{"id":14028,"date":"2024-03-13T05:03:00","date_gmt":"2024-03-13T05:03:00","guid":{"rendered":"https:\/\/megagon.ai\/llms-as-data-annote-p1-challs-opps\/"},"modified":"2025-10-02T19:42:50","modified_gmt":"2025-10-02T19:42:50","slug":"llms-as-data-annote-p1-challs-opps","status":"publish","type":"post","link":"https:\/\/megagon.ai\/jp\/llms-as-data-annote-p1-challs-opps\/","title":{"rendered":"\u30c7\u30fc\u30bf\u30a2\u30ce\u30c6\u30fc\u30bf\u30fc\u3068\u3057\u3066\u306eLLM\uff08\u7b2c1\u90e8\uff09 \u2013 \u8ab2\u984c\u3068\u6a5f\u4f1a"},"content":{"rendered":"

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LLM\u3092\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u4f7f\u7528\u3059\u308b\u969b\u306f\u3001\u307e\u305aLLM\u30e2\u30c7\u30eb\u3092\u9078\u629e\u3057\u3001\u305d\u306e\u8a2d\u5b9a\u3092\u6307\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u9078\u629e\u80a2\u306b\u306f\u3001ChatGPT\u306e\u3088\u3046\u306a\u5546\u7528\u30e2\u30c7\u30eb\u3084\u3001Llama\u3084Vicuna\u306e\u3088\u3046\u306a\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e2\u30c7\u30eb\u304c\u3042\u308a\u307e\u3059\u3002\u4e00\u90e8\u306e\u30e2\u30c7\u30eb\u306b\u306f\u7570\u306a\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u4e00\u822c\u7684\u306a\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e1\u3064\u304c\u6e29\u5ea6\uff08temperature\uff09\u3067\u3001\u5fdc\u7b54\u304c\u3088\u308a\u30e9\u30f3\u30c0\u30e0\/\u30af\u30ea\u30a8\u30a4\u30c6\u30a3\u30d6\uff08\u9ad8\u3044\u6e29\u5ea6\uff09\u3001\u4e88\u6e2c\u53ef\u80fd\uff08\u4f4e\u3044\u6e29\u5ea6\uff09\u3001\u307e\u305f\u306f\u6c7a\u5b9a\u8ad6\u7684\uff08\u30bc\u30ed\u6e29\u5ea6\uff09\u306b\u306a\u308b\u304b\u3092\u5236\u5fa1\u3057\u307e\u3059\u3002<\/p>\n

\u524d\u51e6\u7406: \u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u6e96\u5099<\/h5>\n

\u6b21\u306b\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u4f5c\u6210\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u306f\u3001LLM\u3078\u306e\u30c6\u30ad\u30b9\u30c8\u5165\u529b\u306e\u3053\u3068\u3067\u3059\u3002\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u4e0e\u3048\u308b\u3068\u3001LLM\u306f\u5fdc\u7b54\u30c6\u30ad\u30b9\u30c8\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001LLM\u306b\u4f55\u3092\u3059\u3079\u304d\u304b\u3092\u30d7\u30ed\u30f3\u30d7\u30c8\u5185\u3067\u6307\u793a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u4eba\u9593\u306e\u30a2\u30ce\u30c6\u30fc\u30bf\u30fc\u306b\u30e9\u30d9\u30eb\u4ed8\u3051\u306e\u65b9\u6cd5\u3092\u6559\u3048\u308b\u306e\u3068\u540c\u3058\u3067\u3059\u3002\u6307\u793a\u306b\u306f\u3001\u30bf\u30b9\u30af\u306e\u8aac\u660e\uff08\u4f8b\uff1a\u611f\u60c5\u5206\u6790\uff09\u3001\u6709\u52b9\u306a\u30e9\u30d9\u30eb\u30aa\u30d7\u30b7\u30e7\u30f3\uff08\u4f8b\uff1a\u300c\u30dd\u30b8\u30c6\u30a3\u30d6\u300d\u3001\u300c\u30cb\u30e5\u30fc\u30c8\u30e9\u30eb\u300d\u3001\u300c\u30cd\u30ac\u30c6\u30a3\u30d6\u300d\uff09\u3001\u304a\u3088\u3073\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u884c\u3046\u30c7\u30fc\u30bf\u30b5\u30f3\u30d7\u30eb\u3092\u542b\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4efb\u610f\u3067\u3001\u3044\u304f\u3064\u304b\u306e\u30e9\u30d9\u30eb\u4ed8\u304d\u4f8b\u3092\u542b\u3081\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\uff08\u3053\u308c\u3092\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u30e9\u30fc\u30cb\u30f3\u30b0\u3068\u547c\u3073\u307e\u3059\uff09\u3002\u3053\u308c\u306b\u3088\u308a\u3001LLM\u304c\u6307\u5b9a\u3055\u308c\u305f\u30e9\u30d9\u30ea\u30f3\u30b0\u30bf\u30b9\u30af\u3092\u3088\u308a\u9069\u5207\u306b\u5b9f\u884c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u7279\u5b9a\u306e\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\uff08\u4f8b\uff1aJSON\u5f62\u5f0f\uff09\u304c\u5fc5\u8981\u306a\u5834\u5408\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u6307\u793a\u3092\u542b\u3081\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n

\u56f32\u306f\u3001\u611f\u60c5\u5206\u6790\u30bf\u30b9\u30af\u306b\u304a\u3051\u308b\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u4f8b\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

\"\"<\/p>\n

\u56f32: \u6307\u793a\u3001\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30e2\u4f8b\u3001\u5165\u529b\u3001LLM\u51fa\u529b\u3092\u542b\u3080\u611f\u60c5\u5206\u6790\u30bf\u30b9\u30af\u306e\u305f\u3081\u306e\u30d7\u30ed\u30f3\u30d7\u30c8<\/p>\n

LLM API\u306e\u547c\u3073\u51fa\u3057<\/h5>\n

\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u6e96\u5099\u304c\u3067\u304d\u305f\u3089\u3001\u305d\u308c\u3092\u9078\u629e\u3057\u305fLLM\u306b\u9001\u4fe1\u3067\u304d\u307e\u3059\u3002\u30c6\u30b9\u30c8\u306e\u305f\u3081\u306b\u3044\u304f\u3064\u304b\u306e\u4f8b\u3092\u5b9f\u884c\u3059\u308b\u5834\u5408\u306f\u3001OpenAI Playground<\/a>\u306e\u3088\u3046\u306a\u30aa\u30f3\u30e9\u30a4\u30f3\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u4f7f\u7528\u3059\u308b\u3060\u3051\u3067\u5341\u5206\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u3057\u304b\u3057\u3001\u5927\u898f\u6a21\u306a\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u884c\u3046\u5834\u5408\u306f\u3001LLM API\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002<\/p>\n

\u6ce8\u610f\u70b9: \u5404LLM\u306b\u306f\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u5236\u9650\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u5165\u529b\u3068\u51fa\u529b\u3092\u542b\u3080\u51e6\u7406\u53ef\u80fd\u306a\u30c8\u30fc\u30af\u30f3\u6570\uff08\u5358\u8a9e\u6570\u3067\u306f\u3042\u308a\u307e\u305b\u3093\uff09\u3092\u610f\u5473\u3057\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u751f\u6210\u3055\u308c\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\u304c\u9577\u3044\u5834\u5408\u306f\u3001\u9078\u629e\u3057\u305fLLM\u306e\u30c8\u30fc\u30af\u30f3\u5236\u9650\u5185\u306b\u53ce\u307e\u308b\u3088\u3046\u306b\u3057\u3001\u51fa\u529b\u306e\u4e88\u60f3\u3055\u308c\u308b\u9577\u3055\u3082\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u5546\u7528LLM\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u3001\u6709\u52b9\u306a\u8a8d\u8a3c\u30ad\u30fc\u3092\u6301\u3063\u3066\u3044\u308b\u3053\u3068\u3068\u3001\u7279\u306b\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u4ed8\u3051\u308b\u524d\u306b\u30b3\u30b9\u30c8\u69cb\u9020\u3092\u7406\u89e3\u3057\u3066\u304a\u304f\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u307e\u305f\u3001API\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u3084\u30a2\u30ab\u30a6\u30f3\u30c8\u306e\u5229\u7528\u30d7\u30e9\u30f3\u306b\u5fdc\u3058\u3066\u3001API\u3092\u547c\u3073\u51fa\u3059\u56de\u6570\u3084\u983b\u5ea6\u306b\u5236\u9650\u304c\u3042\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

\u5f8c\u51e6\u7406<\/h5>\n

LLM\u304b\u3089\u5fdc\u7b54\u304c\u8fd4\u3063\u3066\u304d\u305f\u3089\u3001\u305d\u306e\u30c6\u30ad\u30b9\u30c8\uff08\u4f8b: \u56f32\u306e\u300cLabel: positive\u300d\uff09\u3092\u89e3\u6790\u3057\u3001\u30e9\u30d9\u30eb\uff08\u4f8b: \u300cpositive\u300d\uff09\u3092\u62bd\u51fa\u3057\u3001\u305d\u308c\u3092\u30e9\u30d9\u30ea\u30f3\u30b0\u30b9\u30ad\u30fc\u30de\u306b\u30de\u30c3\u30d4\u30f3\u30b0\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\uff08\u4f8b: \u300cpositive\u300d\u2208 [\u300cpositive\u300d\u3001\u300cnegative\u300d\u3001\u300cneutral\u300d]\u304b\u3092\u78ba\u8a8d\uff09\u3002\u3053\u306e\u5f8c\u51e6\u7406\u306e\u90e8\u5206\u306f\u7279\u306b\u6311\u6226\u7684\u3067\u3059\u3002LLM\u306e\u81ea\u7531\u5f62\u5f0f\u306e\u51fa\u529b\u304c\u3057\u3070\u3057\u3070\u30ce\u30a4\u30ba\u3092\u542b\u307f\u3001\u5fc5\u305a\u3057\u3082\u6307\u5b9a\u3055\u308c\u305f\u30e9\u30d9\u30ea\u30f3\u30b0\u6307\u793a\u306b\u5f93\u308f\u306a\u3044\u5834\u5408\u304c\u3042\u308b\u304b\u3089\u3067\u3059\u3002<\/p>\n

LLM\u306b\u3088\u308b\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3067\u4f55\u304c\u554f\u984c\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u306e\u304b\uff1f<\/h2>\n

LLM\u306f\u4e88\u6e2c\u4e0d\u80fd\u306a\u52d5\u304d\u3092\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u660e\u78ba\u306a\u6307\u793a\u3092\u4e0e\u3048\u3066\u3082\u3001\u610f\u56f3\u304b\u3089\u5916\u308c\u305f\u5fdc\u7b54\u3092\u8fd4\u3059\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002LLM\u3092\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u4f7f\u7528\u3059\u308b\u969b\u306b\u7559\u610f\u3059\u3079\u304d\u3044\u304f\u3064\u304b\u306e\u8ab2\u984c\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002
\n\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u8003\u3048\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n

\u300c\u4ee5\u4e0b\u306e\u30c6\u30ad\u30b9\u30c8\u306e\u611f\u60c5\u3092\u30dd\u30b8\u30c6\u30a3\u30d6\u3001\u30cb\u30e5\u30fc\u30c8\u30e9\u30eb\u3001\u307e\u305f\u306f\u30cd\u30ac\u30c6\u30a3\u30d6\u3068\u3057\u3066\u30e9\u30d9\u30eb\u4ed8\u3051\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u56de\u7b54\u306f\u6b21\u306e\u5f62\u5f0f\u3067\u8a18\u8ff0\u3057\u3066\u304f\u3060\u3055\u3044\u3002Label: <sentiment><\/p>\n

Text: The weather today is beautiful\u300d<\/p>\n

\u554f\u984c1: \u8aa4\u3063\u305f\u5fdc\u7b54\u5f62\u5f0f\u3068\u7121\u52b9\u306a\u30e9\u30d9\u30eb<\/h3>\n

\u4e0a\u8a18\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u4f7f\u7528\u3057\u3066LLM\u3092\u547c\u3073\u51fa\u3057\u3001\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u5fdc\u7b54\u3092\u6b63\u5e38\u306b\u53d6\u5f97\u3057\u307e\u3057\u305f\u3002<\/p>\n

Label: positive<\/p>\n

\u3053\u308c\u306f\u826f\u3055\u305d\u3046\u3067\u3059\u3002\u6b21\u306b\u3001\u540c\u3058\u30d7\u30ed\u30f3\u30d7\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u5404\u6587\u3092\u30c6\u30ad\u30b9\u30c8\u30d5\u30a3\u30fc\u30eb\u30c9\u3068\u3057\u3066\u5909\u66f4\u3057\u3001100\u500b\u306e\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u3092\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3059\u308b\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u3002LLM\u306b\u5bfe\u3057\u30661\u3064\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3054\u3068\u306b1\u56de\u306e\u547c\u3073\u51fa\u3057\u3092\u884c\u3044\u3001\u7d50\u679c\u3068\u3057\u3066100\u4ef6\u306e\u5fdc\u7b54\u3092\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002\u305d\u306e\u5f8c\u3001\u5225\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u4f5c\u6210\u3057\u3066\u3001LLM\u30e9\u30d9\u30eb\u3092\u62bd\u51fa\u3057\u3001\u30e9\u30d9\u30eb\u30b9\u30ad\u30fc\u30de\u306b\u4e00\u81f4\u3055\u305b\u308b\u51e6\u7406\u3092\u884c\u3046\u3053\u3068\u3092\u6c7a\u3081\u307e\u3057\u305f\u3002<\/p>\n

\u3057\u304b\u3057\u3001\u4e00\u90e8\u306eLLM\u5fdc\u7b54\u304c\u30e9\u30d9\u30ea\u30f3\u30b0\u3084\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306e\u6307\u793a\u304b\u3089\u9038\u8131\u3057\u3066\u3044\u308b\u3053\u3068\u306b\u6c17\u4ed8\u304d\u307e\u3057\u305f\uff08\u56f33\u53c2\u7167\uff09\u3002\u305f\u3068\u3048\u3070\u3001\u5fdc\u7b54\u304c\u6307\u5b9a\u3055\u308c\u305f\u5f62\u5f0f\u306b\u5f93\u3063\u3066\u3044\u306a\u3044\u5834\u5408\uff08\u4f8b: Label is positive\uff09\u3084\u3001\u53e5\u8aad\u70b9\u3084\u5927\u6587\u5b57\u5c0f\u6587\u5b57\u306e\u4e9b\u7d30\u306a\u9055\u3044\uff08\u4f8b: Label: \u201cPositive\u201d \u3084 Label: Positive.\uff09\u304c\u30e9\u30d9\u30eb\u62bd\u51fa\u30d7\u30ed\u30bb\u30b9\u3092\u6df7\u4e71\u3055\u305b\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u4e00\u90e8\u306e\u30b1\u30fc\u30b9\u3067\u306f\u3001\u751f\u6210\u3055\u308c\u305f\u5fdc\u7b54\u304c\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u30bf\u30b9\u30af\u306b\u5168\u304f\u95a2\u4fc2\u306e\u306a\u3044\u5185\u5bb9\u3067\u3042\u308b\u5834\u5408\u3082\u3042\u308a\u307e\u3059\u3002\u6307\u793a\u306b\u5f93\u3046\u3088\u3046\u8a13\u7df4\u3055\u308c\u305f\u6700\u65b0\u306eLLM\u30e2\u30c7\u30eb\u3067\u3082\u3001\u3053\u308c\u3089\u306e\u554f\u984c\u304c\u767a\u751f\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

\u305d\u306e\u305f\u3081\u3001\u3053\u306e\u3088\u3046\u306a\u30a8\u30e9\u30fc\u3092\u51e6\u7406\u3067\u304d\u308b\u5805\u7262\u306a\u5f8c\u51e6\u7406\u30e1\u30ab\u30cb\u30ba\u30e0\u304c\u3001\u30b9\u30e0\u30fc\u30ba\u3067\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u30d7\u30ed\u30bb\u30b9\u306b\u3068\u3063\u3066\u91cd\u8981\u3067\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u6b63\u898f\u8868\u73fe\u3084\u5358\u8a9e\u306e\u985e\u4f3c\u6027\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30b9\u30da\u30eb\u30df\u30b9\u3084\u53e5\u8aad\u70b9\u306e\u554f\u984c\u306a\u3069\u306e\u4e9b\u7d30\u306a\u30df\u30b9\u3092\u30ab\u30d0\u30fc\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u4e00\u90e8\u306eLLM\u306f\u69cb\u9020\u5316\u3055\u308c\u305f\u51fa\u529b\u30e2\u30fc\u30c9\uff08\u4f8b: JSON\u5f62\u5f0f\u3067\u5fdc\u7b54\u3092\u51fa\u529b\uff09\u3092\u63d0\u4f9b\u3057\u3066\u304a\u308a\u3001\u5f62\u5f0f\u306e\u4e0d\u6b63\u78ba\u3055\u306e\u554f\u984c\u3092\u8efd\u6e1b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n

\"\"<\/p>\n

\u56f33: LLM\u306e\u5fdc\u7b54\u4f8b\u3068\u5f8c\u51e6\u7406\u7d50\u679c<\/em><\/p>\n

\u554f\u984c2: \u73cd\u3057\u3044\u30bf\u30b9\u30af\u3068\u30b9\u30ad\u30fc\u30de<\/h3>\n

\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u30bf\u30b9\u30af\u3092\u5909\u66f4\u3057\u305f\u3044\u3068\u60f3\u50cf\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002\u305f\u3068\u3048\u3070\u3001\u30e9\u30d9\u30ea\u30f3\u30b0\u6307\u793a\u3092\u6539\u5584\u3059\u308b\u305f\u3081\u306b\u5909\u66f4\u3057\u305f\u308a\uff08\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u6539\u5584\uff09\u3001\u30e9\u30d9\u30eb\u30b9\u30ad\u30fc\u30de\u3092\u5909\u66f4\u3057\u305f\u308a\uff08\u30e9\u30d9\u30eb\u306e\u9078\u629e\u80a2\u3092\u5897\u3084\u3057\u305f\u3044\u5834\u5408\uff09\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u30e9\u30d9\u30eb\u30b9\u30ad\u30fc\u30de\u3092\u300csuper-positive\u300d\u300cpositive\u300d\u300cnegative\u300d\u300csuper-negative\u300d\u306b\u66f4\u65b0\u3057\u305f\u3044\u3068\u3057\u307e\u3059\u3002\u305d\u306e\u5834\u5408\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u305d\u308c\u306b\u5fdc\u3058\u3066\u5909\u66f4\u3057\u3001\u518d\u5ea6LLM\u3092\u547c\u3073\u51fa\u3057\u307e\u3059\u3002<\/p>\n

\u4ee5\u4e0b\u306e\u56f3\u306f\u3001\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u5fdc\u7b54\u3068\u5f8c\u51e6\u7406\u7d50\u679c\u306e\u4f8b\u3092\u793a\u3057\u305f\u8981\u7d04\u3067\u3059\u3002<\/p>\n

\"\"<\/p>\n

\u56f34: LLM\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u8981\u7d04\uff08\u7121\u52b9\u306a\u30e9\u30d9\u30eb\u3068\u305d\u306e\u983b\u5ea6\u3092\u793a\u3059\uff09<\/em><\/p>\n

\u300csuper-positive\u300d\u3084\u300csuper-negative\u300d\u306e\u30e9\u30d9\u30eb\u306e\u5206\u5e03\u304c\u3001\u4ed6\u306e\u30e9\u30d9\u30eb\u3068\u6bd4\u3079\u3066\u306f\u308b\u304b\u306b\u5c11\u306a\u3044\u3053\u3068\u306b\u6c17\u4ed8\u304d\u307e\u3057\u305f\u304b\uff1f\u3053\u308c\u306f\u3001\u304a\u305d\u3089\u304fLLM\u304c\u300cpositive\u300d\u3068\u300csuper-positive\u300d\u3084\u300cnegative\u300d\u3068\u300csuper-negative\u300d\u306e\u5fae\u5999\u306a\u9055\u3044\u3092\u7406\u89e3\u3067\u304d\u3066\u3044\u306a\u3044\u305f\u3081\u3067\u3059\u3002\u305d\u306e\u7406\u7531\u306e1\u3064\u3068\u3057\u3066\u30015\u3064\u306e\u30e9\u30d9\u30eb\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u6301\u3064\u65b0\u3057\u3044\u30b9\u30ad\u30fc\u30de\u304c\u3001\u300cpositive\u300d\u300cneutral\u300d\u300cnegative\u300d\u3068\u3044\u3046\u3088\u308a\u4e00\u822c\u7684\u306a\u30b9\u30ad\u30fc\u30de\u3068\u6bd4\u3079\u3066\u3042\u307e\u308a\u666e\u53ca\u3057\u3066\u3044\u306a\u3044\u3053\u3068\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n

LLM\u306f\u3001\u4e8b\u524d\u5b66\u7fd2\u3055\u308c\u305f\u5185\u5bb9\u3092\u77e5\u3063\u3066\u3044\u307e\u3059\u3002LLM\u306f\u3001\u6587\u66f8\u5206\u985e\u3001\u30c8\u30d4\u30c3\u30af\u30e2\u30c7\u30ea\u30f3\u30b0\u3001\u56fa\u6709\u8868\u73fe\u62bd\u51fa\u306a\u3069\u306e\u4e00\u822c\u7684\u306aNLP\u30bf\u30b9\u30af\u3067\u8a13\u7df4\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u7279\u306b\u3001\u4e00\u822c\u7684\u306a\u30e9\u30d9\u30eb\u30b9\u30ad\u30fc\u30de\u3092\u6301\u3064\u30bf\u30b9\u30af\u306b\u3064\u3044\u3066\u306f\u3001LLM\u306f\u81a8\u5927\u306a\u30b5\u30f3\u30d7\u30eb\u3092\u898b\u3066\u3001\u305d\u308c\u3089\u3092\u89e3\u6c7a\u3059\u308b\u65b9\u6cd5\u3092\u5b66\u3093\u3067\u3044\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u30bf\u30b9\u30af\u3092\u4e00\u822c\u7684\u306aNLP\u554f\u984c\u3068\u3057\u3066\u67a0\u7d44\u307f\u5316\u3067\u304d\u308b\u5834\u5408\u306f\u3001\u5f93\u6765\u306e\u30e9\u30d9\u30eb\u30b9\u30ad\u30fc\u30de\u3092\u4f7f\u7528\u3057\u3001LLM\u306bNLP\u554f\u984c\u3068\u3057\u3066\u56de\u7b54\u3055\u305b\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u30e1\u30fc\u30eb\u30c6\u30ad\u30b9\u30c8\u3092\u300cspam\u300d\u3068\u300cnot spam\u300d\u306b\u5206\u985e\u3059\u308b\u3088\u3046\u6307\u793a\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002<\/p>\n

\u3082\u30461\u3064\u306e\u4f8b\u3068\u3057\u3066\u3001\u8a18\u4e8b\u3078\u306e\u30b3\u30e1\u30f3\u30c8\u304c\u5143\u306e\u8a18\u4e8b\u306b\u8cdb\u540c\u3057\u3066\u3044\u308b\u304b\u3092\u5c0b\u306d\u308b\u4ee3\u308f\u308a\u306b\u3001\u305d\u308c\u3092\u81ea\u7136\u8a00\u8a9e\u63a8\u8ad6\uff08NLI\uff09\u306e\u30bf\u30b9\u30af\u3068\u3057\u3066\u67a0\u7d44\u307f\u5316\u3057\u3001\u30e9\u30d9\u30eb\u30b9\u30ad\u30fc\u30de\u3092\u300centailment\uff08\u542b\u610f\uff09\u300d\u300cneutral\uff08\u4e2d\u7acb\uff09\u300d\u300ccontradiction\uff08\u77db\u76fe\uff09\u300d\u3068\u3059\u308b\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

\u3082\u30461\u3064\u306e\u5de5\u592b\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u5185\u3067\u975e\u5e38\u306b\u8a73\u7d30\u3067\u5177\u4f53\u7684\u306a\u30e9\u30d9\u30ea\u30f3\u30b0\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u3092\u66f8\u304f\u3053\u3068\u3067\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u300csuper-positive\u300d\uff08\u4f8b: ecstatic, \u975e\u5e38\u306b\u559c\u3070\u3057\u3044\uff09\u3068\u3057\u3066\u6271\u3046\u3079\u304d\u611f\u60c5\u3068\u3001\u300cpositive\u300d\uff08\u4f8b: satisfied, \u6e80\u8db3\uff09\u306e\u9055\u3044\u3092\u8aac\u660e\u3059\u308b\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u4e0d\u78ba\u5b9f\u307e\u305f\u306f\u6df7\u4e71\u3092\u62db\u304f\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u3092\u6355\u6349\u3059\u308b\u305f\u3081\u306b\u3001\u300cOther\u300d\u307e\u305f\u306f\u300cN\/A\u300d\u306e\u3088\u3046\u306a\u8ffd\u52a0\u306e\u30e9\u30d9\u30eb\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u542b\u3081\u308b\u306e\u3082\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n

\u8a66\u884c\u932f\u8aa4<\/h3>\n

LLM\u306b\u3088\u308b\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u305d\u306e\u6027\u8cea\u4e0a\u3001\u53cd\u5fa9\u7684\u306a\u30d7\u30ed\u30bb\u30b9\u3067\u3042\u308b\u3053\u3068\u3092\u899a\u3048\u3066\u304a\u3044\u3066\u304f\u3060\u3055\u3044\u3002\u6700\u521d\u306e\u8a66\u884c\u3067\u5b8c\u74a7\u306a\u7d50\u679c\u3092\u5f97\u308b\u3053\u3068\u306f\u96e3\u3057\u3044\u3067\u3057\u3087\u3046\u3002\u79c1\u305f\u3061\u306e\u63a8\u5968\u306f\u3001\u30b7\u30f3\u30d7\u30eb\u3067\u5c0f\u898f\u6a21\u306a\u5f62\u304b\u3089\u59cb\u3081\u308b\u3053\u3068\u3067\u3059\u3002\u307e\u305a\u306f\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u30e2\u30c7\u30eb\u8a2d\u5b9a\u3068\u57fa\u672c\u7684\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u4f7f\u7528\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u305f\u5834\u5408\u306f\u3001\u30d7\u30ed\u30bb\u30b9\u3092\u9032\u3081\u306a\u304c\u3089\u6539\u5584\u3057\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n

\u4ee5\u4e0b\u306f\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u4e00\u4f8b\u3067\u3059\u3002\u6700\u521d\u306e\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u78ba\u8a8d\u3057\u305f\u5f8c\u3001\u6709\u52b9\u6027\u3092\u78ba\u8a8d\u3059\u308b\u305f\u3081\u306b\u30d7\u30ed\u30bb\u30b9\u3092\u518d\u5b9f\u884c\u3059\u308b\u3053\u3068\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002\u518d\u5b9f\u884c\u306f\u3001\u540c\u3058\u30e2\u30c7\u30eb\u3092\u518d\u5229\u7528\u3059\u308b\u5834\u5408\u3082\u3001LLM\u306e\u8a2d\u5b9a\u3092\u5909\u66f4\u3057\u305f\u5834\u5408\u3084\u3001\u5b8c\u5168\u306b\u65b0\u3057\u3044LLM\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u305f\u5834\u5408\u3082\u3042\u308a\u307e\u3059\u3002\u307e\u305f\u3001LLM\u306b\u3088\u308b\u30e9\u30d9\u30eb\u3092\u89b3\u5bdf\u3057\u305f\u5f8c\u3001\u30e9\u30d9\u30ea\u30f3\u30b0\u30b9\u30ad\u30fc\u30de\u3092\u5909\u66f4\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n

LLM\u306b\u3088\u308b\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u305d\u306e\u30e9\u30d9\u30eb\u3092\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3057\u3001\u4e0b\u6d41\u306e\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u30e2\u30c7\u30eb\u306e\u8a55\u4fa1\u4e2d\u306b\u3001\u3055\u3089\u306b\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u5834\u5408\u3001\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u30b9\u30c6\u30c3\u30d7\u3092\u518d\u8a2a\u3059\u308b\u3053\u3068\u3092\u691c\u8a0e\u3059\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n

LLM\u3068\u4eba\u9593\u306f\u5354\u529b\u3067\u304d\u308b\u306e\u304b\uff1f<\/h2>\n

\u6839\u672c\u7684\u306a\u554f\u3044\u306f\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059: \u30e9\u30d9\u30eb\u30b9\u30ad\u30fc\u30de\u3092\u614e\u91cd\u306b\u8a2d\u8a08\u3057\u3001\u5b8c\u74a7\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u6e96\u5099\u3057\u3001LLM\u306e\u5fdc\u7b54\u306b\u5bfe\u3057\u3066\u5805\u7262\u306a\u5f8c\u51e6\u7406\u3092\u69cb\u7bc9\u3059\u308c\u3070\u3001LLM\u304c\u4ed8\u3051\u305f\u30e9\u30d9\u30eb\u3092\u5b8c\u5168\u306b\u4fe1\u983c\u3067\u304d\u308b\u306e\u3067\u3057\u3087\u3046\u304b\uff1f\u7b54\u3048\u306f\u300c\u3044\u3044\u3048\u300d\u3067\u3059\u3002LLM\u306f\u9a5a\u304f\u3079\u304d\u80fd\u529b\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u4eba\u9593\u306e\u30a2\u30ce\u30c6\u30fc\u30bf\u30fc\u306e\u4ee3\u308f\u308a\u306b\u306f\u306a\u308c\u307e\u305b\u3093\uff08Ziems et al. 2024<\/a>\uff09\u3002\u73fe\u5b9f\u7684\u306a\u4ee3\u66ff\u6848\u3068\u3057\u3066\u306f\u3001\u4eba\u9593\u3068LLM\u304c\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u30bf\u30b9\u30af\u3067\u5354\u529b\u3059\u308b\u3053\u3068\u304c\u8003\u3048\u3089\u308c\u307e\u3059\uff08Wang et al. 2021<\/a>\uff09\u3002<\/p>\n

LLM\u306f\u3001\u5927\u91cf\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u304b\u3089\u5b66\u3093\u3060\u5185\u90e8\u77e5\u8b58\u306b\u4f9d\u5b58\u3057\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u7d50\u679c\u3001LLM\u306f\u793e\u4f1a\u6587\u5316\u7684\u306a\u7406\u89e3\u3092\u8981\u3059\u308b\u6587\u8108\u3084\u30cb\u30e5\u30a2\u30f3\u30b9\u3001\u3042\u308b\u3044\u306f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u3067\u5341\u5206\u306b\u30ab\u30d0\u30fc\u3055\u308c\u3066\u3044\u306a\u3044\u7279\u5b9a\u306e\u30c9\u30e1\u30a4\u30f3\u3067\u56f0\u96e3\u3092\u611f\u3058\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u4e3b\u89b3\u7684\u306a\u30bf\u30b9\u30af\u3084\u502b\u7406\u7684\u306a\u914d\u616e\u304c\u5fc5\u8981\u306a\u5834\u5408\u3001\u305d\u308c\u3089\u3092\u898b\u843d\u3068\u3059\u3053\u3068\u3084\u904e\u5c0f\u8a55\u4fa1\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u5834\u5408\u306b\u306f\u3001\u4eba\u9593\u306b\u3088\u308b\u4ecb\u5165\u304c\u3088\u308a\u6709\u76ca\u3068\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n

\"\"<\/p>\n

\u56f35: \u4eba\u9593\u3068LLM\u306b\u3088\u308b\u5354\u8abf\u7684\u306a\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3<\/em><\/p>\n

LLM\u306b\u5b8c\u5168\u306b\u4f9d\u5b58\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u4eba\u9593\u3068LLM\u304c\u5354\u529b\u3057\u3066\u30c7\u30fc\u30bf\u30e9\u30d9\u30ea\u30f3\u30b0\u3092\u884c\u3046\u3079\u304d\u3067\u3059\uff08\u56f35\uff09\u3002\u3053\u306e\u65b9\u6cd5\u306b\u3088\u308a\u3001LLM\u306e\u52b9\u7387\u6027\u3068\u4eba\u9593\u306e\u5c02\u9580\u77e5\u8b58\u306e\u4e21\u65b9\u3092\u6d3b\u7528\u3057\u3066\u3001\u4fe1\u983c\u6027\u304c\u9ad8\u304f\u5805\u7262\u306a\u30c7\u30fc\u30bf\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u30d7\u30ed\u30bb\u30b9\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n

\u307e\u3068\u3081<\/h2>\n

\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001LLM\u3092\u30c7\u30fc\u30bf\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u6d3b\u7528\u3059\u308b\u305f\u3081\u306e\u8a73\u7d30\u306a\u624b\u9806\u3092\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002\u307e\u305f\u3001\u906d\u9047\u3059\u308b\u53ef\u80fd\u6027\u306e\u3042\u308b\u5b9f\u8df5\u7684\u306a\u8ab2\u984c\u3084LLM\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u4fe1\u983c\u6027\u306b\u3064\u3044\u3066\u3082\u8b70\u8ad6\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u3089\u306e\u8ab2\u984c\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u306b\u3001\u30b7\u30ea\u30fc\u30ba\u7b2c2\u90e8<\/a>\u3067\u306f\u3001\u4eba\u9593\u3068LLM\u306e\u5354\u8abf\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u30c4\u30fc\u30eb\u3067\u3042\u308bMEGAnno+<\/a>\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002\u3053\u306e\u30c4\u30fc\u30eb\u306f\u53cd\u5fa9\u7684\u306aLLM\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u30d7\u30ed\u30bb\u30b9\u3068\u4eba\u9593\u306e\u5354\u529b\u3092\u524d\u63d0\u306b\u8a2d\u8a08\u3055\u308c\u3066\u304a\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30b3\u30fc\u30c9\u30b9\u30cb\u30da\u30c3\u30c8\u3092\u624b\u52d5\u3067\u8a18\u8ff0\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u9ad8\u54c1\u8cea\u306a\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u3088\u308a\u4fbf\u5229\u304b\u3064\u52b9\u7387\u7684\u306b\u53d6\u5f97\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n

\u3053\u306e\u30b7\u30ea\u30fc\u30ba\u306e\u7b2c2\u90e8<\/a>\u3067\u3001MEGAnno\u30c7\u30e2\u3092\u8a66\u3057\u3066\u3044\u305f\u3060\u304d\u3001\u5b8c\u5168\u7248\u306e\u30ea\u30ea\u30fc\u30b9\u3092\u304a\u697d\u3057\u307f\u306b\u304a\u5f85\u3061\u304f\u3060\u3055\u3044\uff01<\/p>\n

\u57f7\u7b46\u8005\uff1aHannah Kim<\/a>\u3001Kushan Mitra<\/a>\u3001Megagon Labs<\/p>\n

[\u539f\u6587\u3078 – 2024\/3\/13<\/a>]<\/i><\/p>\n

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

<\/p>\n","protected":false},"excerpt":{"rendered":"

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