0\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3057\u305f\u3002\u5927\u5b66\u3067\u306f\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u95a2\u3059\u308b\u7814 [&hellip;]","protected":false},"author":1,"featured_media":9024,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-9023","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-company-tec"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - 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