{"id":14144,"date":"2024-05-07T09:45:00","date_gmt":"2024-05-07T09:45:00","guid":{"rendered":"https:\/\/megagon.ai\/human-llm-collab-annote-thru-llm-labels\/"},"modified":"2025-10-02T19:42:50","modified_gmt":"2025-10-02T19:42:50","slug":"human-llm-collab-annote-thru-llm-labels","status":"publish","type":"post","link":"https:\/\/megagon.ai\/jp\/human-llm-collab-annote-thru-llm-labels\/","title":{"rendered":"LLM\u30e9\u30d9\u30eb\u306e\u52b9\u679c\u7684\u306a\u691c\u8a3c\u306b\u3088\u308b\u4eba\u9593\u3068LLM\u306e\u5354\u50cd\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3"},"content":{"rendered":"<p>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u304c\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u30bf\u30b9\u30af\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3057\u305f\u3053\u3068\u306f\u3001\u975e\u5e38\u306b\u8208\u5473\u6df1\u3044\u4e8b\u5b9f\u3067\u3059\u3002\u305d\u306e\u6027\u80fd\u306f\u975e\u5e38\u306b\u512a\u308c\u3066\u304a\u308a\u3001\u30c7\u30fc\u30bf\u306e\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u4eba\u9593\u3088\u308a\u3082\u8fc5\u901f\u304b\u3064\u4f4e\u30b3\u30b9\u30c8\u3067\u5b9f\u884c\u3067\u304d\u308b\u53ef\u80fd\u6027\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001LLM\u306f\u6642\u306b\u8aa4\u308a\u3092\u72af\u3057\u307e\u3059\u3002\u7279\u306b\u3001\u5165\u529b\u304c\u8907\u96d1\u3067\u3042\u3063\u305f\u308a\u3001\u30bf\u30b9\u30af\u304c\u7279\u5b9a\u306e\u30c9\u30e1\u30a4\u30f3\u306b\u4f9d\u5b58\u3057\u3066\u3044\u305f\u308a\u3059\u308b\u5834\u5408\u306b\u3001\u8aa4\u3063\u305f\u30e9\u30d9\u30eb\u3092\u751f\u6210\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u3055\u3089\u306b\u3001LLM\u306b\u3088\u3063\u3066\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u30d0\u30a4\u30a2\u30b9\u304c\u5c0e\u5165\u3055\u308c\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002<br \/>\u3067\u306f\u3001\u3053\u306e\u554f\u984c\u3092\u3069\u306e\u3088\u3046\u306b\u89e3\u6c7a\u3059\u308c\u3070\u3088\u3044\u306e\u3067\u3057\u3087\u3046\u304b\uff1f\u7b54\u3048\u306f\u5354\u50cd\uff08\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\uff09\u3067\u3059\u3002LLM\u304c\u4eba\u9593\u306e\u30a2\u30ce\u30c6\u30fc\u30bf\u30fc\u306b\u53d6\u3063\u3066\u4ee3\u308f\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u4e21\u8005\u306e\u5f37\u307f\u3092\u6d3b\u304b\u3057\u3066\u3001\u3088\u308a\u6b63\u78ba\u3067\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u53d6\u5f97\u3059\u308b\u3053\u3068\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001\u30c7\u30fc\u30bf\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3044\u3066LLM\u3092\u5354\u50cd\u8005\u3068\u3057\u3066\u52b9\u679c\u7684\u306b\u6d3b\u7528\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<h2>\u4eba\u9593\u3068LLM\u306e\u5354\u50cd\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/h2>\n<p>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"512\" height=\"229\" src=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/fig1.png\" alt=\"\" srcset=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/fig1.png 512w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/fig1-300x134.png 300w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n<p>\u56f31: \uff08\u5de6\uff09\u4eba\u9593\u3068LLM\u306e\u5354\u50cd\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3002\uff08\u53f3\uff09\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u5404\u30b9\u30c6\u30c3\u30d7\u306b\u304a\u3051\u308b\u5165\u529b\u3068\u51fa\u529b\u3002<br \/>\u30b9\u30c6\u30c3\u30d71: LLM\u304c\u30e9\u30d9\u30eb\u3092\u4e88\u6e2c\u3057\u3001\u8aac\u660e\u3092\u751f\u6210\u3059\u308b\u3002<br \/>\u30b9\u30c6\u30c3\u30d72: \u691c\u8a3c\u30e2\u30c7\u30eb\uff08Verifier\uff09\u304cLLM\u306e\u30e9\u30d9\u30eb\u3068\u8aac\u660e\u3092\u8a55\u4fa1\u3059\u308b\u3002<br \/>\u30b9\u30c6\u30c3\u30d73: \u691c\u8a3c\u30b9\u30b3\u30a2\u304c\u6700\u3082\u4f4e\u3044\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u3001\u4eba\u9593\u306e\u30a2\u30ce\u30c6\u30fc\u30bf\u30fc\u304c\u518d\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3059\u308b\u3002<\/p>\n<p>\u79c1\u305f\u3061\u306f\u3001\u30c7\u30fc\u30bf\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u6b63\u78ba\u6027\u3068\u4fe1\u983c\u6027\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306e\u591a\u6bb5\u968e\u306e\u4eba\u9593-LLM\u5354\u50cd\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u6848\u3057\u307e\u3059\u3002\u307e\u305a\u3001LLM\u304c\u30e9\u30d9\u30eb\u3092\u4e88\u6e2c\u3057\u3001\u8aac\u660e\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u6b21\u306b\u3001\u8a13\u7df4\u3055\u308c\u305f\u691c\u8a3c\u30e2\u30c7\u30eb\uff08Verifier\uff09\u304cLLM\u306e\u30e9\u30d9\u30eb\u3068\u8aac\u660e\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002\u6700\u5f8c\u306b\u3001\u691c\u8a3c\u30b9\u30b3\u30a2\u304c\u6700\u3082\u4f4e\u3044\u30e9\u30d9\u30eb\u306e\u4e00\u90e8\u3092\u4eba\u9593\u306e\u30a2\u30ce\u30c6\u30fc\u30bf\u30fc\u304c\u518d\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u91cd\u8981\u306a\u7279\u5fb4\u306f\u3001LLM\u306e\u81ea\u5df1\u8aac\u660e\u6a5f\u80fd\u3092\u6d3b\u7528\u3057\u3066\u30e9\u30d9\u30ea\u30f3\u30b0\u306e\u6c7a\u5b9a\u30d7\u30ed\u30bb\u30b9\u3092\u660e\u793a\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u30b9\u30c6\u30c3\u30d72\u3067\u306f\u3001LLM\u304c\u751f\u6210\u3057\u305f\u8aac\u660e\u304c\u3001LLM\u306e\u63a8\u8ad6\u30d7\u30ed\u30bb\u30b9\u306b\u95a2\u3059\u308b\u8ffd\u52a0\u60c5\u5831\u3092\u63d0\u4f9b\u3057\u3001\u691c\u8a3c\u30e2\u30c7\u30eb\u306e\u8a55\u4fa1\u7cbe\u5ea6\u5411\u4e0a\u306b\u5bc4\u4e0e\u3057\u307e\u3059 [<a href=\"https:\/\/aclanthology.org\/2022.findings-naacl.31\/\">Marasovic et al., 2022<\/a>]\u3002\u307e\u305f\u3001\u30b9\u30c6\u30c3\u30d73\u3067\u306f\u3001LLM\u306e\u8aac\u660e\u304c\u4eba\u9593\u306e\u30a2\u30ce\u30c6\u30fc\u30bf\u30fc\u306b\u3068\u3063\u3066\u88dc\u52a9\u7684\u306a\u60c5\u5831\u3068\u306a\u308a\u3001LLM\u3092\u5354\u50cd\u8005\u3068\u3057\u3066\u4fe1\u983c\u3059\u308b\u624b\u52a9\u3051\u3068\u306a\u308a\u307e\u3059 [<a href=\"https:\/\/dl.acm.org\/doi\/full\/10.1145\/3544548.3581366\">Wang et al., 2023<\/a>]\u3002<\/p>\n<p>\u3053\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u304a\u3051\u308b\u52b9\u679c\u7684\u306a\u5354\u50cd\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u3001\u79c1\u305f\u3061\u306fCHI 2024\u306e\u8ad6\u6587\u3067\u4ee5\u4e0b\u306e2\u3064\u306e\u7814\u7a76\u8ab2\u984c\u3092\u63a2\u6c42\u3057\u307e\u3057\u305f\u3002<\/p>\n<ul>\n<li>RQ1: \u5165\u529b\u30c7\u30fc\u30bf\u3001LLM\u306e\u30e9\u30d9\u30eb\u3001\u304a\u3088\u3073LLM\u306e\u8aac\u660e\u3092\u6d3b\u7528\u3057\u3066\u3001LLM\u306e\u30e9\u30d9\u30eb\u3092\u3069\u306e\u3088\u3046\u306b\u691c\u8a3c\u3067\u304d\u308b\u304b\uff1f<\/li>\n<li>RQ2: LLM\u304c\u751f\u6210\u3057\u305f\u30e9\u30d9\u30eb\u3068\u8aac\u660e\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001\u4eba\u9593\u306e\u518d\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u3069\u306e\u3088\u3046\u306b\u5f71\u97ff\u3092\u53d7\u3051\u308b\u304b\uff1f<\/li>\n<\/ul>\n<p>\u4ee5\u4e0b\u3067\u306f\u3001\u3053\u308c\u3089\u306e\u7814\u7a76\u8ab2\u984c\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<h2>\u691c\u8a3c\u30e2\u30c7\u30eb: \u5b9f\u9a13\u3068\u7d50\u679c<\/h2>\n<p>\u79c1\u305f\u3061\u306f\u3001LLM\u304c\u751f\u6210\u3057\u305f\u30e9\u30d9\u30eb\u306b\u30b9\u30b3\u30a2\u3092\u5272\u308a\u5f53\u3066\u308b\u691c\u8a3c\u30e2\u30c7\u30eb\uff08Verifier\uff09\u3092\u958b\u767a\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u30b9\u30b3\u30a2\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u8aa4\u3063\u3066\u3044\u308b\u53ef\u80fd\u6027\u306e\u3042\u308b\u30e9\u30d9\u30eb\u3092\u7279\u5b9a\u3057\u3001\u4eba\u9593\u304c\u3059\u3067\u306b\u6b63\u3057\u3044\u30e9\u30d9\u30eb\u3092\u518d\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3059\u308b\u624b\u9593\u3092\u7701\u304f\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>LLM\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u30b5\u30f3\u30d7\u30eb\u3092\u5165\u529b\u3068\u3057\u3066\u53d7\u3051\u53d6\u308a\u3001\u30e9\u30d9\u30eb\u3068\u8aac\u660e\u3092\u51fa\u529b\u3057\u307e\u3059\u3002\u79c1\u305f\u3061\u306f\u3001\u3053\u306eLLM\u306b\u3088\u308b\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u30d7\u30ed\u30bb\u30b9\u306b\u304a\u3044\u3066\u3001\u5165\u529b\u30c7\u30fc\u30bf\u3001\u30e9\u30d9\u30eb\u3001\u8aac\u660e\u306e3\u3064\u306e\u5074\u9762\u304b\u3089\u7279\u5fb4\u3092\u53ce\u96c6\u3057\u307e\u3057\u305f\u3002\u6700\u7d42\u7684\u306b\u300170\u500b\u306e\u5165\u529b\u7279\u5fb4\uff08\u4f8b: \u30c6\u30ad\u30b9\u30c8\u306e\u4e00\u8cab\u6027\u3001\u30d1\u30fc\u30d7\u30ec\u30ad\u30b7\u30c6\u30a3\u3001\u53ef\u8aad\u6027\u306a\u3069\uff09\u30017\u500b\u306e\u30e9\u30d9\u30eb\u7279\u5fb4\uff08\u4f8b: \u30ed\u30b8\u30c3\u30c8\u3001\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\uff09\u300173\u500b\u306e\u8aac\u660e\u7279\u5fb4\uff08\u4f8b: \u8aac\u660e\u306e\u5341\u5206\u6027\u3001\u30b7\u30df\u30e5\u30e9\u30d3\u30ea\u30c6\u30a3\uff09\u3092\u62bd\u51fa\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7528\u3044\u305f\u5b9f\u9a13\u3092\u884c\u3063\u305f\u7d50\u679c\u3001\u79c1\u305f\u3061\u306e\u691c\u8a3c\u30e2\u30c7\u30eb\u306f\u3001LLM\u306e\u4e0d\u78ba\u5b9f\u6027\u3092\u63a8\u5b9a\u3059\u308b\u305f\u3081\u306b\u5e83\u304f\u7528\u3044\u3089\u308c\u3066\u3044\u308b\u30ed\u30b8\u30c3\u30c8\u30d9\u30fc\u30b9\u306e\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u624b\u6cd5\u3088\u308a\u3082\u3001\u8aa4\u3063\u305fLLM\u30e9\u30d9\u30eb\u3092\u3088\u308a\u9069\u5207\u306b\u7279\u5b9a\u3067\u304d\u308b\u3053\u3068\u304c\u78ba\u8a8d\u3055\u308c\u307e\u3057\u305f\u3002\u3053\u308c\u306f\u3001\u5165\u529b\u30c7\u30fc\u30bf\u3084\u8aac\u660e\u304b\u3089\u5f97\u3089\u308c\u308b\u8ffd\u52a0\u306e\u30b7\u30b0\u30ca\u30eb\u304c\u3001\u8aa4\u3063\u305fLLM\u30e9\u30d9\u30eb\u3092\u8b58\u5225\u3059\u308b\u4e0a\u3067\u6709\u7528\u3067\u3042\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"512\" height=\"507\" src=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/char-1_snli.png\" alt=\"\" srcset=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/char-1_snli.png 512w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/char-1_snli-300x297.png 300w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/char-1_snli-150x150.png 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n<p style=\"text-align: center;\">\u56f32: \u4e0b\u4f4d100\u3001200\u3001300\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306b\u304a\u3051\u308b\u691c\u8a3c\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6<\/p>\n<h2>\u4eba\u9593\u306b\u3088\u308b\u518d\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3: \u88ab\u9a13\u8005\u5b9f\u9a13\u3068\u7d50\u679c<\/h2>\n<p>\u518d\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u306f\u3001\u691c\u8a3c\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u9078\u629e\u3055\u308c\u305fLLM\u30e9\u30d9\u30eb\u306e\u4e00\u90e8\u3092\u4eba\u9593\u304c\u518d\u30e9\u30d9\u30ea\u30f3\u30b0\u3057\u307e\u3059\u3002<br \/>\u79c1\u305f\u3061\u306f\u3001\u4eba\u9593\u306e\u518d\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u6700\u9069\u306a\u6226\u7565\u3092\u7279\u5b9a\u3059\u308b\u305f\u3081\u306b\u88ab\u9a13\u8005\u5b9f\u9a13\u3092\u884c\u3044\u3001(1)LLM\u306e\u51fa\u529b\u3092\u4e00\u5207\u63d0\u793a\u3057\u306a\u3044\u3001(2)LLM\u304c\u751f\u6210\u3057\u305f\u30e9\u30d9\u30eb\u306e\u307f\u3092\u63d0\u793a\u3059\u308b\u3001(3)LLM\u304c\u751f\u6210\u3057\u305f\u30e9\u30d9\u30eb\u3068\u8aac\u660e\u306e\u4e21\u65b9\u3092\u63d0\u793a\u3059\u308b\u3001\u3068\u3044\u30463\u3064\u306e\u6761\u4ef6\u3092\u6bd4\u8f03\u3057\u307e\u3057\u305f\u3002<\/p>\n<p style=\"text-align: center;\">(a) LLM\u306e\u652f\u63f4\u306a\u3057<\/p>\n<p>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"411\" height=\"220\" src=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/fig3_chart1-e1715133715926.png\" alt=\"\" srcset=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/fig3_chart1-e1715133715926.png 411w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/fig3_chart1-e1715133715926-300x161.png 300w\" sizes=\"(max-width: 411px) 100vw, 411px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n<p style=\"text-align: center;\">(b) LLM\u306e\u30e9\u30d9\u30eb\u3042\u308a<\/p>\n<p>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"451\" height=\"220\" src=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/fig3_chartb-1-e1715133685546.png\" alt=\"\" srcset=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/fig3_chartb-1-e1715133685546.png 451w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/fig3_chartb-1-e1715133685546-300x146.png 300w\" sizes=\"(max-width: 451px) 100vw, 451px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n<p style=\"text-align: center;\">(c) LLM\u306e\u30e9\u30d9\u30eb\u3068\u8aac\u660e\u3042\u308a<\/p>\n<p>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"353\" src=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/fig3_chartC.png\" alt=\"\" srcset=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/fig3_chartC.png 926w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/fig3_chartC-300x133.png 300w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/fig3_chartC-768x339.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n<p style=\"text-align: center;\">\u56f33: \u88ab\u9a13\u8005\u5b9f\u9a13\u306b\u304a\u3051\u308b\u518d\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u6226\u7565\u3054\u3068\u306e\u30bf\u30b9\u30af\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9<\/p>\n<p>\u5404\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u306b\u3064\u3044\u3066\u3001\u53c2\u52a0\u8005\u306fLLM\u306e\u652f\u63f4\u306e\u6709\u7121\u306b\u304b\u304b\u308f\u3089\u305a\u30c7\u30fc\u30bf\u3092\u78ba\u8a8d\u3057\u3001\u305d\u306e\u5f8c\u3001\u6700\u7d42\u7684\u306a\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"512\" height=\"262\" src=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/fig4_chart.png\" alt=\"\" srcset=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/fig4_chart.png 512w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/fig4_chart-300x154.png 300w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n<p style=\"text-align: center;\">\u56f34: AI\u652f\u63f4\u306e\u6709\u7121\u306b\u3088\u308b\u500b\u3005\u306e\u30a2\u30ce\u30c6\u30fc\u30bf\u30fc\u306e\u7cbe\u5ea6\uff1a\u7dd1\u306e\u4e09\u89d2\u30de\u30fc\u30ab\u30fc\u306f\u5e73\u5747\u7cbe\u5ea6\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>SNLI\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u304a\u3044\u3066\u306f\u3001LLM\u306e\u30e9\u30d9\u30eb\u3068\u8aac\u660e\u306e\u4e21\u65b9\u3092\u63d0\u4f9b\u3057\u305f\u5834\u5408\u3001LLM\u306e\u30e9\u30d9\u30eb\u306e\u307f\u3092\u63d0\u4f9b\u3057\u305f\u5834\u5408\u3084\u652f\u63f4\u306a\u3057\u306e\u5834\u5408\u3088\u308a\u3082\u3001\u4eba\u9593\u306e\u7cbe\u5ea6\u304c\u9ad8\u304f\u306a\u308a\u307e\u3057\u305f\u3002\u4e00\u65b9\u3067\u3001\u30b9\u30bf\u30f3\u30b9\u691c\u51fa\u30bf\u30b9\u30af\u3067\u306f\u3001AI\u652f\u63f4\u306e\u6709\u7121\u306b\u3088\u308b\u7d71\u8a08\u7684\u306b\u6709\u610f\u306a\u5dee\u306f\u78ba\u8a8d\u3055\u308c\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/p>\n<p>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"559\" src=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/fig5-1024x716-1.png\" alt=\"\" srcset=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/fig5-1024x716-1.png 1024w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/fig5-1024x716-1-300x210-1.png 300w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/fig5-1024x716-1-768x537-1.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n<p>\u56f35: LLM\u306e\u6b63\u8aa4\u5225\u306b\u304a\u3051\u308bAI\u652f\u63f4\u306e\u6709\u7121\u306b\u3088\u308b\u500b\u3005\u306e\u30a2\u30ce\u30c6\u30fc\u30bf\u30fc\u306e\u7cbe\u5ea6\uff1a\u7dd1\u306e\u4e09\u89d2\u30de\u30fc\u30ab\u30fc\u306f\u5e73\u5747\u7cbe\u5ea6\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3055\u3089\u306b\u3001LLM\u306e\u652f\u63f4\u304c\u3001LLM\u306e\u6b63\u89e3\u30fb\u4e0d\u6b63\u89e3\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306b\u5bfe\u3057\u3066\u7570\u306a\u308b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u304b\u3069\u3046\u304b\u3092\u5206\u6790\u3057\u307e\u3057\u305f\u3002\u305d\u306e\u7d50\u679c\u3001LLM\u304c\u6b63\u3057\u3044\u5834\u5408\u3001LLM\u306e\u652f\u63f4\u304c\u591a\u3044\u307b\u3069\u53c2\u52a0\u8005\u306e\u7cbe\u5ea6\u3082\u5411\u4e0a\u3059\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3057\u305f\u3002\u4e00\u65b9\u3067\u3001LLM\u304c\u8aa4\u3063\u3066\u3044\u308b\u5834\u5408\u3001\u8aa4\u3063\u305fLLM\u30e9\u30d9\u30eb\u3092\u63d0\u4f9b\u3059\u308b\u3068\u4eba\u9593\u306e\u7cbe\u5ea6\u304c\u4f4e\u4e0b\u3059\u308b\u50be\u5411\u304c\u898b\u3089\u308c\u307e\u3057\u305f\u3002<br \/>\u307e\u305f\u3001LLM\u306e\u8aac\u660e\u3068\u30e9\u30d9\u30eb\u306e\u4e21\u65b9\u3092\u63d0\u793a\u3057\u305f\u5834\u5408\u3068\u3001\u30e9\u30d9\u30eb\u306e\u307f\u3092\u63d0\u793a\u3057\u305f\u5834\u5408\u306e\u9593\u306b\u306f\u3001\u6709\u610f\u306a\u5dee\u306f\u78ba\u8a8d\u3055\u308c\u307e\u305b\u3093\u3067\u3057\u305f\u3002<br \/>\u7814\u7a76\u306e\u8a73\u7d30\u3084\u8ffd\u52a0\u306e\u4eba\u9593\u306e\u8a8d\u8b58\u306b\u95a2\u3059\u308b\u5206\u6790\u306b\u3064\u3044\u3066\u306f\u3001CHI 2024\u306e\u8ad6\u6587\u3092\u3054\u53c2\u7167\u304f\u3060\u3055\u3044\u3002<\/p>\n<h2>\u307e\u3068\u3081<\/h2>\n<p>\u672c\u7814\u7a76\u3067\u306f\u3001LLM\u306e\u30e9\u30d9\u30eb\u3068\u81ea\u5df1\u8aac\u660e\u3092\u6d3b\u7528\u3057\u305f\u81ea\u52d5\u691c\u8a3c\u3068\u518d\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u3088\u308b\u3001\u4eba\u9593\u3068LLM\u306e\u5354\u50cd\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u8a2d\u8a08\u306b\u3064\u3044\u3066\u8b70\u8ad6\u3057\u307e\u3057\u305f\u3002<br \/>\u691c\u8a3c\u30e2\u30c7\u30eb\u306e\u5b9f\u9a13\u7d50\u679c\u304b\u3089\u3001LLM\u304c\u751f\u6210\u3057\u305f\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u81ea\u52d5\u691c\u8a3c\u306b\u306f\u3001\u30ed\u30b8\u30c3\u30c8\uff08logits\uff09\u306e\u307f\u306b\u4f9d\u5b58\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u81ea\u5df1\u8aac\u660e\u306a\u3069\u306e\u8ffd\u52a0\u60c5\u5831\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u304c\u6709\u52b9\u3067\u3042\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u307e\u3057\u305f\u3002\u307e\u305f\u3001\u30af\u30e9\u30a6\u30c9\u30bd\u30fc\u30b7\u30f3\u30b0\u306b\u3088\u308b\u88ab\u9a13\u8005\u5b9f\u9a13\u306e\u7d50\u679c\u3001LLM\u306e\u8aac\u660e\u306e\u54c1\u8cea\u3092\u5b9a\u91cf\u5316\u3057\u3001\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u306e\u91cd\u8981\u6027\u3001\u304a\u3088\u3073\u4eba\u9593\u306b\u3088\u308b\u518d\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3044\u3066\u8aac\u660e\u304c\u6709\u76ca\u3068\u306a\u308b\u30b1\u30fc\u30b9\u3092\u614e\u91cd\u306b\u9078\u629e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068\u304c\u660e\u3089\u304b\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\t\t\t\t\t<a href=\"https:\/\/meganno.megagon.info\/latest\/\"><br \/>\n\t\t\t\t\t\t\t\t\tTry our LLM Annotation Tool!<br \/>\n\t\t\t\t\t<\/a><\/p>\n<p>\u672c\u7814\u7a76\u3092\u8e0f\u307e\u3048\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u5b9f\u52d9\u8005\u5411\u3051\u306bMEGAnno\u3068\u3044\u3046\u4eba\u9593\u3068LLM\u306e\u5354\u50cd\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u30c4\u30fc\u30eb\u3092\u958b\u767a\u3057\u307e\u3057\u305f\u3002<a href=\"https:\/\/meganno.megagon.info\/latest\/\">\u305c\u3072\u304a\u8a66\u3057\u304f\u3060\u3055\u3044\uff01<\/a><\/p>\n<p>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/meganno.megagon.info\/latest\/\"><br \/>\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"284\" height=\"300\" src=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/MEGAnno_Full-Logo_largeMargins-971x1024-1-284x300-1.png\" alt=\"\" srcset=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/MEGAnno_Full-Logo_largeMargins-971x1024-1-284x300-1.png 284w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/MEGAnno_Full-Logo_largeMargins-971x1024-1-768x810-1.png 768w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/03\/MEGAnno_Full-Logo_largeMargins-971x1024-1.png 971w\" sizes=\"(max-width: 284px) 100vw, 284px\" \/>\t\t\t\t\t\t\t\t<\/a><\/p>\n<p>\u57f7\u7b46\u8005\uff1a<a href=\"https:\/\/megagon.ai\/jp\/team\/hannah-kim\/\">Hannah Kim<\/a>\u3001Megagon Labs<\/p>\n<p>[<a href=\"https:\/\/megagon.ai\/human-llm-collab-annote-thru-llm-labels\/\">\u539f\u6587\u3078 &#8211; 2024\/5\/7<\/a>]<\/p>\n<p>\uff08\u7ffb\u8a33\uff1a<a href=\"https:\/\/megagon.ai\/jp\/\">Megagon Labs 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