{"id":14040,"date":"2024-06-13T09:00:00","date_gmt":"2024-06-13T09:00:00","guid":{"rendered":"https:\/\/megagon.ai\/order-matters-llm-sensitiv-mult-choice-tsks\/"},"modified":"2025-10-02T19:42:50","modified_gmt":"2025-10-02T19:42:50","slug":"order-matters-llm-sensitiv-mult-choice-tsks","status":"publish","type":"post","link":"https:\/\/megagon.ai\/jp\/order-matters-llm-sensitiv-mult-choice-tsks\/","title":{"rendered":"\u9806\u5e8f\u306f\u91cd\u8981\uff1a\u8907\u6570\u9078\u629e\u5f0f\u30bf\u30b9\u30af\u306b\u304a\u3051\u308b LLM \u306e\u611f\u5ea6\u8a55\u4fa1"},"content":{"rendered":"

\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u512a\u308c\u305f\u80fd\u529b\u3092\u767a\u63ee\u3057\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u3053\u308c\u307e\u3067\u306e\u7814\u7a76\u3067\u306f\u3001LLM\u304c\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u8868\u73fe\u65b9\u6cd5\u3084\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u5b66\u7fd2\u306e\u30c7\u30e2\u30f3\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u9078\u629e\u3001\u3055\u3089\u306b\u306f\u305d\u306e\u9806\u5e8f\u306b\u5bfe\u3057\u3066\u654f\u611f\u3067\u3042\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u3066\u304a\u308a\u3001\u516c\u5e73\u306a\u8a55\u4fa1\u3092\u884c\u3046\u4e0a\u3067\u306e\u8ab2\u984c\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002LLM\u306e\u6027\u80fd\u304c\u5411\u4e0a\u3059\u308b\u306b\u3064\u308c\u3001\u3053\u308c\u3089\u306e\u5236\u7d04\u3092\u7406\u89e3\u3057\u3001\u514b\u670d\u3059\u308b\u3053\u3068\u304c\u307e\u3059\u307e\u3059\u91cd\u8981\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u672c\u7814\u7a76\u3067\u306f\u3001LLM\u306e\u63a8\u8ad6\u80fd\u529b\u3084\u4e8b\u5b9f\u691c\u7d22\u80fd\u529b\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u3088\u304f\u7528\u3044\u3089\u308c\u308b\u8907\u6570\u9078\u629e\u5f0f\u8cea\u554f\uff08MCQ\uff09\u30bf\u30b9\u30af\u306b\u304a\u3051\u308b\u9811\u5065\u6027\u306b\u7740\u76ee\u3057\u307e\u3059\u3002\u3053\u306e\u6587\u8108\u306b\u304a\u3044\u3066\u3001LLM\u304cMCQ\u306e\u9078\u629e\u80a2\u306e\u9806\u5e8f\u306b\u5bfe\u3057\u3066\u3069\u306e\u7a0b\u5ea6\u306e\u611f\u5ea6\u3092\u793a\u3059\u306e\u304b\u3001\u305d\u306e\u611f\u5ea6\u306b\u306f\u3069\u306e\u3088\u3046\u306a\u8981\u56e0\u304c\u5f71\u97ff\u3092\u4e0e\u3048\u3066\u3044\u308b\u306e\u304b\u3001\u305d\u3057\u3066\u9078\u629e\u80a2\u306e\u9806\u5e8f\u306b\u5bfe\u3059\u308b\u611f\u5ea6\u3092\u4f4e\u6e1b\u3057\u9811\u5065\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u65b9\u6cd5\u304c\u3042\u308b\u306e\u304b\u3001\u3068\u3044\u3046\u4e09\u3064\u306e\u7814\u7a76\u8ab2\u984c\u306b\u53d6\u308a\u7d44\u307f\u307e\u3059\u3002\u672c\u7814\u7a76\u3092\u901a\u3058\u3066\u3001LLM\u306f\u9078\u629e\u80a2\u306e\u9806\u5e8f\u306b\u5bfe\u3057\u3066\u975e\u5e38\u306b\u654f\u611f\u3067\u3042\u308a\u3001\u305d\u306e\u611f\u5ea6\u3092\u5bb9\u6613\u306b\u89e3\u6c7a\u3059\u308b\u3053\u3068\u304c\u96e3\u3057\u3044\u3053\u3068\u3092\u660e\u3089\u304b\u306b\u3057\u307e\u3059\u3002<\/p>\n

MCQ\u30bf\u30b9\u30af\u306b\u304a\u3051\u308bLLM\u306e\u9078\u629e\u80a2\u9806\u5e8f\u3078\u306e\u611f\u5ea6<\/h2>\n

\u672c\u7814\u7a76\u3067\u306f\u3001\u6700\u5148\u7aef\u306e\u8907\u6570\u306eLLM\u3092\u7528\u3044\u3066\u30015\u3064\u306e\u7570\u306a\u308bMCQ\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306b\u5bfe\u3059\u308b\u8a55\u4fa1\u3092\u884c\u3044\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u9078\u629e\u80a2\u306e\u9806\u5e8f\u3092\u5909\u66f4\u3057\u305f\u969b\u306bLLM\u306e\u4e88\u6e2c\u304c\u3069\u306e\u3088\u3046\u306b\u5909\u5316\u3059\u308b\u304b\u3092\u89b3\u5bdf\u3057\u3001\u305d\u306e\u5f71\u97ff\u3092\u5206\u6790\u3057\u307e\u3059\u3002<\/p>\n

\"\"<\/p>\n

\u56f31. GPT-4\u306e\u9078\u629e\u80a2\u306e\u4e26\u3073\u66ff\u3048\u306b\u5bfe\u3059\u308b\u611f\u5ea6\uff1a\u9078\u629e\u80a2\u306e\u9806\u5e8f\u3092\u5909\u66f4\u3057\u305f\u969b\u3001GPT-4\u306e\u4e88\u6e2c\u304c\u300c\u9d8f\u5c0f\u5c4b\uff08hen house\uff09\u300d\u304b\u3089\u300c\u5bdd\u5ba4\u306e\u7a93\u306e\u5916\uff08outside of the bedroom window\uff09\u300d\u306b\u5909\u5316\u3057\u307e\u3057\u305f\uff08\u4f8b\u306fCSQA\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3088\u308a\uff09\u3002<\/p>\n

LLM\u306e\u611f\u5ea6\u3092\u6e2c\u5b9a\u3059\u308b\u305f\u3081\u306b\u3001\u9078\u629e\u80a2\u306e\u9806\u5e8f\u3092\u4e26\u3073\u66ff\u3048\u305f\u969b\u306e\u6700\u5c0f\u6027\u80fd\u3068\u6700\u5927\u6027\u80fd\u306e\u5dee\u3092\u8a08\u7b97\u3057\u307e\u3057\u305f\u3002\u672c\u7814\u7a76\u3067\u306f\u3001\u4ee5\u4e0b\u306e\u4e3b\u8981\u306a\u767a\u898b\u304c\u5f97\u3089\u308c\u307e\u3057\u305f\u3002<\/p>\n

(1)GPT-4\u306f\u3001\u4ed6\u306eLLM\u3068\u6bd4\u8f03\u3057\u3066\u3001\u9078\u629e\u80a2\u306e\u9806\u5e8f\u306b\u5bfe\u3059\u308b\u611f\u5ea6\u306e\u5dee\u304c\u5927\u5e45\u306b\u5c0f\u3055\u3044\u3053\u3068\u304c\u78ba\u8a8d\u3055\u308c\u307e\u3057\u305f\u3002
\n(2)GPT-4\u306f90%\u3092\u8d85\u3048\u308b\u9ad8\u3044\u7cbe\u5ea6\u3092\u793a\u3057\u307e\u3057\u305f\u304c\u3001\u305d\u308c\u3067\u308213.1%\u306e\u611f\u5ea6\u306e\u5dee\u304c\u898b\u3089\u308c\u3001\u9078\u629e\u80a2\u306e\u9806\u5e8f\u306e\u5909\u66f4\u304c\u9ad8\u6027\u80fd\u306a\u30e2\u30c7\u30eb\u306b\u3082\u5f71\u97ff\u3092\u53ca\u307c\u3059\u3053\u3068\u304c\u660e\u3089\u304b\u306b\u306a\u308a\u307e\u3057\u305f\u3002
\n(3)\u9078\u629e\u80a2\u306e\u9806\u5e8f\u306b\u5bfe\u3059\u308b\u611f\u5ea6\u306f\u3001\u30e2\u30c7\u30eb\u5168\u4f53\u306e\u6027\u80fd\u3068\u5b8c\u5168\u306b\u306f\u76f8\u95a2\u305b\u305a\u3001\u4ed6\u306e\u8981\u56e0\u304c\u5f71\u97ff\u3057\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u793a\u5506\u3055\u308c\u307e\u3057\u305f\u3002
\n(4)MCQ\u306e\u5206\u91ce\u3084\u9078\u629e\u80a2\u306e\u6570\u306f\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u307e\u3059\u304c\u3001\u9078\u629e\u80a2\u306e\u9806\u5e8f\u306b\u5bfe\u3059\u308b\u611f\u5ea6\u3068\u306e\u660e\u78ba\u306a\u76f8\u95a2\u306f\u898b\u3089\u308c\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/p>\n

\"\"<\/p>\n

\u88681: \u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u306b\u304a\u3051\u308b\u9078\u629e\u80a2\u306e\u9806\u5e8f\u3078\u306e\u611f\u5ea6\uff1a\u3059\u3079\u3066\u306eLLM\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306b\u304a\u3044\u3066\u3001\u9078\u629e\u80a2\u306e\u9806\u5e8f\u306b\u5bfe\u3057\u3066\u9855\u8457\u306a\u611f\u5ea6\u3092\u793a\u3057\u307e\u3057\u305f\u3002<\/p>\n

\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u8a2d\u5b9a\u306b\u304a\u3051\u308b\u30c7\u30e2\u30f3\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u306f\u611f\u5ea6\u3092\u89e3\u6c7a\u3067\u304d\u308b\u306e\u304b\uff1f<\/h2>\n

\u7d50\u8ad6\u3068\u3057\u3066\u306f\u89e3\u6c7a\u3067\u304d\u307e\u305b\u3093\u3002\u8cea\u554f\u306e\u30d9\u30af\u30c8\u30eb\u8868\u73fe\u306e\u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2\u3092\u8a08\u7b97\u3057\u3001\u6700\u3082\u985e\u4f3c\u3057\u305f\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u30c7\u30e2\u30f3\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u3068\u3057\u3066\u9078\u629e\u3057\u307e\u3057\u305f\u3002\u305d\u306e\u7d50\u679c\u3092\u4ee5\u4e0b\u306e\u56f3\u306b\u793a\u3057\u3001\u5404\u30b1\u30fc\u30b9\u306e\u611f\u5ea6\u306e\u5dee\u3092\u8aa4\u5dee\u30d0\u30fc\u3067\u53ef\u8996\u5316\u3057\u307e\u3057\u305f\u3002<\/p>\n

\u5f97\u3089\u308c\u305f\u7d50\u679c\u304b\u3089\u3001\u3044\u304f\u3064\u304b\u306e\u91cd\u8981\u306a\u89b3\u5bdf\u304c\u3067\u304d\u307e\u3059\u3002\u307e\u305a\u3001\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u8a2d\u5b9a\u3067\u30c7\u30e2\u30f3\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u5897\u3084\u3057\u3066\u3082\u3001\u611f\u5ea6\u306e\u5dee\u306f\u4e00\u8cab\u3057\u3066\u5927\u304d\u3044\u307e\u307e\u3067\u3057\u305f\u3002\u6b21\u306b\u3001\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u304c\u5411\u4e0a\u3059\u308b\u306b\u3064\u308c\u3066\u3001\u611f\u5ea6\u306e\u5dee\u306f\u7e2e\u5c0f\u3059\u308b\u50be\u5411\u304c\u898b\u3089\u308c\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u30c7\u30e2\u30f3\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u8ffd\u52a0\u3059\u308b\u3053\u3068\u304c\u5fc5\u305a\u3057\u3082\u611f\u5ea6\u306e\u5dee\u3092\u6e1b\u5c11\u3055\u305b\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3053\u306e\u7d50\u679c\u306f\u3001\u30c7\u30e2\u30f3\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u304c\u9811\u5065\u6027\u3092\u82e5\u5e72\u5411\u4e0a\u3055\u305b\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3082\u306e\u306e\u3001LLM\u306e\u9078\u629e\u80a2\u306e\u9806\u5e8f\u306b\u5bfe\u3059\u308b\u611f\u5ea6\u3092\u5b8c\u5168\u306b\u89e3\u6d88\u3059\u308b\u3082\u306e\u3067\u306f\u306a\u3044\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

\"\"<\/p>\n

\u56f32: \u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u8a2d\u5b9a\u306b\u304a\u3051\u308b\u9806\u5e8f\u611f\u5ea6\uff1a\u8aa4\u5dee\u30d0\u30fc\u306f\u3001\u30aa\u30e9\u30af\u30eb\u306b\u3088\u308b\u9078\u629e\u80a2\u306e\u4e26\u3073\u66ff\u3048\u3092\u9069\u7528\u3057\u305f\u5834\u5408\u306b\u9054\u6210\u53ef\u80fd\u306a\u6700\u5c0f\u304a\u3088\u3073\u6700\u5927\u306e\u7cbe\u5ea6\u306e\u7bc4\u56f2\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u672c\u7814\u7a76\u304b\u3089\u5f97\u3089\u308c\u305f\u4e3b\u306a\u89b3\u5bdf\u7d50\u679c\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002(1)\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u8a2d\u5b9a\u306b\u304a\u3044\u3066\u3082\u3001\u9078\u629e\u80a2\u306e\u9806\u5e8f\u306b\u5bfe\u3059\u308b\u611f\u5ea6\u306e\u5dee\u306f\u4f9d\u7136\u3068\u3057\u3066\u5927\u304d\u3044\u307e\u307e\u3067\u3057\u305f\u3002(2)\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u304c\u5411\u4e0a\u3059\u308b\u306b\u3064\u308c\u3066\u3001\u611f\u5ea6\u306e\u5dee\u306f\u7e2e\u5c0f\u3059\u308b\u50be\u5411\u304c\u898b\u3089\u308c\u307e\u3057\u305f\u3002(3)\u30c7\u30e2\u30f3\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u6570\u3092\u5897\u3084\u3057\u3066\u3082\u3001\u5fc5\u305a\u3057\u3082\u611f\u5ea6\u306e\u5dee\u304c\u6e1b\u5c11\u3059\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/p>\n

\u306a\u305cLLM\u306f\u9078\u629e\u80a2\u306e\u9806\u5e8f\u306b\u5bfe\u3057\u3066\u611f\u5ea6\u3092\u793a\u3059\u306e\u304b\uff1f<\/h2>\n

\u9078\u629e\u80a2\u306e\u9806\u5e8f\u3092\u5909\u66f4\u3059\u308b\u3053\u3068\u3067LLM\u306e\u4e88\u6e2c\u304c\u5909\u5316\u3057\u305f\u4e8b\u4f8b\u3092\u5206\u6790\u3057\u305f\u7d50\u679c\u3001\u4ee5\u4e0b\u306e\u4eee\u8aac\u3092\u63d0\u6848\u3057\u307e\u3059\u3002LLM\u306eMCQ\u306b\u304a\u3051\u308b\u611f\u5ea6\u306f\u3001\u6b21\u306e\u4e8c\u3064\u306e\u8981\u56e0\u306b\u3088\u3063\u3066\u751f\u3058\u308b\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n

(1)\u6700\u4e0a\u4f4d\u306e\u9078\u629e\u80a2\u306b\u5bfe\u3059\u308bLLM\u306e\u4e0d\u78ba\u5b9f\u6027\u306b\u3088\u308a\u3001\u6b63\u89e3\u3092\u78ba\u5b9f\u306b\u9078\u629e\u3067\u304d\u306a\u3044\u3053\u3068\u3002
\n(2)\u4f4d\u7f6e\u30d0\u30a4\u30a2\u30b9\u306b\u3088\u308a\u3001\u7279\u5b9a\u306e\u4f4d\u7f6e\u306b\u3042\u308b\u9078\u629e\u80a2\u3092\u512a\u5148\u3057\u3066\u3057\u307e\u3046\u3053\u3068\u3002<\/p>\n

\u3053\u308c\u3089\u306e\u5f71\u97ff\u3092\u5b9f\u9a13\u7684\u306b\u691c\u8a3c\u3057\u3001\u4e0d\u78ba\u5b9f\u6027\u304c\u611f\u5ea6\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u3092\u793a\u3057\u307e\u3059\u3002\u307e\u305a\u3001MCQ\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066LLM\u306e\u611f\u5ea6\u306e\u5dee\u304c\u3001\u30e2\u30c7\u30eb\u306e\u30a8\u30e9\u30fc\u7387\u3068\u5f37\u3044\u76f8\u95a2\u3092\u6301\u3064\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3057\u305f\u3002<\/p>\n

\"\"<\/p>\n

\u56f33: \u611f\u5ea6\u306e\u5dee\u3068\u30a8\u30e9\u30fc\u7387\u306e\u76f8\u95a2\uff1a\u56f33\u306f\u3001GPT-4\u3068InstructGPT\u306b\u304a\u3051\u308b\u8907\u6570\u9078\u629e\u5f0f\u8cea\u554f\uff08MCQ\uff09\u30bf\u30b9\u30af\u306e\u611f\u5ea6\u306e\u5dee\u3068\u30a8\u30e9\u30fc\u7387\u306e\u76f8\u95a2\u3092\u793a\u3057\u3066\u3044\u307e\u3059\uff08\u5404\u70b9\u306f\u3001LLM\u306e\u7279\u5b9a\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306b\u304a\u3051\u308b\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u8868\u3057\u307e\u3059\uff09\u3002<\/p>\n

\u3053\u306e\u76f8\u95a2\u3092\u3055\u3089\u306b\u691c\u8a3c\u3059\u308b\u305f\u3081\u306b\u3001\u30ed\u30b0\u78ba\u7387\u3068LLM\u81ea\u8eab\u306b\u3088\u308b\u4fe1\u983c\u5ea6\u306e\u63a8\u5b9a\u3092\u7528\u3044\u305f\u5206\u6790\u3092\u884c\u3044\u307e\u3057\u305f\u3002\u307e\u305f\u3001\u4f4d\u7f6e\u30d0\u30a4\u30a2\u30b9\u304cLLM\u306e\u9806\u5e8f\u611f\u5ea6\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u3092\u8abf\u67fb\u3059\u308b\u305f\u3081\u306b\u3001\u4e0a\u4f4d\u306e\u9078\u629e\u80a2\u3092\u5143\u306e\u9806\u5e8f\u306e\u307e\u307e\u4fdd\u6301\u3057\u3001\u305d\u308c\u4ee5\u5916\u306e\u9078\u629e\u80a2\u3092\u524a\u9664\u3059\u308b\u5b9f\u9a13\u3092\u884c\u3044\u307e\u3057\u305f\u3002\u305d\u306e\u7d50\u679c\u3001LLM\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306f\u307b\u307c\u5909\u308f\u3089\u306a\u3044\u304b\u3001\u308f\u305a\u304b\u306b\u5411\u4e0a\u307e\u305f\u306f\u4f4e\u4e0b\u3059\u308b\u50be\u5411\u304c\u898b\u3089\u308c\u307e\u3057\u305f\u3002\u3053\u306e\u89b3\u5bdf\u7d50\u679c\u306f\u3001LLM\u306e\u9806\u5e8f\u611f\u5ea6\u306b\u4f4d\u7f6e\u30d0\u30a4\u30a2\u30b9\u304c\u5f71\u97ff\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u793a\u5506\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u3055\u3089\u306b\u3001\u9078\u629e\u80a2\u306e\u914d\u7f6e\u30d1\u30bf\u30fc\u30f3\u306b\u3088\u3063\u3066\u30e2\u30c7\u30eb\u306e\u4f4d\u7f6e\u30d0\u30a4\u30a2\u30b9\u304c\u5f37\u307e\u308b\u5834\u5408\u3068\u5f31\u307e\u308b\u5834\u5408\u304c\u3042\u308b\u3053\u3068\u3092\u7279\u5b9a\u3057\u307e\u3057\u305f\u3002\u30d0\u30a4\u30a2\u30b9\u3092\u4f4e\u6e1b\u3059\u308b\u306b\u306f\u3001\u4e0a\u4f4d2\u3064\u306e\u9078\u629e\u80a2\u3092\u4e92\u3044\u306b\u8fd1\u3044\u4f4d\u7f6e\u306b\u914d\u7f6e\u3059\u308b\u3053\u3068\u304c\u6709\u52b9\u3067\u3042\u308a\u3001\u9006\u306b\u30d0\u30a4\u30a2\u30b9\u3092\u5f37\u3081\u308b\u306b\u306f\u3001\u305d\u308c\u3089\u306e\u9078\u629e\u80a2\u3092\u3067\u304d\u308b\u3060\u3051\u96e2\u3057\u3066\u914d\u7f6e\u3059\u308b\u306e\u304c\u52b9\u679c\u7684\u3067\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3057\u305f\u3002<\/p>\n

MCQ\u30bf\u30b9\u30af\u306b\u304a\u3051\u308bLLM\u306e\u30ad\u30e3\u30ea\u30d6\u30ec\u30fc\u30b7\u30e7\u30f3<\/h2>\n

LLM\u304c\u9078\u629e\u80a2\u306e\u9806\u5e8f\u306b\u5bfe\u3057\u3066\u611f\u5ea6\u3092\u793a\u3059\u3053\u3068\u304c\u660e\u3089\u304b\u306b\u306a\u3063\u305f\u4eca\u3001\u6b21\u306e\u8ab2\u984c\u306f\u3053\u306e\u611f\u5ea6\u3092\u3069\u306e\u3088\u3046\u306b\u6291\u3048\u308b\u304b\u3067\u3059\u3002\u672c\u7814\u7a76\u3067\u306f\u3001LLM\u306e\u4e88\u6e2c\u3092\u30ad\u30e3\u30ea\u30d6\u30ec\u30fc\u30b7\u30e7\u30f3\u3059\u308b\u3053\u3068\u30921\u3064\u306e\u89e3\u6c7a\u7b56\u3068\u3057\u3066\u691c\u8a0e\u3057\u307e\u3057\u305f\u3002\u305d\u306e\u305f\u3081\u306b\u3001\u4ee5\u4e0b\u306e2\u3064\u306e\u30ad\u30e3\u30ea\u30d6\u30ec\u30fc\u30b7\u30e7\u30f3\u6226\u7565\u3092\u63a1\u7528\u3057\u307e\u3057\u305f\u3002<\/p>\n

(1)\u591a\u6570\u6c7a\u65b9\u5f0f: \u9078\u629e\u80a2\u306e\u9806\u5e8f\u3092\u30e9\u30f3\u30c0\u30e0\u306b10\u56de\u4e26\u3073\u66ff\u3048\u3001\u305d\u308c\u305e\u308c\u306e\u4e88\u6e2c\u7d50\u679c\u304b\u3089\u591a\u6570\u6c7a\u3092\u53d6\u308b\u65b9\u6cd5\u3002
\n(2)\u591a\u91cd\u8a3c\u62e0\u30ad\u30e3\u30ea\u30d6\u30ec\u30fc\u30b7\u30e7\u30f3\uff08MEC\uff09: \u4e88\u6e2c\u3092\u884c\u3046\u524d\u306bLLM\u306b\u63a8\u8ad6\u30d7\u30ed\u30bb\u30b9\u3092\u8aac\u660e\u3055\u305b\u308b\u65b9\u6cd5\u3002<\/p>\n

\"\"<\/p>\n

\u88682: \u30ad\u30e3\u30ea\u30d6\u30ec\u30fc\u30b7\u30e7\u30f3\u624b\u6cd5\u304cLLM\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u4e0e\u3048\u308b\u5f71\u97ff<\/p>\n

\u3053\u308c\u30892\u3064\u306e\u30ad\u30e3\u30ea\u30d6\u30ec\u30fc\u30b7\u30e7\u30f3\u624b\u6cd5\u3092\u9069\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u3055\u307e\u3056\u307e\u306a\u30e2\u30c7\u30eb\u3084\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306b\u304a\u3044\u3066\u6700\u59278\u30d1\u30fc\u30bb\u30f3\u30c8\u30dd\u30a4\u30f3\u30c8\u306e\u6027\u80fd\u5411\u4e0a\u304c\u78ba\u8a8d\u3055\u308c\u307e\u3057\u305f\u3002\u305f\u3060\u3057\u3001MEC\u306e\u5f71\u97ff\u306f\u591a\u6570\u6c7a\u65b9\u5f0f\u3068\u306f\u7570\u306a\u308a\u3001MCQ\u30bf\u30b9\u30af\u306b\u5bfe\u3059\u308b\u9069\u7528\u306e\u9069\u5207\u6027\u306b\u3064\u3044\u3066\u3055\u3089\u306a\u308b\u691c\u8a0e\u304c\u5fc5\u8981\u3067\u3042\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n

\u307e\u3068\u3081\u3068\u4eca\u5f8c\u306e\u5c55\u671b<\/h2>\n

\u672c\u7814\u7a76\u3067\u306f\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u304c\u8907\u6570\u9078\u629e\u5f0f\u8cea\u554f\uff08MCQ\uff09\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u9078\u629e\u80a2\u306e\u9806\u5e8f\u306b\u5bfe\u3057\u3066\u611f\u5ea6\u3092\u793a\u3059\u3053\u3068\u3092\u660e\u3089\u304b\u306b\u3057\u307e\u3057\u305f\u3002\u3055\u3089\u306b\u3001\u8abf\u67fb\u3092\u9032\u3081\u308b\u4e2d\u3067\u3001LLM\u306f\u8907\u6570\u306e\u8981\u7d20\u3092\u542b\u3080\u4ed6\u306e\u30bf\u30b9\u30af\u3001\u4f8b\u3048\u3070\u7570\u5e38\u5358\u8a9e\u691c\u51fa\u3001\u30ea\u30b9\u30c8\u306e\u30bd\u30fc\u30c8\u3001\u6587\u66f8\u306e\u30e9\u30f3\u30ad\u30f3\u30b0\u306a\u3069\u306b\u304a\u3044\u3066\u3082\u540c\u69d8\u306e\u611f\u5ea6\u3092\u793a\u3059\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3057\u305f\u3002
\n\u3055\u307e\u3056\u307e\u306a\u5b9f\u9a13\u3092\u901a\u3058\u3066\u672c\u7814\u7a76\u306e\u4eee\u8aac\u3092\u691c\u8a3c\u3057\u307e\u3057\u305f\u304c\u3001LLM\u306e\u9806\u5e8f\u611f\u5ea6\u306e\u6839\u672c\u7684\u306a\u539f\u56e0\u3092\u3088\u308a\u6df1\u304f\u7406\u89e3\u3059\u308b\u306b\u306f\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u8a73\u7d30\u306a\u5206\u6790\u304c\u4e0d\u53ef\u6b20\u3067\u3042\u308b\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002
\n\u307e\u305f\u3001\u672c\u7814\u7a76\u3067\u306f2\u3064\u306e\u30ad\u30e3\u30ea\u30d6\u30ec\u30fc\u30b7\u30e7\u30f3\u624b\u6cd5\u3092\u691c\u8a0e\u3057\u307e\u3057\u305f\u304c\u3001LLM\u306e\u9806\u5e8f\u611f\u5ea6\u3092\u8efd\u6e1b\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u3088\u308a\u512a\u308c\u305f\u30ad\u30e3\u30ea\u30d6\u30ec\u30fc\u30b7\u30e7\u30f3\u6280\u8853\u306e\u5c0e\u5165\u304c\u4eca\u5f8c\u306e\u91cd\u8981\u306a\u8ab2\u984c\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n

\u57f7\u7b46\u8005\uff1aPouya Pezeshkpour<\/a>\u3001Estevam Hruschka<\/a>\u3001Megagon Labs<\/p>\n

[\u539f\u6587\u3078 – 2024\/6\/13<\/a>]<\/p>\n

\uff08\u7ffb\u8a33\uff1aMegagon Labs \u6771\u4eac\u30aa\u30d5\u30a3\u30b9<\/a>\uff09<\/p>\n\n\n

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