{"id":18016,"date":"2025-07-21T12:47:09","date_gmt":"2025-07-21T12:47:09","guid":{"rendered":"https:\/\/itbusinesstoday.com\/?p=18016"},"modified":"2025-07-21T12:47:09","modified_gmt":"2025-07-21T12:47:09","slug":"why-small-language-models-are-the-next-big-thing-in-enterprise-ai","status":"publish","type":"post","link":"https:\/\/itbusinesstoday.com\/ja\/tech\/ai\/why-small-language-models-are-the-next-big-thing-in-enterprise-ai\/","title":{"rendered":"\u5c0f\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u304c\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306e\u6b21\u306e\u5927\u304d\u306a\u6f6e\u6d41\u3068\u306a\u308b\u7406\u7531"},"content":{"rendered":"<p>\u4f55\u5e74\u3082\u306e\u9593 <a href=\"https:\/\/itbusinesstoday.com\/ja\/industrial-tech\/ai-factory-as-a-service-powering-the-future-of-scalable-intelligence\/\">\u4eba\u5de5\u77e5\u80fd<\/a> 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<a href=\"https:\/\/medium.com\/@zergtant\/microsofts-phi-3-3-8-b23fb7145933\">\u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\u306e<\/a> Phi-3-mini\uff0838\u5104\u30d1\u30e9\u30e1\u30fc\u30bf\uff09\u306f\u3001MMLU\u3067\u7d0469%\u3001MT-bench\u30678.38\u3092\u8a18\u9332\u3057\u3001\u30b3\u30f3\u30d1\u30af\u30c8\u306a\u30b5\u30a4\u30ba\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001Llama-3\uff088B\uff09\u306e\u3088\u3046\u306a\u5927\u578b\u30e2\u30c7\u30eb\u306b\u5339\u6575\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u30c7\u30fc\u30bf\u7ba1\u7406\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc<\/strong>:\u9867\u5ba2\u8a18\u9332\u3084\u8ca1\u52d9\u60c5\u5831\u306a\u3069\u3001\u6a5f\u5bc6\u6027\u306e\u9ad8\u3044\u30d3\u30b8\u30cd\u30b9\u30c7\u30fc\u30bf\u3092\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u306eLLM\u3068\u5171\u6709\u3059\u308b\u3053\u3068\u306f\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3084\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u306b\u5927\u304d\u306a\u30ea\u30b9\u30af\u3092\u3082\u305f\u3089\u3059\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u30c7\u30fc\u30bf\u306e\u6ede\u7559\u3001\u6f0f\u6d29\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u306e\u610f\u56f3\u3057\u306a\u3044\u4f7f\u7528\u306f\u5927\u304d\u306a\u61f8\u5ff5\u4e8b\u9805\u3067\u3059\u3002SLM\u306f\u89e3\u6c7a\u7b56\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002SLM\u306f\u3001\u4f01\u696d\u72ec\u81ea\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u3066\u3001\u30aa\u30f3\u30b5\u30a4\u30c8\u307e\u305f\u306f\u30bb\u30ad\u30e5\u30a2\u306a\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8\u30fb\u30af\u30e9\u30a6\u30c9\u74b0\u5883\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u7279\u5316\u3057\u305f\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002SLM\u306f\u4f01\u696d\u72ec\u81ea\u306e\u77e5\u8b58\u3084\u30d7\u30ed\u30bb\u30b9\u3092\u628a\u63e1\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u91cd\u8981\u306a\u77e5\u7684\u8ca1\u7523\u3092\u5916\u90e8\u304b\u3089\u5b88\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u91d1\u878d\u3001\u30d8\u30eb\u30b9\u30b1\u30a2\u3001\u6cd5\u5f8b\u30b5\u30fc\u30d3\u30b9\u306a\u3069\u306e\u898f\u5236\u5206\u91ce\u3067\u306f\u3001\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u304c\u9375\u3068\u306a\u308a\u307e\u3059\u3002<\/li>\n<li><strong>\u7279\u5316\u3057\u305f\u6027\u80fd\u3068\u7cbe\u5ea6<\/strong>:\u5927\u898f\u6a21\u306aLLM\u306f\u3001\u591a\u304f\u306e\u30c8\u30d4\u30c3\u30af\u306b\u3064\u3044\u3066\u5c11\u3057\u306f\u77e5\u3063\u3066\u3044\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u3057\u304b\u3057\u3001\u696d\u754c\u7528\u8a9e\u3084\u793e\u5185\u30d7\u30ed\u30bb\u30b9\u3001\u7279\u5b9a\u306e\u88fd\u54c1\u30e9\u30a4\u30f3\u306b\u3064\u3044\u3066\u306e\u7406\u89e3\u306f\u901a\u5e38\u4e0d\u8db3\u3057\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u4e00\u822c\u7684\u3067\u5f79\u306b\u7acb\u305f\u306a\u3044\u3001\u3042\u308b\u3044\u306f\u5e7b\u899a\u306e\u3088\u3046\u306a\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u306b\u306a\u3063\u3066\u3057\u307e\u3046\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002SLM\u306f\u3001\u30d3\u30b8\u30cd\u30b9\u6a5f\u80fd\u306b\u95a2\u3059\u308b\u7279\u5b9a\u306e\u9ad8\u54c1\u8cea\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u3082\u306e\u3067\u3042\u308c\u3070\u3001\u3088\u308a\u52b9\u679c\u7684\u3067\u3059\u3002SLM\u306f\u591a\u304f\u306e\u30bf\u30b9\u30af\u3092\u51e6\u7406\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u534a\u5c0e\u4f53\u88fd\u9020\u306b\u304a\u3051\u308b\u30c6\u30af\u30cb\u30ab\u30eb\u30b5\u30dd\u30fc\u30c8\u30c1\u30b1\u30c3\u30c8\u306e\u89e3\u6790\u3002\u307e\u305f\u3001M&amp;A\u3067\u306f\u6cd5\u7684\u306a\u5951\u7d04\u66f8\u3092\u8981\u7d04\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001B2B\u30ab\u30bf\u30ed\u30b0\u306e\u5546\u54c1\u8aac\u660e\u3082\u4f5c\u6210\u3057\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306b\u96c6\u4e2d\u3059\u308b\u3053\u3068\u3067\u3001\u305d\u306e\u5206\u91ce\u3067\u306e\u6b63\u78ba\u6027\u3068\u95a2\u9023\u6027\u304c\u9ad8\u307e\u308a\u307e\u3059\u3002SLM\u306f\u3042\u306a\u305f\u306e\u30d3\u30b8\u30cd\u30b9\u306e\u8a00\u8449\u3092\u8a71\u3057\u307e\u3059\u3002\u8cea\u306e\u9ad8\u3044\u533b\u5b66\u6587\u732e\u3068\u533f\u540d\u5316\u3055\u308c\u305f\u60a3\u8005\u8a18\u9332\u306e\u307f\u3092\u5bfe\u8c61\u3068\u3057\u305fSLM\u306f\u3001\u4e00\u822c\u7684\u306aLLM\u3088\u308a\u3082\u512a\u308c\u3066\u3044\u307e\u3059\u3002\u81e8\u5e8a\u30ce\u30fc\u30c8\u306e\u8981\u7d04\u3084\u533b\u7642\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u652f\u63f4\u306b\u304a\u3044\u3066\u8f1d\u304d\u3092\u653e\u3061\u3001\u91cd\u5927\u306a\u30a8\u30e9\u30fc\u3082\u5c11\u306a\u304f\u306a\u308a\u307e\u3059\u3002<\/li>\n<li><strong>\u30a8\u30c3\u30b8\u3067\u306e\u30b9\u30d4\u30fc\u30c9\u3068\u654f\u6377\u6027<\/strong><strong>:<\/strong> \u9045\u5ef6\u306f\u91cd\u8981\u3067\u3059\u3002\u30af\u30e9\u30a6\u30c9\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u3055\u308c\u305fLLM\u304b\u3089\u306e\u5fdc\u7b54\u3092\u5f85\u3064\u3068\u3001\u30e6\u30fc\u30b6\u30fc\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u304c\u640d\u306a\u308f\u308c\u307e\u3059\u3002\u3053\u308c\u306f\u7279\u306b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30a2\u30d7\u30ea\u306b\u5f53\u3066\u306f\u307e\u308a\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3084\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u30c7\u30fc\u30bf\u5206\u6790\u30c4\u30fc\u30eb\u306a\u3069\u3067\u3059\u3002SLM\u306f\u30b5\u30a4\u30ba\u304c\u5c0f\u3055\u3044\u305f\u3081\u3001\u5149\u901f\u306e\u63a8\u8ad6\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002\u3053\u306e\u30b9\u30d4\u30fc\u30c9\u306b\u3088\u308a\u3001\u5f93\u696d\u54e1\u306e\u30e9\u30c3\u30d7\u30c8\u30c3\u30d7\u3001\u5de5\u5834\u306e\u30c7\u30d0\u30a4\u30b9\u3001\u307e\u305f\u306f\u5730\u57df\u30aa\u30d5\u30a3\u30b9\u306b\u76f4\u63a5\u5c0e\u5165\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u304c\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u300c\u30a8\u30c3\u30b8\u300d\u3067\u3059\u3002\u30a8\u30c3\u30b8\u30c7\u30d7\u30ed\u30a4\u306f\u3001\u9ad8\u901f\u30ec\u30b9\u30dd\u30f3\u30b9\u3092\u5fc5\u8981\u3068\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u3068\u3063\u3066\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002\u307e\u305f\u3001\u30aa\u30d5\u30e9\u30a4\u30f3\u3067\u306e\u4f5c\u696d\u3084\u5e2f\u57df\u5e45\u306e\u9650\u3089\u308c\u305f\u5730\u57df\u3067\u306e\u4f5c\u696d\u306b\u3082\u5f79\u7acb\u3061\u307e\u3059\u3002 <a href=\"https:\/\/www.datacamp.com\/tutorial\/phi-3-tutorial\">\u30d5\u30a1\u30a43\u30df\u30cb<\/a>\u4f8b\u3048\u3070\u3001\u308f\u305a\u304b\uff5e1.8GB\u306eRAM\u3092\u642d\u8f09\u3057\u305f\u30c7\u30d0\u30a4\u30b9\u3067\u52d5\u4f5c\u3057\u3001iPhone 14\u3067\u306f\u91cf\u5b50\u5316\u30e2\u30fc\u30c9\u3067\u6bce\u79d212\u30c8\u30fc\u30af\u30f3\u4ee5\u4e0a\u3092\u51e6\u7406\u3057\u307e\u3059\u3002\u73fe\u5834\u306e\u6280\u8853\u8005\u306f\u3001\u9811\u4e08\u306a\u30bf\u30d6\u30ec\u30c3\u30c8\u3067\u8fc5\u901f\u304b\u3064\u6b63\u78ba\u306a\u4fee\u7406\u30ac\u30a4\u30c0\u30f3\u30b9\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u30ed\u30fc\u30ab\u30ebSLM\u306e\u304a\u304b\u3052\u3067\u3001\u63a5\u7d9a\u304c\u5f31\u3044\u9060\u9694\u5730\u3067\u3082\u6a5f\u80fd\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u900f\u660e\u6027\u3068\u5fae\u8abf\u6574<\/strong>:LLM\u306f\u305d\u306e\u5927\u304d\u3055\u3068\u8907\u96d1\u3055\u3086\u3048\u306b\u3001\u3057\u3070\u3057\u3070\u300c\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u300d\u3067\u3059\u3002\u305d\u306e\u305f\u3081\u3001LLM\u304c\u306a\u305c\u7279\u5b9a\u306e\u51fa\u529b\u3092\u51fa\u3059\u306e\u304b\u3092\u898b\u305f\u308a\u3001\u7279\u5b9a\u306e\u30d0\u30a4\u30a2\u30b9\u3092\u4fee\u6b63\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u306f\u56f0\u96e3\u3067\u3059\u3002SLM\u306f\u3001\u30b5\u30a4\u30ba\u304c\u5c0f\u3055\u304f\u3001\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u3067\u3042\u308b\u3053\u3068\u304c\u591a\u3044\u305f\u3081\u3001\u672c\u8cea\u7684\u306b\u89e3\u91c8\u3057\u3084\u3059\u3044\u3002\u51fa\u529b\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u306e\u5f71\u97ff\u306b\u9061\u308b\u3053\u3068\u304c\u5bb9\u6613\u3067\u3059\u3002\u307e\u305f\u3001SLM\u306e\u5fae\u8abf\u6574\u306f\u3001\u5927\u898f\u6a21\u306aLLM\u3092\u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u3088\u308a\u3082\u8fc5\u901f\u304b\u3064\u4f4e\u30b3\u30b9\u30c8\u3067\u3059\u3002SLM\u306e\u5fae\u8abf\u6574\u306b\u306f\u3001\u65b0\u3057\u3044\u30bf\u30b9\u30af\u306e\u8abf\u6574\u3084\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u306e\u8ffd\u52a0\u304c\u542b\u307e\u308c\u307e\u3059\u3002\u3053\u306e\u4fca\u654f\u6027\u306b\u3088\u308a\u3001\u4f01\u696d\u306f\u30e2\u30c7\u30eb\u3092\u6539\u5584\u3057\u7d9a\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u5927\u898f\u6a21\u306a\u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3046\u3053\u3068\u306a\u304f\u3001\u5909\u5316\u3059\u308b\u30cb\u30fc\u30ba\u306b\u9069\u5fdc\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u7d99\u7d9a\u7684\u306a\u6539\u5584\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u306b\u5408\u308f\u305b\u305f\u5c0f\u3055\u306a\u30e2\u30c7\u30eb\u306f\u3001\u30a8\u30cd\u30eb\u30ae\u30fc\u4f7f\u7528\u91cf\u3092\u6700\u5927\u3067 <a href=\"https:\/\/www.unesco.org\/en\/articles\/ai-large-language-models-new-report-shows-small-changes-can-reduce-energy-use-90\">90%<\/a>.<\/li>\n<\/ul>\n<h3><strong>\u4eca\u65e5\u306eSLM<\/strong><\/h3>\n<p>\u3053\u308c\u306f\u5358\u306a\u308b\u5b66\u8853\u7684\u306a\u63a8\u6e2c\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u5148\u9032\u7684\u306a\u4f01\u696d\u3084\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u30fb\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u306f\u3001\u3059\u3067\u306b\u5c0f\u898f\u6a21\u30e2\u30c7\u30eb\u306e\u529b\u3092\u6d3b\u7528\u3057\u3066\u3044\u307e\u3059\uff1a<\/p>\n<ul>\n<li><strong>\u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\u306ePhi\u30d5\u30a1\u30df\u30ea\u30fc<\/strong><strong>:<\/strong> Phi-3-mini\u306e\u3088\u3046\u306a\u30e2\u30c7\u30eb\u306f\u3001Llama-3\u306e\u3088\u3046\u306a\u5927\u578b\u306e\u3082\u306e\u3068\u540c\u3058\u3088\u3046\u306b\u3001\u6a19\u6e96\u7684\u306a\u63a8\u8ad6\u30c6\u30b9\u30c8\u3067\u7d50\u679c\u3092\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3057\u304b\u3082\u3001\u30b9\u30de\u30fc\u30c8\u30d5\u30a9\u30f3\u3067\u30b9\u30e0\u30fc\u30ba\u306b\u52d5\u4f5c\u3059\u308b\u307b\u3069\u30b3\u30f3\u30d1\u30af\u30c8\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u771f\u306b\u30d1\u30fc\u30bd\u30ca\u30eb\u3067\u30aa\u30d5\u30e9\u30a4\u30f3\u306eAI\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3078\u306e\u6249\u304c\u958b\u304b\u308c\u307e\u3059\u3002<\/li>\n<li><strong>\u30c9\u30e1\u30a4\u30f3\u5225\u306e\u5f37\u8c6a<\/strong><strong>:<\/strong> \u91d1\u878d\u6a5f\u95a2\u306f\u3001SEC\u63d0\u51fa\u66f8\u985e\u3001\u6c7a\u7b97\u5831\u544a\u66f8\u3001\u8ca1\u52d9\u30cb\u30e5\u30fc\u30b9\u306b\u7126\u70b9\u3092\u5f53\u3066\u305fSLM\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u3001\u60c5\u5831\u3092\u8fc5\u901f\u306b\u8981\u7d04\u3057\u3001\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u3092\u5206\u6790\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u88fd\u85ac\u4f1a\u793e\u306f\u3001SLM\u3092\u4f7f\u7528\u3057\u3066\u6587\u732e\u30ec\u30d3\u30e5\u30fc\u3092\u8fc5\u901f\u5316\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u3001\u7814\u7a76\u8ad6\u6587\u3084\u81e8\u5e8a\u8a66\u9a13\u30c7\u30fc\u30bf\u3067\u5b66\u7fd2\u3055\u308c\u307e\u3059\u3002\u88fd\u9020\u696d\u3067\u306f\u3001\u5de5\u5834\u306e\u73fe\u5834\u3067SLM\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30bb\u30f3\u30b5\u30fc\u30fb\u30c7\u30fc\u30bf\u30fb\u30ed\u30b0\u3092\u5206\u6790\u3057\u3001\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u306e\u5fc5\u8981\u6027\u3092\u4e88\u6e2c\u3057\u307e\u3059\u3002<\/li>\n<li><strong>AI\u306e\u6c11\u4e3b\u5316<\/strong><strong>:<\/strong> SLM\u306b\u5fc5\u8981\u306a\u30ea\u30bd\u30fc\u30b9\u306f\u5c11\u306a\u304f\u3066\u6e08\u307f\u307e\u3059\u3002\u3053\u306e\u305f\u3081\u3001\u4e2d\u5c0f\u4f01\u696d\u3084\u5927\u4f01\u696d\u306e\u90e8\u9580\u306f\u3001\u5f37\u529b\u306aAI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3057\u3001\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002AI\u306e\u5c02\u9580\u30c1\u30fc\u30e0\u3084\u5927\u304d\u306a\u4e88\u7b97\u304c\u306a\u304f\u3066\u3082\u53ef\u80fd\u3067\u3059\u3002\u4eba\u4e8b\u90e8\u9580\u304cSLM\u3092\u69cb\u7bc9\u3059\u308c\u3070\u3001\u975e\u5e38\u306b\u5177\u4f53\u7684\u306a\u8077\u52d9\u57fa\u6e96\u306b\u57fa\u3065\u3044\u3066\u5c65\u6b74\u66f8\u3092\u30b9\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3067\u304d\u307e\u3059\u3002\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30c1\u30fc\u30e0\u306f\u3001\u30ed\u30fc\u30ab\u30e9\u30a4\u30ba\u3055\u308c\u305f\u5e83\u544a\u30b3\u30d4\u30fc\u306e\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u3092\u751f\u6210\u3059\u308bSLM\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306f\u3001AI\u304c\u30c1\u30fc\u30e0\u30ec\u30d9\u30eb\u3067\u771f\u306b\u904b\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002<\/li>\n<\/ul>\n<h3><strong>\u6226\u7565\u7684\u306aSLM\u306e\u5b9f\u65bd<\/strong><\/h3>\n<p>SLM\u3092\u63a1\u7528\u3059\u308b\u3068\u3044\u3046\u3053\u3068\u306f\u3001\u8003\u3048\u65b9\u3092\u5909\u3048\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002\u6700\u5927\u306e\u30e2\u30c7\u30eb\u3092\u76ee\u6307\u3059\u306e\u3067\u306f\u306a\u304f\u3001\u30bf\u30b9\u30af\u306b\u9069\u3057\u305f\u30e2\u30c7\u30eb\u3092\u898b\u3064\u3051\u308b\u3053\u3068\u306b\u96c6\u4e2d\u3059\u3079\u304d\u306a\u306e\u3067\u3059\u3002\u3053\u3053\u3067\u306f\u3001\u30ea\u30fc\u30c0\u30fc\u304c\u3053\u306e\u79fb\u884c\u306b\u3069\u306e\u3088\u3046\u306b\u53d6\u308a\u7d44\u3081\u3070\u3088\u3044\u304b\u3092\u7d39\u4ecb\u3057\u307e\u3059\uff1a<\/p>\n<ul>\n<li><strong>\u30a4\u30f3\u30d1\u30af\u30c8\u304c\u5927\u304d\u304f\u3001\u9650\u5b9a\u3055\u308c\u305f\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306e\u7279\u5b9a<\/strong><strong>:<\/strong> \u5c02\u9580\u77e5\u8b58\u3001\u8fc5\u901f\u306a\u5bfe\u5fdc\u3001\u307e\u305f\u306f\u3001\u30d3\u30b8\u30cd\u30b9\u4e0a\u306e\u91cd\u8981\u306a\u554f\u984c\u306b\u96c6\u4e2d\u7684\u306b\u53d6\u308a\u7d44\u307f\u307e\u3059\u3002 <a href=\"https:\/\/itbusinesstoday.com\/ja\/tech\/homomorphic-encryption-reshapes-data-privacy-security\/\">\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc<\/a> \u304c\u91cd\u8981\u3067\u3059\u3002\u73fe\u5728\u3001\u624b\u4f5c\u696d\u3084\u4e00\u822c\u7684\u306a\u81ea\u52d5\u5316\u306b\u3088\u3063\u3066\u6ede\u3063\u3066\u3044\u308b\u30bf\u30b9\u30af\u3092\u63a2\u3057\u307e\u3057\u3087\u3046\u3002<\/li>\n<\/ul>\n<p>\u3053\u3053\u306b\u3044\u304f\u3064\u304b\u306e\u7d20\u6674\u3089\u3057\u3044\u51fa\u767a\u70b9\u304c\u3042\u308a\u307e\u3059\uff1a<\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li>\u793e\u5185\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u691c\u7d22<\/li>\n<li>\u30c6\u30af\u30cb\u30ab\u30eb\u30b5\u30dd\u30fc\u30c8\u306e\u30c8\u30ea\u30a2\u30fc\u30b8<\/li>\n<li>\u5951\u7d04\u6761\u9805\u306e\u62bd\u51fa<\/li>\n<li>\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u30bb\u30fc\u30eb\u30b9\u30e1\u30fc\u30eb\u306e\u4f5c\u6210<\/li>\n<li>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30ed\u30b0\u5206\u6790<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u660e\u78ba\u306aROI\u3092\u4f34\u3046\u9054\u6210\u53ef\u80fd\u306a\u52dd\u5229\u306b\u7126\u70b9\u3092\u5f53\u3066\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u30c7\u30fc\u30bf\u30ad\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u512a\u5148\u9806\u4f4d<\/strong><strong>:<\/strong> \u30ac\u30d9\u30fc\u30b8\u30fb\u30a4\u30f3\u3001\u30ac\u30d9\u30fc\u30b8\u30fb\u30a2\u30a6\u30c8 \"\u3068\u3044\u3046\u683c\u8a00\u306f\u3001SLM\u3067\u5897\u5e45\u3055\u308c\u307e\u3059\u3002SLM\u306e\u6027\u80fd\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u306e\u8cea\u3068\u95a2\u9023\u6027\u306b\u304b\u304b\u3063\u3066\u3044\u307e\u3059\u3002\u4fa1\u5024\u306e\u9ad8\u3044\u793e\u5185\u30c7\u30fc\u30bf\u306e\u7279\u5b9a\u3001\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3001\u69cb\u9020\u5316\u306b\u6295\u8cc7\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u3053\u306e\u30c7\u30fc\u30bf\u8cc7\u7523\u304c\u7af6\u4e89\u529b\u306e\u5800\u3068\u306a\u308a\u307e\u3059\u3002\u9ad8\u54c1\u8cea\u3067\u96c6\u4e2d\u7684\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u3001\u9ad8\u6027\u80fd\u3067\u7279\u5316\u3057\u305f\u30e2\u30c7\u30eb\u3092\u751f\u307f\u51fa\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u63a1\u7528<\/strong><strong>:<\/strong> SLM\u306f\u5fc5\u305a\u3057\u3082LLM\u306b\u53d6\u3063\u3066\u4ee3\u308f\u308b\u3082\u306e\u3067\u306f\u306a\u304f\u3001\u591a\u304f\u306e\u5834\u5408LLM\u3092\u88dc\u5b8c\u3059\u308b\u3082\u306e\u3067\u3059\u3002\u30bf\u30b9\u30af\u306b\u6700\u9069\u306a\u30c4\u30fc\u30eb\u300d\u3068\u3044\u3046\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u691c\u8a0e\u3057\u307e\u3057\u3087\u3046\u3002\u5275\u9020\u7684\u306a\u30a2\u30a4\u30c7\u30a2\u3084\u3001\u5e83\u304f\u4e00\u822c\u306b\u77e5\u3089\u308c\u3066\u3044\u308b\u77e5\u8b58\u3092\u6d3b\u7528\u3059\u308b\u306b\u306f\u3001\u5927\u898f\u6a21\u3067\u4e00\u822c\u7684\u306aLLM\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u6df1\u3044\u77e5\u8b58\u3001\u9ad8\u901f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u30c7\u30fc\u30bf\u30fb\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u304c\u5fc5\u8981\u306a\u30bf\u30b9\u30af\u306b\u306f\u3001\u7279\u5316\u3057\u305fSLM\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30b3\u30b9\u30c8\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u4e21\u65b9\u304c\u6700\u9069\u5316\u3055\u308c\u307e\u3059\u3002<\/li>\n<li><strong>\u30a4\u30f3\u30cf\u30a6\u30b9\u306e\u5c02\u9580\u77e5\u8b58\u306e\u69cb\u7bc9\uff08\u601d\u616e\u6df1\u304f\uff09<\/strong><strong>:<\/strong> SLM \u306e\u7ba1\u7406\u306f LLM \u3088\u308a\u3082\u7c21\u5358\u3067\u3059\u304c\u3001\u305d\u308c\u3067\u3082\u3042\u308b\u7a0b\u5ea6\u306e\u5c02\u9580\u77e5\u8b58\u306f\u5fc5\u8981\u3067\u3059\u3002\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306eSLM\u3092\u5fae\u8abf\u6574\u3057\u3066\u5c0e\u5165\u3067\u304d\u308b\u3088\u3046\u3001\u73fe\u5728\u306e\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3084\u958b\u767a\u8005\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u307e\u305f\u3001\u30de\u30cd\u30fc\u30b8\u30c9SLM\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u63d0\u4f9b\u3059\u308b\u30d9\u30f3\u30c0\u30fc\u3068\u7d44\u3080\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002\u76ee\u7684\u306f\u80fd\u529b\u3067\u3042\u308a\u3001\u5fc5\u305a\u3057\u3082\u5927\u898f\u6a21\u306a\u793e\u5185AI\u7814\u7a76\u6240\u3092\u5efa\u8a2d\u3059\u308b\u3053\u3068\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/li>\n<li><strong>\u5f37\u56fa\u306a\u30ac\u30d0\u30ca\u30f3\u30b9\u306e\u78ba\u7acb<\/strong><strong>:<\/strong> \u5c0f\u898f\u6a21\u306a\u30e2\u30c7\u30eb\u3067\u3042\u3063\u3066\u3082\u3001\u8cac\u4efb\u3042\u308bAI\u306e\u539f\u5247\u304c\u9069\u7528\u3055\u308c\u307e\u3059\u3002\u7279\u306b\u5185\u90e8\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u306f\u3001\u51fa\u529b\u3092\u76e3\u8996\u3057\u3001\u30d0\u30a4\u30a2\u30b9\u3092\u767a\u898b\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u53ef\u80fd\u306a\u9650\u308a\u8aac\u660e\u53ef\u80fd\u6027\u3092\u78ba\u4fdd\u3057\u3001\u30e2\u30c7\u30eb\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u3092\u901a\u3058\u3066\u30c7\u30fc\u30bf\u3092\u5b89\u5168\u306b\u7ba1\u7406\u3057\u307e\u3059\u3002\u7a4d\u6975\u7684\u306a\u30ac\u30d0\u30ca\u30f3\u30b9\u306f\u4fe1\u983c\u3092\u7bc9\u304d\u3001\u30ea\u30b9\u30af\u3092\u8efd\u6e1b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<h3><strong>\u672a\u6765\u306f\u96c6\u4e2d\u3068\u52b9\u7387<\/strong><\/h3>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-18029\" src=\"https:\/\/itbusinesstoday.com\/wp-content\/uploads\/2025\/07\/Why-Small-Language-Models-Are-the-Next-Big-Thing-in-Enterprise-AI-03.webp\" alt=\"Why Small Language Models Are the Next Big Thing in Enterprise AI\" width=\"1200\" height=\"800\" \/><\/p>\n<p>\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306e\u8ecc\u8de1\u306f\u3001\u307e\u304e\u308c\u3082\u306a\u304f\u5b9f\u7528\u4e3b\u7fa9\u3078\u3068\u5411\u304b\u3063\u3066\u3044\u307e\u3059\u3002\u30b9\u30e2\u30fc\u30eb\u30fb\u30e9\u30f3\u30b2\u30fc\u30b8\u30fb\u30e2\u30c7\u30eb\u306f\u3001\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u304c\u3044\u304b\u306b\u6210\u719f\u3057\u305f\u304b\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002AI\u306f\u3001\u529b\u6280\u304b\u3089\u7cbe\u5bc6\u3055\u3001\u52b9\u7387\u6027\u3001\u5236\u5fa1\u6027\u3078\u3068\u30d5\u30a9\u30fc\u30ab\u30b9\u3092\u79fb\u3057\u307e\u3059\u3002AI\u3092\u30d3\u30b8\u30cd\u30b9\u30aa\u30da\u30ec\u30fc\u30b7\u30e7\u30f3\u306b\u30b9\u30e0\u30fc\u30ba\u306b\u9069\u5408\u3055\u305b\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u73fe\u5b9f\u7684\u306a\u554f\u984c\u306e\u89e3\u6c7a\u306b\u5f79\u7acb\u3061\u3001\u660e\u78ba\u306aROI\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u5927\u898f\u6a21\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306b\u4f34\u3046\u9ad8\u30b3\u30b9\u30c8\u3084\u30c7\u30fc\u30bf\u30ea\u30b9\u30af\u3092\u56de\u907f\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u30d3\u30b8\u30cd\u30b9\u30ea\u30fc\u30c0\u30fc\u306f\u6b21\u306e\u3053\u3068\u3092\u77e5\u3063\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u308c\u306f\u3001\u9069\u5207\u306a\u30b5\u30a4\u30ba\u306e\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u3092\u6226\u7565\u7684\u306b\u6d3b\u7528\u3059\u308b\u3053\u3068\u304b\u3089\u751f\u307e\u308c\u307e\u3059\u3002\u305d\u308c\u306f\u3001\u8cb4\u793e\u306e\u30d3\u30b8\u30cd\u30b9\u8a00\u8a9e\u3092\u719f\u77e5\u3057\u305f\u30e2\u30c7\u30eb\u304b\u3089\u751f\u307e\u308c\u308b\u3067\u3057\u3087\u3046\u3002\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u7bc4\u56f2\u5185\u3067\u52d5\u4f5c\u3057\u307e\u3059\u3002\u8fc5\u901f\u306b\u5bfe\u5fdc\u3057\u3001\u4fa1\u5024\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u30ea\u30bd\u30fc\u30b9\u3092\u7121\u99c4\u306b\u3059\u308b\u3053\u3068\u306a\u304f\u3002\u30e9\u30fc\u30b8\u30fb\u30e9\u30f3\u30b2\u30fc\u30b8\u30fb\u30e2\u30c7\u30eb\u306e\u6642\u4ee3\u306f\u30a4\u30de\u30b8\u30cd\u30fc\u30b7\u30e7\u30f3\u3092\u304b\u304d\u7acb\u3066\u307e\u3057\u305f\u3002\u305d\u3057\u3066\u4eca\u3001\u30b9\u30e2\u30fc\u30eb\u30fb\u30e9\u30f3\u30b2\u30fc\u30b8\u30fb\u30e2\u30c7\u30eb\u306e\u6642\u4ee3\u304c\u771f\u306e\u6c38\u7d9a\u7684\u306a\u5909\u5316\u3092\u3082\u305f\u3089\u3059\u3067\u3057\u3087\u3046\u3002\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306b\u304a\u3051\u308b\u9759\u304b\u306a\u9769\u547d\u304c\u59cb\u307e\u308a\u3001\u305d\u306e\u5f71\u97ff\u306f\u5e83\u304f\u5171\u9cf4\u3059\u308b\u3067\u3057\u3087\u3046\u3002\u3053\u306e\u30b7\u30d5\u30c8\u3092\u7121\u8996\u3059\u308c\u3070\u3001\u7af6\u5408\u4ed6\u793e\u304c\u4e3b\u5c0e\u6a29\u3092\u63e1\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002\u771f\u306e\u30d3\u30b8\u30cd\u30b9\u30fb\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u306f\u3001\u5358\u306a\u308b\u898f\u6a21\u3067\u306f\u306a\u304f\u3001\u96c6\u4e2d\u3057\u305f\u5c02\u9580\u77e5\u8b58\u304b\u3089\u751f\u307e\u308c\u308b\u3053\u3068\u3092\u77e5\u3063\u3066\u3044\u308b\u304b\u3089\u3067\u3059\u3002\u672a\u6765\u306f\u3001\u5c02\u9580\u5316\u3055\u308c\u3001\u52b9\u7387\u5316\u3055\u308c\u3001\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u53ef\u80fd\u306a\u3082\u306e\u3002\u672a\u6765\u306f\u5c0f\u898f\u6a21\u306e\u3082\u306e\u3067\u3059\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>For years, the narrative in artificial intelligence has been dominated by scale. Larger models, trained on massive data sets, use huge computing power. These are the engines driving the biggest AI breakthroughs. Business leaders felt both awe and worry. They saw potential, but they worried about high costs, complexity, and unclear details when working with these giants. Beneath the big headlines about growing parameters, a quiet change is happening. Small Language Models (SLMs) are not just niche options. They are a smart choice for businesses and a strong future for AI use. The time when people thought &#8216;bigger is always better&#8217; for all business uses is coming to a close. [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":18030,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"wprm-recipe-roundup-name":"","wprm-recipe-roundup-description":"","postBodyCss":"","postBodyMargin":[],"postBodyPadding":[],"postBodyBackground":{"backgroundType":"classic","gradient":""},"footnotes":""},"categories":[186,180,201,85],"tags":[240,6385,2468,6384,6383],"ppma_author":[324],"class_list":{"0":"post-18016","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-ai","8":"category-knowledge-hub","9":"category-staff-writers","10":"category-tech","11":"tag-artificial-intelligence","12":"tag-computing-power","13":"tag-enterprise-ai","14":"tag-language-model","15":"tag-slm-platform"},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Why Small Language Models Matter in Enterprise AI<\/title>\n<meta name=\"description\" content=\"Small Language Models are redefining enterprise AI with lower costs, better privacy, and faster performance, here&#039;s why they\u2019re the future.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/itbusinesstoday.com\/ja\/tech\/ai\/why-small-language-models-are-the-next-big-thing-in-enterprise-ai\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Why Small Language Models Matter in Enterprise AI\" \/>\n<meta property=\"og:description\" content=\"Small Language Models are redefining enterprise AI with lower costs, better privacy, and faster performance, 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