{"id":1648,"date":"2024-04-23T08:00:00","date_gmt":"2024-04-22T23:00:00","guid":{"rendered":"https:\/\/citadel-ai.com\/?p=1648"},"modified":"2024-09-17T13:21:46","modified_gmt":"2024-09-17T04:21:46","slug":"lens-for-llms","status":"publish","type":"post","link":"https:\/\/citadel-ai.com\/ja\/blog\/2024\/04\/23\/lens-for-llms\/","title":{"rendered":"\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u8a55\u4fa1\u30c4\u30fc\u30eb\u300cLens for LLMs\u300d \u3092\u767a\u8868\uff1a\u8a55\u4fa1\u7cbe\u5ea6\u306e\u5411\u4e0a\u3068\u8a55\u4fa1\u4f5c\u696d\u306e\u9ad8\u901f\u5316\u3092\u540c\u6642\u306b\u5b9f\u73fe"},"content":{"rendered":"\n

Lens for LLMs\u306f\u3001\u5927\u91cf\u306e\u81ea\u52d5\u8a55\u4fa1\u306b\u3001\u4eba\u9593\u306b\u3088\u308b\u5c11\u91cf\u306e\u76ee\u8996\u8a55\u4fa1\u3092\u7d44\u307f\u5408\u308f\u305b\u3001\u4e21\u8005\u306e\u5f37\u307f\u3092\u30a4\u30f3\u30c6\u30b0\u30ec\u30fc\u30c8\u3059\u308b\u65b0\u305f\u306a\u6280\u8853\u3092\u5b9f\u88c5\u3001\u8a55\u4fa1\u7cbe\u5ea6\u306e\u5411\u4e0a\u3068\u8a55\u4fa1\u4f5c\u696d\u306e\u9ad8\u901f\u5316\u3092\u540c\u6642\u306b\u5b9f\u73fe\u3057\u307e\u3059\u3002\u76ee\u8996\u306b\u3088\u308b\u30e9\u30d9\u30eb\u4ed8\u3051\u3092\u52b9\u7387\u7684\u306b\u9032\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u7528\u306e\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u30c4\u30fc\u30eb\u3082\u642d\u8f09\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u65e5\u672c\u653f\u5e9c\u306f\u300cAI\u4e8b\u696d\u8005\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u300d\u306e\u4e2d\u3067\u3001\u4eba\u9593\u4e2d\u5fc3\u306eAI\u793e\u4f1a\u539f\u5247\u3092\u63b2\u3052\u3066\u3044\u307e\u3059\u304c\u3001Lens for LLMs\u306f\u3001AI\u30b7\u30b9\u30c6\u30e0\u306e\u691c\u8a3c\u53ef\u80fd\u6027\u3092\u78ba\u4fdd\u3059\u308b\u3053\u3068\u3067\u3001\u5b89\u5168\u5b89\u5fc3\u3067\u4fe1\u983c\u3067\u304d\u308bAI\u306e\u5b9f\u73fe\u3092\u76ee\u6307\u3059\u3082\u306e\u3067\u3059\u3002<\/p>\n\n\n\n

\u751f\u6210AI\u304c\u3082\u305f\u3089\u3059\u65b0\u305f\u306a\u793e\u4f1a\u7684\u30ea\u30b9\u30af<\/strong><\/h4>\n\n\n\n

\u751f\u6210AI\u3092\u4f7f\u3063\u305fChatbot\u306e\u3088\u3046\u306aLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u5c0e\u5165\u304c\u3001\u3055\u307e\u3056\u307e\u306a\u4f01\u696d\u3067\u958b\u59cb\u3055\u308c\u3066\u3044\u308b\u4e00\u65b9\u3001AI\u304c\u3082\u305f\u3089\u3059\u65b0\u305f\u306a\u793e\u4f1a\u7684\u30ea\u30b9\u30af\u3082\u5897\u5927\u3057\u3066\u3044\u307e\u3059\u3002LLM\u306e\u3088\u3046\u306a\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30e2\u30c7\u30eb\u306e\u5834\u5408\u3001\u7d76\u5bfe\u7684\u306a\u8a55\u4fa1\u8ef8\u3092\u5b9a\u7fa9\u3059\u308b\u3053\u3068\u304c\u96e3\u3057\u304f\u3001\u3053\u3046\u3057\u305f\u30ea\u30b9\u30af\u3092\u7684\u78ba\u306b\u8a55\u4fa1\u3057\u3001\u5b89\u5168\u5b89\u5fc3\u306aAI\u306e\u6d3b\u7528\u3092\u5b9f\u73fe\u3059\u308b\u3053\u3068\u306f\u5bb9\u6613\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n

\u4eba\u9593\u306b\u3088\u308b\u76ee\u8996\u8a55\u4fa1\u304c\u6700\u9069\u3068\u8a00\u3048\u308b\u3082\u306e\u306e\u3001\u591a\u304f\u306e\u6642\u9593\u3068\u30b3\u30b9\u30c8\u3092\u8981\u3057\u3001\u81a8\u5927\u306a\u6570\u306eLLM\u306e\u5165\u51fa\u529b\u3092\u3001\u7d99\u7d9a\u3057\u3066\u4eba\u624b\u3067\u78ba\u8a8d\u3059\u308b\u3053\u3068\u306f\u73fe\u5b9f\u7684\u306b\u56f0\u96e3\u3067\u3059\u3002\u4e00\u65b9\u3067\u3001\u8907\u6570\u306e\u30e1\u30c8\u30ea\u30af\u30b9(\u6e2c\u5b9a\u6307\u6a19)\u3092\u4f7f\u3063\u305f\u8a55\u4fa1\u306f\u3001\u9ad8\u901f\u3067\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u81ea\u52d5\u8a55\u4fa1\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3042\u308b\u3082\u306e\u306e\u3001\u4eba\u9593\u306b\u3088\u308b\u8a55\u4fa1\u8ef8\u3068\u306f\u5fc5\u305a\u3057\u3082\u4e00\u81f4\u3057\u306a\u3044\u30b1\u30fc\u30b9\u304c\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u4eba\u624b\u8a55\u4fa1\u3068\u81ea\u52d5\u8a55\u4fa1\u306e\u4e21\u8005\u306e\u5f37\u307f\u3092\u30a4\u30f3\u30c6\u30b0\u30ec\u30fc\u30c8<\/strong><\/h4>\n\n\n\n

Lens for LLMs\u306f\u3001\u5927\u91cf\u306e\u7db2\u7f85\u7684\u306a\u81ea\u52d5\u8a55\u4fa1\u306b\u3001\u4eba\u9593\u306b\u3088\u308b\u5c11\u91cf\u306e\u76ee\u8996\u8a55\u4fa1\u3092\u7d44\u307f\u5408\u308f\u305b\u3001\u4e21\u8005\u306e\u5f37\u307f\u3092\u30a4\u30f3\u30c6\u30b0\u30ec\u30fc\u30c8\u3059\u308b\u65b0\u305f\u306a\u6280\u8853\u7684\u4ed5\u7d44\u307f\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u3001\u8a55\u4fa1\u7cbe\u5ea6\u306e\u4fe1\u983c\u6027\u5411\u4e0a\u3068\u8a55\u4fa1\u4f5c\u696d\u306e\u9ad8\u901f\u5316\u3092\u540c\u6642\u306b\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u5358\u4f53\u8a55\u4fa1\u3001\u7570\u306a\u308b\u30d0\u30fc\u30b7\u30e7\u30f3\u306e\u6bd4\u8f03\u8a55\u4fa1\u3084\u7d4c\u5e74\u8a55\u4fa1\u7b49\u304c\u53ef\u80fd\u3067\u3042\u308a\u3001\u6628\u5e7410\u6708\u306bGitHub\u4e0a\u3067\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u3057\u3066\u516c\u958b\u3057\u3001\u65e2\u306b\u4e16\u754c\u30671\u4e07\u4ef6\u4ee5\u4e0a\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3055\u308c\u3066\u3044\u308bLangCheck\u306e\u6a5f\u80fd\u3082\u76db\u308a\u8fbc\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

Lens for LLMs\u306e\u767a\u8868\u306b\u969b\u3057\u3001\u03b2\u30c8\u30e9\u30a4\u30a2\u30eb\u3092\u7121\u511f\u3067\u304a\u8a66\u3057\u3044\u305f\u3060\u304f\u3053\u3068\u304c\u3067\u304d\u308b\u304a\u5ba2\u69d8\u3092\u9650\u5b9a\u52df\u96c6\u3057\u307e\u3059\u3002\u3054\u8208\u5473\u3092\u6301\u3063\u3066\u3044\u305f\u3060\u3051\u308b\u304a\u5ba2\u69d8\u306f\u3001\u662f\u975e\u3053\u3061\u3089\u304b\u3089\u30b5\u30a4\u30f3\u30a2\u30c3\u30d7<\/a>\u306e\u4e0a\u3001\u304a\u7533\u3057\u8fbc\u307f\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u5bfe\u3059\u308bLens for LLMs\u306e\u9069\u7528\u4e8b\u4f8b<\/strong><\/h4>\n\n\n\n

\u4eca\u56de\u767a\u8868\u3057\u305fLens for LLMs\u306e\u9069\u7528\u4e8b\u4f8b\u3092\u3001\u4ee5\u4e0b\u306e\u30b1\u30fc\u30b9\u3092\u4f7f\u3063\u3066\u3054\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

RAG\u306e\u4ed5\u7d44\u307f\u3092\u6d3b\u7528\u3057\u3066\u3001AI\u306b\u304b\u304b\u308f\u308b\u56fd\u969b\u7684\u306a\u898f\u5236\u3084\u6a19\u6e96\u306b\u3064\u3044\u3066\u56de\u7b54\u3059\u308bLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3057\u3001Google\u306eGemini 1.5 Pro\u3042\u308b\u3044\u306fOpen AI\u306eGPT-4\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u4f55\u308c\u306e\u30b1\u30fc\u30b9\u306e\u65b9\u304c\u3088\u308a\u826f\u3044\u7d50\u679c\u304c\u5f97\u3089\u308c\u308b\u304b\u3092\u6bd4\u8f03\u8a55\u4fa1\u3057\u307e\u3059\u30021<\/sup><\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u81ea\u52d5\u8a55\u4fa1\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u7528\u3044\u305f\u54c1\u8cea\u8a55\u4fa1<\/strong><\/h4>\n\n\n\n

\u307e\u305a\u6700\u521d\u306b\u3001Lens\u306b\u642d\u8f09\u3057\u3066\u3044\u308b\u81ea\u52d5\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u7528\u3044\u305f\u54c1\u8cea\u8a55\u4fa1\u306b\u3064\u3044\u3066\u898b\u3066\u884c\u304d\u307e\u3057\u3087\u3046\u3002Lens for LLMs\u306eUI\u306e\u753b\u9762\u304b\u3089\u3001\u4eca\u56de\u306e\u8a55\u4fa1\u306b\u9069\u3057\u305f Factual Consistency(RAG\u3068LLM\u51fa\u529b\u306e\u4e00\u8cab\u6027)\u30fbToxicity(\u6587\u7ae0\u306e\u6709\u5bb3\u6027)\u30fbAnswer Relevance(\u5165\u529b\u3057\u305f\u8cea\u554f\u6587\u3068LLM\u51fa\u529b\u306e\u4e00\u8cab\u6027)\u7b49\u306e\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u9078\u3073\u307e\u3059\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

Add Report\u306e\u30dc\u30bf\u30f3\u3092\u62bc\u3059\u3068\u3001\u81ea\u52d5\u8a55\u4fa1\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u7528\u3044\u305f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30ec\u30dd\u30fc\u30c8\u304c\u751f\u6210\u3055\u308c\u307e\u3059\u3002\u30ec\u30dd\u30fc\u30c8\u306b\u306f\u3001\u5165\u529b\u306b\u5bfe\u3059\u308bGemini 1.5(OUTPUT A)\u304b\u3089\u306e\u51fa\u529b\u3068\u3001GPT-4(OUTPUT B)\u304b\u3089\u306e\u51fa\u529b\u304c\u8868\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002(\u30ec\u30dd\u30fc\u30c8\u306e\u751f\u6210\u306b\u306f\u3001\u8a55\u4fa1\u5bfe\u8c61\u3068\u306a\u308b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u5165\u51fa\u529b\u30ed\u30b0\u7b49\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002)<\/p>\n\n\n\n

\u4e00\u756a\u53f3\u306eMETRICS DELTA\u306e\u5217\u306b\u306f\u3001\u6700\u521d\u306b\u9078\u3093\u3060\u8907\u6570\u306e\u30e1\u30c8\u30ea\u30af\u30b9\u306b\u3088\u308b\u3001Gemni 1.5\u3068GPT-4\u306e\u51fa\u529b\u306b\u5bfe\u3059\u308b\u6bd4\u8f03\u8a55\u4fa1\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u3053\u3046\u3057\u305f\u81ea\u52d5\u8a55\u4fa1\u30e1\u30c8\u30ea\u30af\u30b9\u306b\u3088\u308b\u54c1\u8cea\u8a55\u4fa1\u3092\u5b9f\u884c\u3059\u308b\u5834\u5408\u306b\u306f\u3001\u4eba\u9593\u306b\u3088\u308b\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u4e8b\u524d\u306b\u884c\u3046\u5fc5\u8981\u306f\u306a\u304f\u3001\u5927\u91cf\u306eLLM\u51fa\u529b\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u3001\u305d\u306e\u826f\u3057\u60aa\u3057\u3092\u9ad8\u901f\u3067\u5224\u5b9a\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u4f8b\u3048\u3070\u3001\u3053\u306e\u30ec\u30dd\u30fc\u30c8\u3067\u306f\u3001\u4e00\u884c\u76ee\u306b\u5165\u529b\u3055\u308c\u305f EU AI\u6cd5\u306b\u95a2\u308f\u308b\u8cea\u554f\u306b\u5bfe\u3057\u3066\u3001\u4e2d\u592e\u53f3\u5074\u306eGPT-4(OUTPUT B)\u306f\u300c\u3053\u306e\u60c5\u5831\u304b\u3089\u306f\u5224\u65ad\u3067\u304d\u307e\u305b\u3093\u300d\u3068\u56de\u7b54\u3057\u3066\u3044\u308b\u306e\u306b\u5bfe\u3057\u3001\u5de6\u5074\u306eGemini 1.5(OUTPUT A)\u306e\u65b9\u306f\u9069\u5207\u306a\u56de\u7b54\u3092\u884c\u3063\u3066\u304a\u308a\u3001\u3053\u306e\u7d50\u679c\u304cAnswer Relevance\u306b\u3088\u308b\u6307\u6a19\u306e\u5dee(OUTPUT A\u306e\u65b9\u304c0.5\u30dd\u30a4\u30f3\u30c8\u9ad8\u3044)\u306b\u73fe\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u3053\u3046\u3057\u305f\u500b\u3005\u306e\u5165\u51fa\u529b\u5206\u6790\u3060\u3051\u3067\u306f\u306a\u304f\u3001\u5168\u3066\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7528\u3044\u305f2\u3064\u306e\u30e2\u30c7\u30eb\u6bd4\u8f03\u3092\u884c\u3046\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u4ee5\u4e0b\u306e\u30b0\u30e9\u30d5\u3067\u306f\u3001Answer Relevance\u304c\u9ad8\u3044\u53f3\u5074\uff08\u8cea\u554f\u6587\u306b\u5bfe\u3057\u3066\u9069\u5207\u3067\u4e00\u8cab\u6027\u306e\u9ad8\u3044\u3082\u306e\uff09\u306b\u3064\u3044\u3066\u306f\u3001\u9752\u8272\u306eGemini 1.5(Model A)\u304b\u3089\u306e\u51fa\u529b\u304c\u591a\u304f\u3001\u4e00\u65b9Answer Relevance\u304c\u4f4e\u3044\u5de6\u5074\uff08\u8cea\u554f\u6587\u306b\u5bfe\u3057\u3066\u4e00\u8cab\u6027\u306e\u4f4e\u3044\u3082\u306e\uff09\u306b\u3064\u3044\u3066\u306f\u3001\u7dd1\u8272\u306eGPT-4(Model B)\u304b\u3089\u306e\u51fa\u529b\u304c\u591a\u3044\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u307e\u305f\u3001Lens for LLMs\u3067\u306f\u3001\u4e0a\u8a18\u306e\u3088\u3046\u306a\u5168\u3066\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u5bfe\u3059\u308b\u5206\u6790\u3060\u3051\u3067\u306f\u306a\u304f\u3001\u7279\u5b9a\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9(\u30c7\u30fc\u30bf\u30bb\u30b0\u30e1\u30f3\u30c8)\u306b\u5bfe\u3057\u3066\u306e\u8a55\u4fa1\u7d50\u679c\u3092\u8868\u793a\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002\u4f8b\u3048\u3070\u4ee5\u4e0b\u306e\u30b0\u30e9\u30d5\u3067\u306f\u3001\u4e21\u30e2\u30c7\u30eb\u3068\u3082NIST AI RMF\u306b\u3064\u3044\u3066Answer Relevance\u306e\u30b9\u30b3\u30a2\u304c\u4f4e\u304f\u3001\u304b\u3064\u305d\u308c\u4ee5\u5916\u306e\u30bb\u30b0\u30e1\u30f3\u30c8\u3067\u306f\u5168\u3066\u3001GPT-4(Model B)\u306e\u65b9\u304cGemini 1.5(Model A)\u3088\u308a\u3082\u3001Answer Relevance\u304c\u4f4e\u3044\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u4eba\u9593\u306b\u3088\u308b\u5c11\u91cf\u306e\u76ee\u8996\u8a55\u4fa1\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u54c1\u8cea\u8a55\u4fa1<\/strong><\/h4>\n\n\n\n

\u3053\u308c\u307e\u3067\u3054\u89a7\u3044\u305f\u3060\u3044\u305f\u901a\u308a\u3001\u81ea\u52d5\u8a55\u4fa1\u30e1\u30c8\u30ea\u30af\u30b9\u306b\u3088\u308b\u624b\u6cd5\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u3055\u307e\u3056\u307e\u306a\u8a55\u4fa1\u3092\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u77ac\u6642\u306b\u5b9f\u884c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3057\u3084\u3059\u3044\u3068\u3044\u3046\u30e1\u30ea\u30c3\u30c8\u3082\u3042\u308a\u307e\u3059\u3002\u4f46\u3057\u3001\u81ea\u52d5\u8a55\u4fa1\u30e1\u30c8\u30ea\u30af\u30b9\u306e\u5834\u5408\u3001\u4eba\u9593\u306e\u611f\u899a\u3068\u306f\u7570\u306a\u308b\u8a55\u4fa1\u3092\u3057\u3066\u3057\u307e\u3046\u30b1\u30fc\u30b9\u3082\u767a\u751f\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u751f\u6210AI\u3092\u4f7f\u3063\u3066\u5225\u306e\u751f\u6210AI\u3092\u8a55\u4fa1\u3059\u308b\u3088\u3046\u306a\u65b9\u5f0f\u306e\u5834\u5408\u3001\u305d\u3082\u305d\u3082\u305d\u306e\u7d50\u679c\u3092\u3069\u3053\u307e\u3067\u5b8c\u5168\u306b\u4fe1\u3058\u5207\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u304b\u3001\u3068\u3044\u3046\u554f\u984c\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

Lens for LLMs\u306f\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u306b\u5bfe\u3059\u308b\u81ea\u52d5\u8a55\u4fa1\u306b\u3001\u4eba\u9593\u306b\u3088\u308b\u5c11\u91cf\u306e\u76ee\u8996\u8a55\u4fa1\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u3053\u3046\u3057\u305f\u554f\u984c\u3092\u89e3\u6d88\u3057\u3001\u4e21\u8005\u306e\u5f37\u307f\u3092\u6d3b\u304b\u3057\u305f\u3001\u9ad8\u901f\u3067\u3088\u308a\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u8a55\u4fa1\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

Lens for LLMs\u306b\u306f\u3001\u305d\u3046\u3057\u305f\u4eba\u9593\u306b\u3088\u308b\u76ee\u8996\u8a55\u4fa1\u3092\u52b9\u7387\u7684\u306b\u5b9f\u65bd\u3057\u3001\u8a55\u4fa1\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306e\u3001\u8907\u6570\u306e\u30e6\u30cb\u30fc\u30af\u306a\u4ed5\u7d44\u307f\u304c\u642d\u8f09\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u4e00\u4f8b\u304c Pairwise Comparison Tool \u3067\u3059\u3002<\/p>\n\n\n\n

\u3053\u306e\u30c4\u30fc\u30eb\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u4f8b\u3048\u3070\u4ee5\u4e0b\u306e\u901a\u308a\u3001Gemini 1.5(Model A)\u304b\u3089\u306e\u51fa\u529b\u3068GPT-4(Model B)\u304b\u3089\u306e\u51fa\u529b\u3092\u3001\u30e9\u30f3\u30c0\u30e0\u306bLens for LLMs\u4e0a\u3067\u8868\u793a\u3057\u3066\u52b9\u7387\u7684\u306b\u76ee\u8996\u8a55\u4fa1\u3057\u3001\u9ad8\u901f\u3067\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u884c\u3046\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u3055\u3089\u306b\u3001Pairwise Comparison Tool \u3067\u306f\u3001\u3053\u3046\u3057\u3066\u4eba\u9593\u304c\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3057\u305f\u5c11\u91cf\u306e\u76ee\u8996\u8a55\u4fa1\u30c7\u30fc\u30bf(Manual)\u3092\u3001\u5927\u91cf\u306e\u81ea\u52d5\u8a55\u4fa1\u30c7\u30fc\u30bf(Auto)\u306b\u7d44\u307f\u5408\u308f\u305b\u3001\u4e21\u8005\u306e\u5f37\u307f\u3092\u30a4\u30f3\u30c6\u30b0\u30ec\u30fc\u30c8\u3059\u308b\u65b0\u305f\u306a\u6280\u8853\u3092\u5b9f\u88c5\u3057\u3066\u3044\u307e\u3059\u3002\u5c11\u91cf\u306e\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u4f5c\u696d\u304c\u5b8c\u4e86\u6b21\u7b2c\u3001\u4eba\u9593\u306b\u3088\u308b\u76ee\u8996\u8a55\u4fa1\u7d50\u679c\u3092Gold Standard\u305f\u308b\u6b63\u89e3\u306e\u6307\u6a19\u3068\u898b\u306a\u3057\u3001\u5927\u91cf\u306e\u81ea\u52d5\u8a55\u4fa1\u7d50\u679c\u306b\u5bfe\u3057\u3066\u7d71\u8a08\u7684\u306a\u8abf\u6574\u3092\u52a0\u3048\u305f\u4e0a\u3067\u3001\u7dcf\u5408\u8a55\u4fa1(Combined)\u3092\u7b97\u51fa\u3059\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u305d\u306e\u7d50\u679c\u304c\u3053\u3061\u3089\u306e\u30b0\u30e9\u30d5\u3067\u3059\u3002\u4e0a\u6bb5\u306e\u30b0\u30e9\u30d5\u4e2d\u306e\u9752\u30fb\u8d64\u30fb\u7dd1\u306e\u4e38\u3044\u70b9\u304c\u3001\u7dcf\u5408\u8a55\u4fa1(Combined)\u3001\u4eba\u624b\u8a55\u4fa1(Manual)\u3001\u81ea\u52d5\u8a55\u4fa1 (Automated)\u306b\u304a\u3051\u308bModel B\u306e\u52dd\u7387(Win Rate)\u306e\u5e73\u5747\u5024\u3092\u793a\u3057\u3066\u304a\u308a\u3001\u305d\u306e\u5e73\u5747\u3092\u542b\u3081\u305f\u9752\u30fb\u8d64\u30fb\u7dd1\u306e\u5e2f\u304c\u3001\u5404\u8a55\u4fa1\u65b9\u6cd5\u306b\u304a\u3051\u308b\u7d71\u8a08\u7684\u306b\u78ba\u4fe1\u3067\u304d\u308b\u4fe1\u983c\u533a\u9593(Confidence Interval)\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u3054\u89a7\u306e\u901a\u308a\u3001\u8d64\u306e\u4eba\u624b\u8a55\u4fa1(Manual)\u3092\u6b63\u89e3\u306e\u6307\u6a19\u3068\u3057\u3066\u3001\u7dd1\u306e\u81ea\u52d5\u8a55\u4fa1 (Automated)\u306b\u8abf\u6574\u3092\u52a0\u3048\u3066\u7b97\u51fa\u3057\u305f\u3001\u6700\u4e0a\u6bb5\u306e\u9752\u306e\u7dcf\u5408\u8a55\u4fa1(Combined)\u306b\u304a\u3044\u3066\u3082\u3001Gemini 1.5(Model A)\u304cGPT-4(Model B)\u306e\u6027\u80fd\u3092\u5c11\u3057\u3060\u3051\u4e0a\u56de\u3063\u3066\u304a\u308a\u3001\u304b\u3064\u305d\u306e\u4fe1\u983c\u533a\u9593(Confidence Interval)\u3082\u3001\u8d64\u306e\u4eba\u624b\u8a55\u4fa1\u5358\u4f53\u306e\u3082\u306e\u3068\u6bd4\u8f03\u3057\u3066\u3001\u3088\u308a\u53b3\u5bc6\u306a\u72ed\u3044\u533a\u9593\u306b\u6539\u5584\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u306a\u304a\u3001\u82f1\u6587\u5165\u529b\u306b\u5bfe\u3059\u308bGemini 1.5\u3068GPT-4\u306e\u8a55\u4fa1\u306f\u3001\u65e5\u672c\u8a9e\u5165\u529b\u306e\u5834\u5408\u3068\u5927\u304d\u304f\u7570\u306a\u308b\u7d50\u679c\u306b\u306a\u3063\u3066\u304a\u308a\u3001\u3054\u8208\u5473\u306e\u3042\u308b\u65b9\u306f\u3001\u672c\u30d6\u30ed\u30b0\u8a18\u4e8b\u306e\u82f1\u8a9e\u7248\u3092\u3054\u53c2\u7167\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

\u4eca\u56de\u306e\u30b1\u30fc\u30b9\u306f\u3042\u304f\u307e\u3067\u4e00\u4f8b\u3067\u3059\u3002\u65b0\u3057\u3044LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u5c0e\u5165\u3057\u305f\u308a\u3001RAG\u3092\u66f4\u65b0\u3057\u305f\u308a\u3001\u65b0\u305f\u306a\u90e8\u7f72\u3067\u4f7f\u3044\u59cb\u3081\u305f\u308a\u3001\u3055\u3089\u306b\u306f\u63a5\u7d9a\u5148\u306e\u751f\u6210AI\u304c\u5909\u66f4\u306b\u306a\u308b\u3088\u3046\u306a\u5834\u5408\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30b1\u30fc\u30b9\u3067\u3001Lens for LLMs\u304c\u304a\u5f79\u306b\u7acb\u3066\u308b\u3068\u4fe1\u3058\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u591a\u8a00\u8a9e\u306eLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u3082\u5bfe\u5fdc<\/strong><\/h4>\n\n\n\n

\u73fe\u72b6\u3001\u65e5\u672c\u8a9e\u30fb\u82f1\u8a9e\u30fb\u4e2d\u56fd\u8a9e\u30fb\u30c9\u30a4\u30c4\u8a9e\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001\u4eca\u5f8c\u3055\u3089\u306b\u4ed6\u306e\u8a00\u8a9e\u306eLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u3082\u62e1\u5145\u4e88\u5b9a\u3067\u3059\u3002<\/p>\n\n\n\n

\u672c\u30d6\u30ed\u30b0\u8a18\u4e8b\u306e\u82f1\u8a9e\u7248\u306f\u3053\u3061\u3089<\/a>\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

\u03b2\u30c8\u30e9\u30a4\u30a2\u30eb\u3092\u52df\u96c6<\/strong><\/h4>\n\n\n\n

Lens for LLMs\u306e\u767a\u8868\u306b\u969b\u3057\u3001\u03b2\u30c8\u30e9\u30a4\u30a2\u30eb\u3092\u7121\u511f\u3067\u304a\u8a66\u3057\u3044\u305f\u3060\u304f\u3053\u3068\u304c\u3067\u304d\u308b\u304a\u5ba2\u69d8\u3092\u9650\u5b9a\u52df\u96c6\u3057\u307e\u3059\u3002\u3054\u8208\u5473\u3092\u6301\u3063\u3066\u3044\u305f\u3060\u3051\u308b\u304a\u5ba2\u69d8\u306f\u3001\u662f\u975e\u3053\u3061\u3089\u304b\u3089\u30b5\u30a4\u30f3\u30a2\u30c3\u30d7<\/a>\u306e\u4e0a\u3001\u304a\u7533\u3057\u8fbc\u307f\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

<\/div>\n\n\n\n

1 <\/sup>\u672c\u8a18\u4e8b\u306e\u8a55\u4fa1\u306f\u3042\u304f\u307e\u3067\u4e00\u4f8b\u3067\u3042\u308a\u3001Gemini\u304a\u3088\u3073GPT-4\u306e\u516c\u5f0f\u8a55\u4fa1\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

Lens for LLMs\u306f\u3001\u5927\u91cf\u306e\u81ea\u52d5\u8a55\u4fa1\u306b\u3001\u4eba\u9593\u306b\u3088\u308b\u5c11\u91cf\u306e\u76ee\u8996\u8a55\u4fa1\u3092\u7d44\u307f\u5408\u308f\u305b\u3001\u4e21\u8005\u306e\u5f37\u307f\u3092\u30a4\u30f3\u30c6\u30b0\u30ec\u30fc\u30c8\u3059\u308b\u65b0\u305f\u306a\u6280\u8853\u3092\u5b9f\u88c5\u3001\u8a55\u4fa1\u7cbe\u5ea6\u306e\u5411\u4e0a\u3068\u8a55\u4fa1\u4f5c\u696d\u306e\u9ad8\u901f\u5316\u3092\u540c\u6642\u306b\u5b9f\u73fe\u3057\u307e\u3059\u3002\u76ee\u8996\u306b\u3088\u308b\u30e9\u30d9\u30eb\u4ed8\u3051\u3092\u52b9\u7387\u7684\u306b\u9032\u3081 […]<\/p>\n","protected":false},"author":1,"featured_media":1660,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9],"tags":[],"class_list":["post-1648","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\/1648","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=1648"}],"version-history":[{"count":0,"href":"https:\/\/citadel-ai.com\/ja\/wp-json\/wp\/v2\/posts\/1648\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/citadel-ai.com\/ja\/wp-json\/wp\/v2\/media\/1660"}],"wp:attachment":[{"href":"https:\/\/citadel-ai.com\/ja\/wp-json\/wp\/v2\/media?parent=1648"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/citadel-ai.com\/ja\/wp-json\/wp\/v2\/categories?post=1648"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/citadel-ai.com\/ja\/wp-json\/wp\/v2\/tags?post=1648"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}