{"id":2926,"date":"2026-08-07T22:56:58","date_gmt":"2026-08-07T13:56:58","guid":{"rendered":"https:\/\/archeco.co.jp\/ai-startup\/?p=2926"},"modified":"2026-08-07T23:19:32","modified_gmt":"2026-08-07T14:19:32","slug":"finetuning-choose-encoder-not-bigger","status":"publish","type":"post","link":"https:\/\/archeco.co.jp\/ai-startup\/2026\/08\/07\/finetuning-choose-encoder-not-bigger\/","title":{"rendered":"\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306f\uff1f\u305d\u306e\u524d\u306b\u5206\u985e\u3067\u306f\u306a\u3044\u304b\u3092\u7591\u3046"},"content":{"rendered":"\n
\"\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306f\uff1f\u5927\u304d\u3044\u30e2\u30c7\u30eb\u3092\u8ce2\u304f\u3059\u308b\u524d\u306b\u3001\u305d\u308c\u306f\u5206\u985e\u3067\u306f\u306a\u3044\u304b\u3092\u7591\u3046\"\/<\/figure>\n\n\n\n

\u5f15\u3063\u8d8a\u3057\u306e\u3068\u304d\u3001\u96fb\u52d5\u30c9\u30e9\u30a4\u30d0\u30fc\u3092\u8cb7\u3044\u307e\u3057\u305f\u3002\u68da\u3092\u7d44\u3080\u305f\u3081\u3067\u3059\u3002<\/strong><\/p>\n\n\n\n

10\u672c\u307b\u3069\u30cd\u30b8\u3092\u7de0\u3081\u3066\u3001\u6b8b\u308a\u306f\u624b\u3067\u56de\u3057\u307e\u3057\u305f\u3002<\/strong> \u96fb\u52d5\u306e\u307b\u3046\u304c\u901f\u3044\u306f\u305a\u306a\u306e\u306b\u3001\u6301\u3061\u66ff\u3048\u3066\u3001\u5148\u7aef\u3092\u66ff\u3048\u3066\u3001\u5145\u96fb\u3092\u78ba\u8a8d\u3059\u308b\u6642\u9593<\/strong>\u306e\u307b\u3046\u304c\u9577\u304b\u3063\u305f\u304b\u3089\u3067\u3059\u3002<\/p>\n\n\n\n

\u30cd\u30b81\u672c\u306b\u306f\u3001\u624b\u306e\u30c9\u30e9\u30a4\u30d0\u30fc\u306e\u307b\u3046\u304c\u901f\u3044\u3002<\/strong><\/p>\n\n\n\n

\u9053\u5177\u306e\u6027\u80fd\u306e\u8a71\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u30021\u56de\u3042\u305f\u308a\u306e\u4ed5\u4e8b\u304c\u5c0f\u3055\u3044\u3068\u304d\u306f\u3001\u7acb\u3061\u4e0a\u304c\u308a\u306e\u91cd\u3055\u304c\u5168\u90e8\u306b\u306a\u308b<\/strong>\u3068\u3044\u3046\u8a71\u3067\u3059\u3002<\/p>\n\n\n\n

\u5148\u306b\u4e00\u884c\u3060\u3051\u7f6e\u304d\u307e\u3059\u3002\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306f\u3001\u5b66\u7fd2\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u306b\u81ea\u793e\u306e\u30c7\u30fc\u30bf\u3092\u8ffd\u52a0\u5b66\u7fd2\u3055\u305b\u3066\u3001\u7279\u5b9a\u306e\u7528\u9014\u306b\u5408\u308f\u305b\u308b\u3053\u3068<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n

\u984c\u6750\u306f\u3001AI\u306e\u51fa\u529b\u3092\u691c\u67fb\u3059\u308b\u4ed5\u7d44\u307f<\/strong>\u3067\u3059\u3002\u30e2\u30c7\u30eb\u304c\u8fd4\u3057\u305f\u6587\u7ae0\u3084\u3001\u30d5\u30a1\u30a4\u30eb\u3078\u306e\u66f8\u304d\u8fbc\u307f\u3092\u3001\u5916\u306b\u51fa\u3059\u524d\u306b\u4e00\u5ea6\u691c\u67fb\u3057\u307e\u3059\u3002\u6a5f\u5bc6\u304c\u6f0f\u308c\u3066\u3044\u306a\u3044\u304b\u3092\u898b\u308b<\/strong>\u5f79\u5272\u3067\u3059\u3002<\/p>\n\n\n\n

\u524d\u7f6e\u304d\u306f\u3055\u3066\u304a\u304d\u3001\u672c\u984c\u306b\u5165\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u4eca\u65e5\u306f\u3001\u3053\u306e\u691c\u67fb\u5f79\u3092\u4f5c\u308b\u3068\u304d\u306b\u5927\u304d\u3044\u30e2\u30c7\u30eb\u3092\u8ce2\u304f\u3057\u3088\u3046\u3068\u3057\u3066\u3084\u3081\u305f<\/strong>\u8a71\u3092\u3057\u3066\u3044\u3053\u3046\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u2460 \u6559\u79d1\u66f8\u3069\u304a\u308a\u306b\u3001\u751f\u6210\u30e2\u30c7\u30eb\u3092\u8ce2\u304f\u3057\u3088\u3046\u3068\u3059\u308b<\/h2>\n\n\n\n
\"\u6559\u79d1\u66f8\u3069\u304a\u308a\u306b\u3001\u751f\u6210\u30e2\u30c7\u30eb\u3092\u8ce2\u304f\u3057\u3088\u3046\u3068\u3059\u308b\"\/<\/figure>\n\n\n\n

\u6700\u521d\u306e\u767a\u60f3\u306f\u3001\u7d20\u76f4\u3067\u3057\u305f\u3002\u8ce2\u3044\u30e2\u30c7\u30eb\u306b\u691c\u67fb\u3055\u305b\u308c\u3070\u3044\u3044\u3002<\/strong><\/p>\n\n\n\n

\u2192 \u51fa\u529b\u3092\u30e2\u30c7\u30eb\u306b\u8aad\u307e\u305b\u308b<\/strong>
\u2192 \u554f\u984c\u304c\u3042\u308b\u304b\u3092\u5224\u5b9a\u3055\u305b\u308b<\/strong>
\u2192 \u5224\u5b9a\u306e\u7cbe\u5ea6\u304c\u8db3\u308a\u306a\u3051\u308c\u3070\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3059\u308b<\/strong><\/p>\n\n\n\n

\u6559\u79d1\u66f8\u3069\u304a\u308a\u3067\u3059\u3002\u7cbe\u5ea6\u304c\u8db3\u308a\u306a\u3044\u306a\u3089\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u3002<\/strong> \u305d\u3046\u66f8\u3044\u3066\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u305d\u3057\u3066\u3001\u52d5\u304d\u306f\u3057\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n

\u3053\u3053\u307e\u3067\u306f\u3001\u6559\u79d1\u66f8\u3069\u304a\u308a\u3067\u3059\u3002<\/strong><\/p>\n\n\n\n

\u2461 \u305d\u306e\u3068\u304a\u308a\u306b\u9032\u3081\u3066\u3001\u9045\u3055\u3067\u8a70\u307e\u308b<\/h2>\n\n\n\n
\"\u305d\u306e\u3068\u304a\u308a\u306b\u9032\u3081\u3066\u3001\u9045\u3055\u3067\u8a70\u307e\u308b\"\/<\/figure>\n\n\n\n

\u3068\u3053\u308d\u304c\u3001\u904b\u7528\u306b\u8f09\u305b\u308b\u6bb5\u306b\u306a\u3063\u3066\u8a70\u307e\u308a\u307e\u3057\u305f\u3002\u9045\u3044\u306e\u3067\u3059\u3002<\/strong><\/p>\n\n\n\n

\u691c\u67fb\u306f\u3001\u6bce\u56de\u5fc5\u305a\u901a\u308b\u51e6\u7406<\/strong>\u3067\u3059\u3002\u51fa\u529b\u306e\u305f\u3073\u3001\u66f8\u304d\u8fbc\u307f\u306e\u305f\u3073\u306b\u8d70\u308a\u307e\u3059\u3002\u305d\u3053\u306b1\u79d2\u304b\u304b\u308b\u3068\u3001\u5168\u90e8\u306e\u4f5c\u696d\u306b1\u79d2\u4e57\u308a\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n

\u305d\u3057\u3066\u3001\u3082\u3046\u3072\u3068\u3064\u3002\u5e38\u99d0\u3067\u304d\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/strong><\/p>\n\n\n\n

\u624b\u5143\u306e\u74b0\u5883\u306fMac\u306e16GB\u30e1\u30e2\u30ea<\/strong>\u3067\u3059\u3002\u691c\u67fb\u306e\u305f\u3081\u3060\u3051\u306b\u5927\u304d\u306a\u30e2\u30c7\u30eb\u3092\u8f09\u305b\u7d9a\u3051\u308b\u3068\u3001\u4ed6\u304c\u52d5\u304b\u306a\u304f\u306a\u308a\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n

\u96fb\u52d5\u30c9\u30e9\u30a4\u30d0\u30fc\u3068\u540c\u3058\u3067\u3057\u305f\u3002<\/strong> \u6027\u80fd\u306f\u9ad8\u3044\u3002\u305f\u3060\u30011\u56de\u3042\u305f\u308a\u306e\u4ed5\u4e8b\u304c\u5c0f\u3055\u3059\u304e\u3066\u3001\u7acb\u3061\u4e0a\u304c\u308a\u304c\u5168\u90e8\u306b\u306a\u308b\u3002<\/strong><\/p>\n\n\n\n

\u2462 \u305d\u3057\u3066\u3001\u3053\u308c\u306f\u751f\u6210\u3067\u306f\u306a\u304f\u5206\u985e\u3060\u3068\u6c17\u3065\u304f<\/h2>\n\n\n\n
\"\u305d\u3057\u3066\u3001\u3053\u308c\u306f\u751f\u6210\u3067\u306f\u306a\u304f\u5206\u985e\u3060\u3068\u6c17\u3065\u304f\"\/<\/figure>\n\n\n\n

\u8981\u4ef6\u3092\u66f8\u304d\u51fa\u3057\u3066\u3001\u306f\u3063\u304d\u308a\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

\u3053\u306e\u4ed5\u4e8b\u306e\u51fa\u529b\u306f\u3001\u6587\u7ae0\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/strong><\/p>\n\n\n\n

\u2192 \u5165\u529b\uff1a\u51fa\u529b\u3057\u3088\u3046\u3068\u3057\u3066\u3044\u308b\u6587\u7ae0
\u2192 \u51fa\u529b\uff1a\u554f\u984c\u304c\u3042\u308b\u304b\u3001\u306a\u3044\u304b<\/strong><\/p>\n\n\n\n

\u7b54\u3048\u306f1\u3064\u3067\u3059\u3002<\/strong> \u8aac\u660e\u3082\u3001\u8a00\u3044\u63db\u3048\u3082\u8981\u308a\u307e\u305b\u3093\u3002\u5206\u985e\u3067\u3057\u305f\u3002<\/strong><\/p>\n\n\n\n

\u751f\u6210\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u3066\u3044\u305f\u306e\u306f\u3001\u624b\u5143\u306b\u305d\u308c\u3057\u304b\u306a\u304b\u3063\u305f\u304b\u3089<\/strong>\u3067\u3059\u3002\u4ed5\u4e8b\u306e\u6027\u8cea\u304b\u3089\u9078\u3093\u3060\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/p>\n\n\n\n

\u2463 \u539f\u56e0\u306f\u300c\u8ce2\u304f\u3059\u308b\u300d\u3068\u300c\u5224\u5b9a\u3055\u305b\u308b\u300d\u3092\u6df7\u540c\u3057\u3066\u3044\u305f\u3053\u3068<\/h2>\n\n\n\n
\"\u539f\u56e0\u306f\u300c\u8ce2\u304f\u3059\u308b\u300d\u3068\u300c\u5224\u5b9a\u3055\u305b\u308b\u300d\u3092\u6df7\u540c\u3057\u3066\u3044\u305f\u3053\u3068\"\/<\/figure>\n\n\n\n

\u539f\u56e0\u3092\u4e00\u3064\u306b\u7d5e\u308b\u3068\u3001\u3053\u308c\u3067\u3057\u305f\u3002<\/p>\n\n\n\n

\u7cbe\u5ea6\u304c\u8db3\u308a\u306a\u3044\u3068\u304d\u306b\u3001\u8ce2\u3044\u30e2\u30c7\u30eb\u3092\u6301\u3063\u3066\u304f\u308b\u7656\u304c\u3064\u3044\u3066\u3044\u307e\u3057\u305f\u3002<\/strong><\/p>\n\n\n\n

\u8ce2\u3055\u306f\u3001\u96e3\u3057\u3044\u554f\u3044\u306b\u52b9\u304d\u307e\u3059\u3002<\/strong> \u3068\u3053\u308d\u304c\u4eca\u56de\u306e\u554f\u3044\u306f\u96e3\u3057\u304f\u3042\u308a\u307e\u305b\u3093\u3002\u300c\u3053\u306e\u6587\u7ae0\u306b\u6a5f\u5bc6\u304c\u542b\u307e\u308c\u308b\u304b\u300d\u3060\u3051\u3067\u3059\u3002<\/strong><\/p>\n\n\n\n

\u96e3\u3057\u304f\u306a\u3044\u554f\u3044\u306b\u8ce2\u3055\u3092\u6301\u3063\u3066\u304f\u308b\u3068\u3001\u8ce2\u3055\u306e\u4ee3\u91d1\u3060\u3051\u3092\u6255\u3046\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/strong> \u9045\u3055\u3068\u30e1\u30e2\u30ea\u304c\u3001\u305d\u306e\u4ee3\u91d1\u3067\u3057\u305f\u3002<\/p>\n\n\n\n

\u2464 \u76f4\u3057\u3066\u307f\u308b \u2014 \u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u578b\u3092\u9078\u3073\u3001100\u4ef6\u3092\u76ee\u8996\u3067\u4f5c\u308b<\/h2>\n\n\n\n
\"\u76f4\u3057\u3066\u307f\u308b<\/figure>\n\n\n\n

\u3084\u3063\u305f\u3053\u3068\u306f3\u3064\u3067\u3059\u3002<\/p>\n\n\n\n

1. \u30e2\u30c7\u30eb\u3092\u3001\u7528\u9014\u3067\u9078\u3073\u76f4\u3057\u305f\u3002<\/strong><\/p>\n\n\n\n

\u5019\u88dc\u306f2\u3064\u3067\u3057\u305f\u3002\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u578b\u306eMM-BERT<\/strong>\u3068\u3001\u30c7\u30b3\u30fc\u30c0\u30fc\u578b\u306eQwen-0.6B<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n

\u6027\u8cea\u306f\u3053\u3046\u5206\u304b\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

\u2192 MM-BERT<\/strong> \u2014 \u9ad8\u901f\u3067\u3001\u7cbe\u5ea6\u3082\u9ad8\u3044
\u2192 Qwen-0.6B<\/strong> \u2014 \u7cbe\u5ea6\u306f\u826f\u3044\u304c\u3001\u51e6\u7406\u304c\u9045\u3044<\/p>\n\n\n\n

\u9078\u5b9a\u57fa\u6e96\u306f\u3001Mac\u306e16GB\u3067\u5e38\u99d0\u3067\u304d\u308b\u3053\u3068\u3068\u3001\u901f\u3044\u3053\u3068\u3002<\/strong> \u305d\u306e2\u3064\u3067\u3001MM-BERT\u306b\u3057\u307e\u3057\u305f\u3002<\/strong><\/p>\n\n\n\n

\u300c\u7cbe\u5ea6\u304c\u9ad8\u3044\u307b\u3046\u300d\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u300c\u5e38\u99d0\u3067\u304d\u3066\u901f\u3044\u307b\u3046\u300d\u3067\u3059\u3002<\/strong><\/p>\n\n\n\n

2. \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u3001100\u4ef6\u306e\u76ee\u8996\u304b\u3089\u59cb\u3081\u305f\u3002<\/strong><\/p>\n\n\n\n

\u3044\u304d\u306a\u308a\u5927\u91cf\u306b\u4f5c\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u307e\u305a100\u4ef6\u7a0b\u5ea6\u306e\u57fa\u6e96\u3068\u306a\u308b\u30c7\u30fc\u30bf\u3092\u3001\u76ee\u8996\u3067\u78ba\u8a8d\u3057\u3066\u4fee\u6b63\u3057\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n

\u305d\u306e\u3046\u3048\u3067\u3001GPT\u3068Claude\u3092\u4f75\u7528\u3057\u3066\u30c7\u30fc\u30bf\u62e1\u5f35<\/strong>\u3092\u304b\u3051\u3001\u6700\u7d42\u7684\u306b6000\u4ef6\u4ee5\u4e0a<\/strong>\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u3067\u9ad8\u3044\u7cbe\u5ea6\u304c\u51fa\u305f\u3042\u3068\u3001\u632f\u308a\u8fd4\u3063\u3066\u8a00\u3048\u308b\u3053\u3068\u306f\u3053\u308c\u3067\u3057\u305f\u3002\u521d\u671f\u306e\u76ee\u8996\u78ba\u8a8d\u304c\u52b9\u3044\u3066\u3044\u305f\u3002<\/strong><\/p>\n\n\n\n

3. \u691c\u67fb\u306e\u5b88\u5099\u7bc4\u56f2\u3092\u3001\u5b9f\u6e2c\u3067\u78ba\u8a8d\u3057\u305f\u3002<\/strong><\/p>\n\n\n\n

\u2192 \u8a00\u3044\u63db\u3048\u3084\u7ffb\u8a33\u3055\u308c\u305f\u6587\u7ae0<\/strong> \u2014 100%\u30d6\u30ed\u30c3\u30af<\/strong>
\u2192 \u62bd\u8c61\u5316\u3055\u308c\u305f\u8981\u7d04<\/strong> \u2014 70\u301c80%\u30d6\u30ed\u30c3\u30af<\/strong><\/p>\n\n\n\n

\u5b8c\u5168\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/strong> \u5143\u306e\u60c5\u5831\u304c\u8584\u307e\u308b\u307b\u3069\u3001\u5224\u5b9a\u306f\u96e3\u3057\u304f\u306a\u308a\u307e\u3059\u3002\u6b62\u307e\u3089\u306a\u304b\u3063\u305f\u3082\u306e\u3092\u3069\u3046\u6271\u3046\u304b\u306f\u3001\u5225\u306b\u6c7a\u3081\u3066\u3044\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n

\u2465 \u3042\u3068\u3067\u77e5\u3063\u305f \u2014 \u9078\u3073\u65b9\u306f\u30012018\u5e74\u306e\u8a2d\u8a08\u601d\u60f3\u3069\u304a\u308a\u3060\u3063\u305f<\/h2>\n\n\n\n
\"\u3042\u3068\u3067\u77e5\u3063\u305f<\/figure>\n\n\n\n

\u7d20\u6734\u306a\u9078\u5b9a\u306e\u3064\u3082\u308a\u3067\u3057\u305f\u304c\u3001\u8abf\u3079\u308b\u3068\u3053\u306e\u5206\u5c90\u306f\u3001\u30e2\u30c7\u30eb\u306e\u8a2d\u8a08\u305d\u306e\u3082\u306e\u306b\u7531\u6765\u3057\u3066\u3044\u307e\u3057\u305f\u3002<\/strong><\/p>\n\n\n\n

2018\u5e746\u6708\u306bOpenAI\u304cGPT\u3092\u3001\u305d\u306e4\u304b\u6708\u5f8c\u306bGoogle\u304cBERT\u3092\u51fa\u3057\u3066\u3044\u307e\u3059\u3002<\/strong> \u540c\u3058\u5e74\u306b\u3001\u9055\u3046\u5f62\u3067\u3002<\/p>\n\n\n\n

\u2192 GPT<\/strong> \u2014 \u30c7\u30b3\u30fc\u30c0\u30fc\u578b<\/strong>\u3002\u81ea\u7136\u8a00\u8a9e\u306e\u751f\u6210<\/strong>\u306e\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f
\u2192 BERT<\/strong> \u2014 \u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u578b<\/strong>\u3002\u81ea\u7136\u8a00\u8a9e\u306e\u7406\u89e3<\/strong>\u306e\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f<\/p>\n\n\n\n

\u69cb\u9020\u306e\u9055\u3044\u3082\u660e\u5feb\u3067\u3059\u3002\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u578b\u306f\u3001\u5165\u529b\u306e\u5168\u90e8\u306e\u8a9e\u3092\u898b\u3089\u308c\u307e\u3059\u3002<\/strong> \u3060\u304b\u3089\u3001\u6587\u5168\u4f53\u306e\u7406\u89e3\u304c\u8981\u308b\u4ed5\u4e8b\u2014\u2014\u6587\u3084\u8a9e\u306e\u5206\u985e<\/strong>\u3001\u629c\u304d\u51fa\u3057\u578b\u306e\u8cea\u554f\u5fdc\u7b54\u2014\u2014\u306b\u5411\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

\u4e00\u65b9\u306e\u30c7\u30b3\u30fc\u30c0\u30fc\u578b\u306f\u3001\u904e\u53bb\u306e\u8a9e\u3060\u3051\u3092\u898b\u307e\u3059\u3002<\/strong> \u6b21\u306e\u8a9e\u3092\u4e88\u6e2c\u3059\u308b\u5f62\u306a\u306e\u3067\u3001\u751f\u6210<\/strong>\u306b\u5411\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

\u305d\u3057\u3066\u6c7a\u5b9a\u7684\u306a\u306e\u304c\u3001\u3053\u308c\u3067\u3059\u3002\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u578b\u306f\u3001\u81ea\u5df1\u56de\u5e30\u7684\u306b1\u8a9e\u305a\u3064\u51fa\u529b\u3057\u307e\u305b\u3093\u3002<\/strong> \u5165\u529b\u3092\u7406\u89e3\u3057\u3066\u3001\u30e9\u30d9\u30eb\u306e\u3088\u3046\u306a\u7b54\u3048\u3092\u8fd4\u3057\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n

\u79c1\u304c\u6b32\u3057\u304b\u3063\u305f\u306e\u306f\u3001\u307e\u3055\u306b\u30e9\u30d9\u30eb\u3067\u3057\u305f\u3002<\/strong><\/p>\n\n\n\n

7\u5e74\u524d\u306b\u3001\u7406\u89e3\u306e\u305f\u3081\u306e\u5f62\u3068\u3001\u751f\u6210\u306e\u305f\u3081\u306e\u5f62\u304c\u3001\u5225\u3005\u306b\u7528\u610f\u3055\u308c\u3066\u3044\u305f<\/strong>\u308f\u3051\u3067\u3059\u3002\u79c1\u306f\u751f\u6210\u306e\u305f\u3081\u306e\u5f62\u3092\u6301\u3063\u3066\u304d\u3066\u3001\u7406\u89e3\u306e\u4ed5\u4e8b\u3092\u3055\u305b\u3088\u3046\u3068\u3057\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

\u624b\u3067\u30cd\u30b8\u3092\u56de\u305b\u3070\u6e08\u3080\u5834\u9762\u3067\u3001\u96fb\u52d5\u30c9\u30e9\u30a4\u30d0\u30fc\u3092\u5145\u96fb\u3057\u3066\u3044\u305f\u306e\u3068\u540c\u3058\u3067\u3059\u3002<\/strong><\/p>\n\n\n\n

\u65b0\u3057\u3044\u7406\u5c48\u306f\u3001\u3072\u3068\u3064\u3082\u8981\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/strong>
\u9078\u5b9a\u306e\u8a18\u9332\u306b\u306f\u3053\u3046\u6b8b\u3063\u3066\u3044\u307e\u3059\u3002\u300cMM-BERT\u306f\u9ad8\u901f\u3067\u7cbe\u5ea6\u3082\u9ad8\u3044\u300d\u300cQwen\u306f\u7cbe\u5ea6\u306f\u826f\u3044\u304c\u51e6\u7406\u304c\u9045\u3044\u300d\u3002\u3068\u3053\u308d\u3067\u3001\u9078\u5b9a\u57fa\u6e96\u3068\u3057\u3066\u66f8\u304b\u308c\u3066\u3044\u305f\u306e\u306f\u300cMac\u306e16GB\u30e1\u30e2\u30ea\u3067\u5e38\u99d0\u53ef\u80fd\u304b\u3064\u9ad8\u901f\u306a\u51e6\u7406\u304c\u53ef\u80fd\u306a\u30e2\u30c7\u30eb\u300d\u3067\u3057\u305f\u3002\u305f\u3060\u3057\u3001\u7cbe\u5ea6\u306e\u6bd4\u8f03\u306f\u57fa\u6e96\u306e\u4e2d\u306b\u5165\u3063\u3066\u3044\u307e\u305b\u3093\u3002\u5b9f\u306f\u3001\u305d\u3053\u304c\u5224\u65ad\u306e\u8981\u70b9\u3067\u3059\u3002\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u3064\u3044\u3066\u3082\u300c\u307e\u305a100\u500b\u7a0b\u5ea6\u306e\u57fa\u6e96\u3068\u306a\u308b\u30c7\u30fc\u30bf\u3092\u76ee\u8996\u3067\u78ba\u8a8d\u30fb\u4fee\u6b63\u3057\u305f\u300d\u3068\u8a18\u9332\u304c\u3042\u308a\u3001\u62e1\u5f35\u306f6000\u4ef6\u4ee5\u4e0a\u306b\u53ca\u3073\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

\u3042\u3068\u3067\u77e5\u3063\u305f \u2014 \u6570\u5b57\u304c\u3001\u306f\u3063\u304d\u308a\u51fa\u3066\u3044\u305f<\/h3>\n\n\n\n

\u5206\u985e\u306a\u3089\u5c0f\u3055\u3044\u30e2\u30c7\u30eb\u3067\u3088\u3044\u3001\u3068\u3044\u3046\u5224\u65ad\u306f\u611f\u89e6\u3067\u6c7a\u3081\u3066\u3044\u307e\u3057\u305f\u3002\u3042\u3068\u304b\u3089\u3001\u6bd4\u8f03\u306e\u6570\u5b57\u304c\u51fa\u3066\u3044\u308b\u306e\u3092\u77e5\u308a\u307e\u3057\u305f\u3002<\/strong><\/p>\n\n\n\n

ModernBERT<\/strong> \u3068\u3044\u3046\u3001\u751f\u6210\u3092\u3057\u306a\u3044\u5206\u985e\u5411\u3051\u306e\u30e2\u30c7\u30eb\u7cfb\u7d71\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u3053\u3067\u5831\u544a\u3055\u308c\u3066\u3044\u308b\u6570\u5b57\u304c\u5177\u4f53\u7684\u3067\u3059\u3002<\/p>\n\n\n\n

“`
ModernBERT-large\uff083\u51049500\u4e07\u30d1\u30e9\u30e1\u30fc\u30bf\uff09 84.72%
Claude 3.7 86.81%
Gemini Flash 2.0 86.11%
“`<\/p>\n\n\n\n

2\u30dd\u30a4\u30f3\u30c8\u5dee\u3067\u3059\u3002<\/strong> \u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u306f\u6841\u3067\u9055\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u3055\u3089\u306b\u3001ModernBERT-Large-Instruct \u306f\u3001\u540c\u7a0b\u5ea6\u306e\u5927\u304d\u3055\u306e\u751f\u6210\u30e2\u30c7\u30eb\u3092\u4e0a\u56de\u3063\u305f<\/strong>\u3068\u3044\u3046\u5831\u544a\u304c\u3042\u308a\u3001Llama3-1B \u306e\u6210\u7e3e\u306e93%\u3092\u300160%\u5c11\u306a\u3044\u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u9054\u6210<\/strong>\u3057\u3066\u3044\u307e\u3059\u3002\u901f\u5ea6\u3082\u3001\u5f93\u6765\u306e\u540c\u7a2e\u30e2\u30c7\u30eb\u306b\u5bfe\u3057\u30662\u500d\u304b\u30894\u500d<\/strong>\u3068\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u3064\u307e\u308a\u3001\u5206\u985e\u3068\u3044\u3046\u4ed5\u4e8b\u306b\u9650\u308c\u3070\u3001\u5927\u304d\u304f\u3059\u308b\u3053\u3068\u3067\u5f97\u3089\u308c\u308b\u5dee\u306f2\u30dd\u30a4\u30f3\u30c8\u524d\u5f8c<\/strong>\u3067\u3001\u305d\u306e2\u30dd\u30a4\u30f3\u30c8\u306e\u305f\u3081\u306b\u6841\u9055\u3044\u306e\u8a08\u7b97\u8cc7\u6e90\u3068\u5f85\u3061\u6642\u9593\u3092\u6255\u3046\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u5927\u304d\u3044\u30e2\u30c7\u30eb\u3092\u8ce2\u304f\u3059\u308b\u524d\u306b\u3001\u305d\u308c\u306f\u5206\u985e\u3067\u306f\u306a\u3044\u304b\u3092\u7591\u3046\u3002<\/strong> \u3053\u306e\u9806\u756a\u306f\u3001\u611f\u89e6\u3067\u306f\u306a\u304f\u6570\u5b57\u3067\u88cf\u304c\u53d6\u308c\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

\u2466 \u4f55\u304c\u5909\u308f\u3063\u305f\u304b<\/h2>\n\n\n\n
\"\u4f55\u304c\u5909\u308f\u3063\u305f\u304b\"\/<\/figure>\n\n\n\n

\u691c\u8a0e\u306e\u9806\u756a\u304c\u3001\u9006\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

“`
\u524d\uff1a\u7cbe\u5ea6\u304c\u8db3\u308a\u306a\u3044 \u2192 \u8ce2\u3044\u30e2\u30c7\u30eb\u3092\u63a2\u3059 \u2192 \u9045\u304f\u3066\u8f09\u3089\u306a\u3044
\u5f8c\uff1a\u3053\u308c\u306f\u751f\u6210\u304b\u5206\u985e\u304b \u2192 \u5206\u985e\u306a\u3089\u5c0f\u3055\u3044\u578b \u2192 \u5e38\u99d0\u3057\u3066\u901f\u3044
“`<\/p>\n\n\n\n

\u300c\u8ce2\u3044\u30e2\u30c7\u30eb\u3092\u63a2\u3059\u300d\u306e\u524d\u306b\u30011\u3064\u554f\u3044\u304c\u5897\u3048\u305f\u3060\u3051\u3067\u3059\u3002<\/strong>
\u5897\u3084\u3057\u305f\u554f\u3044\u306f1\u3064\u3067\u3059\u304c\u3001\u7d50\u679c\u306f\u5927\u304d\u304f\u52d5\u304d\u307e\u3057\u305f\u3002\u5e38\u99d0\u30e1\u30e2\u30ea\u306f16GB\u4e2d\u306e\u6570\u767eMB\u306b\u53ce\u307e\u308a\u30011\u4ef6\u3042\u305f\u308a\u306e\u5224\u5b9a\u306f\u6570\u5341\u30df\u30ea\u79d2<\/strong>\u3067\u3059\u3002\u751f\u6210\u30e2\u30c7\u30eb\u306b\u6295\u3052\u3066\u3044\u305f\u3068\u304d\u306f\u3001\u3053\u306e2\u3064\u304c\u4e21\u65b9\u3068\u3082\u6841\u9055\u3044\u3067\u3057\u305f\u3002<\/p>\n\n\n\n

\u9805\u76ee<\/th>\u751f\u6210\u30e2\u30c7\u30eb<\/th>\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u578b<\/th><\/tr><\/thead>
\u5e38\u99d0<\/td>\u3067\u304d\u306a\u3044<\/strong><\/td>\u3067\u304d\u308b<\/strong><\/td><\/tr>
1\u4ef6\u306e\u5224\u5b9a<\/td>\u79d2\u5358\u4f4d<\/td>\u30df\u30ea\u79d2\u5358\u4f4d<\/strong><\/td><\/tr>
\u5916\u90e8\u9001\u4fe1<\/td>\u5fc5\u8981<\/td>\u4e0d\u8981<\/strong><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

\u5c0e\u5165\u5f8c\u306e\u5171\u6709\u306b\u306f\u3001\u3053\u3046\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u3002\u300c\u5f93\u6765\u306e\u30ad\u30fc\u30ef\u30fc\u30c9\u5224\u5b9a\u304b\u3089Gemini\u3078\u3001\u3068\u3044\u3046\u69cb\u6210\u304b\u3089\u3001\u30ad\u30fc\u30ef\u30fc\u30c9\u5224\u5b9a\u3001\u30aa\u30f3\u30c7\u30d0\u30a4\u30b9\u5206\u985e\u5668\u3001Gemini\u3068\u3044\u3046\u69cb\u6210\u306b\u306a\u308a\u307e\u3059\u300d\u3002\u305d\u3057\u3066\u300c\u5206\u985e\u5668\u306f\u4fe1\u983c\u5ea6\u3082\u51fa\u529b\u3059\u308b\u306e\u3067\u3001\u4fe1\u983c\u5ea6\u304c\u95be\u5024\u3088\u308a\u4f4e\u3044\u5834\u5408\u306bGemini\u306b\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u3059\u308b\u4ed5\u7d44\u307f\u3067\u3059\u300d\u3002<\/p>\n\n\n\n

\u5b9f\u6e2c\u3082\u6dfb\u3048\u3089\u308c\u3066\u3044\u307e\u3057\u305f\u3002\u300c\u4eca\u8a2d\u5b9a\u3057\u3066\u3044\u308b\u95be\u5024\u3067\u306f\u81ea\u5206\u306e\u89b3\u6e2c\u3067\u306f\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u7cbe\u5ea6\u304c99%\u3042\u3063\u305f\u300d\u3002\u305f\u3060\u3057\u4f46\u3057\u66f8\u304d\u304c\u4ed8\u3044\u3066\u3044\u307e\u3059\u3002\u300c\u610f\u5730\u60aa\u306a\u554f\u984c\u3092\u591a\u304f\u7528\u610f\u3057\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u3082\u7d048\u5272\u300d\u3002<\/p>\n\n\n\n

\u3068\u3053\u308d\u3067\u3001\u3053\u306e2\u3064\u306e\u6570\u5b57\u306e\u5dee\u304c\u8981\u70b9\u3067\u3059\u3002\u7d20\u76f4\u306a\u5165\u529b\u3067\u306f99%\u3001\u610f\u5730\u60aa\u306a\u5165\u529b\u3067\u306f8\u5272\u3002<\/strong> \u5e73\u5747\u3092\u51fa\u3057\u3066\u3082\u610f\u5473\u304c\u3042\u308a\u307e\u305b\u3093\u3002\u95be\u5024\u3092\u4e0b\u56de\u3063\u305f\u3082\u306e\u3060\u3051\u5927\u304d\u3044\u30e2\u30c7\u30eb\u3078\u56de\u3059<\/strong>\u3068\u3044\u3046\u69cb\u6210\u306b\u3057\u3066\u3044\u308b\u304b\u3089\u30018\u5272\u3067\u3082\u56de\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u2467 \u73fe\u5834\u3067\u4f7f\u3046\u306a\u3089\u3001\u3053\u306e2\u679a<\/h2>\n\n\n\n
\"\u73fe\u5834\u3067\u4f7f\u3046\u306a\u3089\u3001\u3053\u306e2\u679a\"\/<\/figure>\n\n\n\n

\u88681\uff1a\u4ed5\u4e8b\u306e\u6027\u8cea\u304b\u3089\u3001\u578b\u3092\u6c7a\u3081\u308b<\/h3>\n\n\n\n
\u4ed5\u4e8b<\/th>\u51fa\u529b<\/th>\u578b<\/th>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/th><\/tr><\/thead>
\u6a5f\u5bc6\u304c\u542b\u307e\u308c\u308b\u304b\u5224\u5b9a<\/strong><\/td>\u30e9\u30d9\u30eb<\/strong><\/td>\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u578b<\/strong><\/td>\u3059\u308b\uff08\u5c0f\u3055\u304f\uff09<\/strong><\/td><\/tr>
\u554f\u3044\u5408\u308f\u305b\u306e\u632f\u308a\u5206\u3051<\/td>\u30e9\u30d9\u30eb<\/td>\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u578b<\/td>\u3059\u308b<\/td><\/tr>
\u6587\u7ae0\u3092\u66f8\u304f<\/td>\u6587\u7ae0<\/td>\u30c7\u30b3\u30fc\u30c0\u30fc\u578b<\/td>\u901a\u5e38\u306f\u4e0d\u8981<\/td><\/tr>
\u793e\u5185\u77e5\u8b58\u3092\u7b54\u3048\u308b<\/td>\u6587\u7ae0<\/td>\u30c7\u30b3\u30fc\u30c0\u30fc\u578b\uff0bRAG<\/td>\u3057\u306a\u3044\u3002RAG\u3067\u8db3\u308a\u308b<\/strong><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

\u51fa\u529b\u6b04\u304c\u300c\u30e9\u30d9\u30eb\u300d\u306a\u3089\u3001\u751f\u6210\u30e2\u30c7\u30eb\u306f\u8981\u308a\u307e\u305b\u3093\u3002<\/strong><\/p>\n\n\n\n

\u88682\uff1a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u4f5c\u308a\u65b9<\/h3>\n\n\n\n
\u9806<\/th>\u3084\u308b\u3053\u3068<\/th>\u306a\u305c<\/th><\/tr><\/thead>
1<\/td>100\u4ef6\u3092\u76ee\u8996\u3067\u78ba\u8a8d\u30fb\u4fee\u6b63<\/strong><\/td>\u3053\u3053\u304c\u5168\u4f53\u306e\u57fa\u6e96\u306b\u306a\u308b<\/strong><\/td><\/tr>
2<\/td>AI\u3067\u62e1\u5f35\u3057\u3066\u6570\u5343\u4ef6\u3078<\/td>\u91cf\u306f\u5f8c\u304b\u3089\u8db3\u305b\u308b<\/td><\/tr>
3<\/td>\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u3067\u7cbe\u5ea6\u78ba\u8a8d<\/td>\u2014<\/td><\/tr>
\u2014<\/td>\u3044\u304d\u306a\u308a\u5927\u91cf\u306b\u4f5c\u3089\u306a\u3044<\/strong><\/td>\u9593\u9055\u3063\u305f\u57fa\u6e96\u304c\u305d\u306e\u307e\u307e\u5897\u3048\u308b<\/strong><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

\u88dc\uff1a\u9078\u5b9a\u306e\u57fa\u6e96\uff08\u7cbe\u5ea6\u3067\u9078\u3070\u306a\u3044\uff09<\/h3>\n\n\n\n
\u898b\u308b\u3082\u306e<\/th>\u7406\u7531<\/th><\/tr><\/thead>
\u5e38\u99d0\u3067\u304d\u308b\u304b<\/strong><\/td>\u6bce\u56de\u8d77\u52d5\u3057\u3066\u3044\u305f\u3089\u901f\u3055\u304c\u6d88\u3048\u308b<\/td><\/tr>
1\u56de\u3042\u305f\u308a\u306e\u901f\u3055<\/strong><\/td>\u5fc5\u305a\u901a\u308b\u51e6\u7406\u306f\u3001\u9045\u3055\u304c\u5168\u90e8\u306b\u4e57\u308b<\/strong><\/td><\/tr>
\u7cbe\u5ea6<\/td>\u4e0a\u306e2\u3064\u3092\u6e80\u305f\u3057\u305f\u4e2d\u3067\u6bd4\u3079\u308b<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

\u88dc2\uff1a\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u898b\u9001\u3063\u3066\u3088\u3044\u5834\u5408<\/h3>\n\n\n\n
\u72b6\u6cc1<\/th>\u4ee3\u308f\u308a\u306b\u3084\u308b\u3053\u3068<\/th><\/tr><\/thead>
\u77e5\u8b58\u3092\u53c2\u7167\u3055\u305b\u305f\u3044\u3060\u3051<\/strong><\/td>RAG\u3002\u5b66\u7fd2\u306f\u4e0d\u8981<\/strong><\/td><\/tr>
\u53e3\u8abf\u3092\u63c3\u3048\u305f\u3044\u3060\u3051<\/td>\u6307\u793a\u6587\u3067\u8db3\u308a\u308b\u3053\u3068\u304c\u591a\u3044<\/td><\/tr>
\u5224\u5b9a\u57fa\u6e96\u304c\u9031\u5358\u4f4d\u3067\u5909\u308f\u308b<\/strong><\/td>\u5b66\u7fd2\u3057\u76f4\u3057\u304c\u8ffd\u3044\u3064\u304b\u306a\u3044\u3002\u30eb\u30fc\u30eb\u3067\u66f8\u304f<\/strong><\/td><\/tr>
\u5b66\u7fd2\u30c7\u30fc\u30bf\u304c100\u4ef6\u3082\u4f5c\u308c\u306a\u3044<\/td>\u307e\u305a100\u4ef6<\/strong>\u3092\u76ee\u8996\u3067\u4f5c\u308c\u308b\u304b\u3092\u78ba\u304b\u3081\u308b<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

4\u884c\u76ee\u304c\u5b9f\u52d9\u3067\u306f\u52b9\u304d\u307e\u3059\u3002<\/strong> 100\u4ef6\u3092\u76ee\u8996\u3067\u4f5c\u308c\u306a\u3044\u30c6\u30fc\u30de\u306f\u3001\u305d\u3082\u305d\u3082\u57fa\u6e96\u304c\u5b9a\u307e\u3063\u3066\u3044\u307e\u305b\u3093\u3002\u57fa\u6e96\u304c\u7121\u3044\u307e\u307e6000\u4ef6\u3078\u62e1\u5f35\u3059\u308b\u3068\u3001\u63fa\u308c\u305f\u307e\u307e\u5897\u3048\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n

\u2468 \u3053\u306e\u8003\u3048\u65b9\u304c\u52b9\u304d\u7d9a\u3051\u308b\u7406\u7531<\/h2>\n\n\n\n
\"\u3053\u306e\u8003\u3048\u65b9\u304c\u52b9\u304d\u7d9a\u3051\u308b\u7406\u7531\"\/<\/figure>\n\n\n\n

\u30e2\u30c7\u30eb\u306f\u3001\u3053\u308c\u304b\u3089\u3082\u5927\u304d\u304f\u8ce2\u304f\u306a\u308a\u307e\u3059\u3002\u305d\u308c\u3067\u3082\u3001\u3053\u306e\u5224\u65ad\u306f\u6b8b\u308a\u307e\u3059\u3002<\/strong> \u8ce2\u3055\u304c\u4e0a\u304c\u3063\u3066\u3082\u3001\u5fc5\u305a\u901a\u308b\u51e6\u7406\u306e\u9045\u3055\u306f\u4f53\u9a13\u3092\u58ca\u3059<\/strong>\u304b\u3089\u3067\u3059\u3002<\/p>\n\n\n\n

\u2192 \u691c\u67fb\u306f\u6bce\u56de\u901a\u308b \u2192 1\u56de\u306e\u9045\u3055\u304c\u5168\u4f53\u306b\u4e57\u308b<\/strong>
\u2192 \u5e38\u99d0\u3067\u304d\u306a\u3044 \u2192 \u6bce\u56de\u7acb\u3061\u4e0a\u3052\u308b<\/strong>
\u2192 \u7acb\u3061\u4e0a\u3052\u304c\u91cd\u3044 \u2192 \u901f\u3044\u30e2\u30c7\u30eb\u3088\u308a\u9045\u304f\u306a\u308b<\/strong><\/p>\n\n\n\n

1\u56de\u3042\u305f\u308a\u306e\u4ed5\u4e8b\u304c\u5c0f\u3055\u3044\u51e6\u7406\u307b\u3069\u3001\u30e2\u30c7\u30eb\u306f\u5c0f\u3055\u304f\u3066\u3088\u304f\u306a\u308a\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n

\u305d\u3057\u3066\u3001\u3053\u306e\u5224\u65ad\u306b\u306f\u526f\u7523\u7269\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u5916\u306b\u51fa\u3055\u305a\u306b\u6e08\u3080\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/strong> \u624b\u5143\u3067\u5e38\u99d0\u3067\u304d\u308b\u5927\u304d\u3055\u306a\u306e\u3067\u3001\u691c\u67fb\u306e\u305f\u3081\u306b\u6587\u7ae0\u3092\u3069\u3053\u304b\u3078\u9001\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u305b\u3093\u3002<\/strong> \u6a5f\u5bc6\u3092\u898b\u308b\u5f79\u304c\u6a5f\u5bc6\u3092\u9001\u3063\u3066\u3044\u305f\u3089\u3001\u610f\u5473\u304c\u306a\u3044\u3002<\/p>\n\n\n\n

\u305f\u3060\u3057\u3001\u6b63\u76f4\u306b\u66f8\u3044\u3066\u304a\u304d\u307e\u3059\u3002\u62bd\u8c61\u5316\u3055\u308c\u305f\u8981\u7d04\u306f70\u301c80%\u3057\u304b\u6b62\u307e\u308a\u307e\u305b\u3093\u3002<\/strong> \u5143\u306e\u60c5\u5831\u304c\u8584\u307e\u308b\u3068\u3001\u6a5f\u5bc6\u304b\u3069\u3046\u304b\u306e\u624b\u304c\u304b\u308a\u3082\u8584\u307e\u308b\u304b\u3089\u3067\u3059\u3002\u6b8b\u308a\u306e20\u301c30%\u3092\u3069\u3046\u3059\u308b\u304b\u306f\u3001\u307e\u3060\u4eba\u306e\u76ee\u306b\u983c\u3063\u3066\u3044\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n

\u7f6e\u304d\u63db\u3048\u305f\u3042\u3068\u306e\u5b9f\u6e2c\u3067\u3059\u3002\u5e38\u99d0\u306b\u5fc5\u8981\u306a\u30e1\u30e2\u30ea\u306f\u6570\u767eMB\u30011\u4ef6\u3042\u305f\u308a\u306e\u5224\u5b9a\u306f\u6570\u5341\u30df\u30ea\u79d2\u3002<\/strong> \u751f\u6210\u30e2\u30c7\u30eb\u306b\u6295\u3052\u3066\u3044\u305f\u3068\u304d\u306f\u3001\u5224\u5b9a\u306b\u6570\u79d2<\/strong>\u304b\u304b\u308a\u3001\u5e38\u99d0\u305d\u306e\u3082\u306e\u304c\u3067\u304d\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u691c\u67fb\u306f1\u65e5\u306b\u6570\u5343\u56de<\/strong>\u901a\u308b\u306e\u3067\u3001\u3053\u306e\u5dee\u304c\u305d\u306e\u307e\u307e\u4f53\u9a13\u306b\u51fa\u307e\u3059\u3002<\/p>\n\n\n\n

\u5224\u5b9a\u306e\u5b9f\u6e2c\u3082\u8a00\u8449\u3067\u6b8b\u3057\u3066\u3044\u307e\u3059\u3002\u300c\u8a00\u3044\u63db\u3048\u3084\u7ffb\u8a33\u3055\u308c\u305f\u6587\u7ae0\u306f100%\u30d6\u30ed\u30c3\u30af\u53ef\u80fd\u300d\u300c\u62bd\u8c61\u5316\u3055\u308c\u305f\u8981\u7d04\u306f70\u301c80%\u30d6\u30ed\u30c3\u30af\u53ef\u80fd\u300d\u3002\u3068\u3053\u308d\u3067\u3001\u3053\u306e\u5dee\u304c\u610f\u5473\u3059\u308b\u306e\u306f\u300c\u5143\u306e\u60c5\u5831\u304c\u8584\u307e\u308b\u307b\u3069\u624b\u304c\u304b\u308a\u3082\u8584\u307e\u308b\u300d\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u305d\u3053\u306f\u5206\u985e\u5668\u306e\u9650\u754c\u3067\u306f\u306a\u304f\u3001\u60c5\u5831\u91cf\u306e\u9650\u754c\u3060\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u95a2\u9023\u3057\u3066\u3001\u30ed\u30fc\u30ab\u30ebLLM\u3092\u81ea\u793e\u306e\u4e2d\u306b\u7f6e\u304f\u5224\u65ad\u8a71<\/a>\u3068\u3001LLM\u306b\u81ea\u5206\u306e\u51fa\u529b\u3092\u691c\u8a3c\u3055\u305b\u3066\u306f\u3044\u3051\u306a\u3044\u8a71<\/a>\u3092\u5225\u306b\u66f8\u3044\u3066\u3044\u307e\u3059\u3002\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u307e\u305a\u5206\u985e\u5668\u304b\u3089\u4f5c\u308b\u8a71<\/a>\u306f\u3059\u3067\u306b\u516c\u958b\u3057\u3066\u3044\u307e\u3059\u3002\u3042\u308f\u305b\u3066\u8aad\u3080\u3068\u3001\u540c\u3058\u5224\u65ad\u304c\u5225\u306e\u5834\u6240\u3067\u3082\u52b9\u3044\u3066\u3044\u308b\u3053\u3068\u304c\u5206\u304b\u308b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u3053\u306e\u5224\u65ad\u3092\u5b9f\u969b\u306e\u6848\u4ef6\u3067\u4f7f\u3046\u5834\u9762\u306b\u3064\u3044\u3066\u306f\u3001\u751f\u6210AI\u306e\u5b9f\u88c5<\/a>\u306e\u30da\u30fc\u30b8\u306b\u6574\u7406\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\n\n\n\n

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