{"id":969,"date":"2025-11-14T20:06:13","date_gmt":"2025-11-14T11:06:13","guid":{"rendered":"https:\/\/itsenior.jp\/km\/?p=969"},"modified":"2025-11-14T20:06:13","modified_gmt":"2025-11-14T11:06:13","slug":"nlp-llm","status":"publish","type":"post","link":"https:\/\/itsenior.jp\/km\/nlp-llm\/","title":{"rendered":"\u751f\u6210AI\u306b\u304a\u3051\u308b\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3068\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb"},"content":{"rendered":"\n
\n\n\n\n

\u751f\u6210AI\u306f\u3001\u4eba\u9593\u306e\u3088\u3046\u306b\u6587\u7ae0\u30fb\u753b\u50cf\u30fb\u97f3\u58f0\u306a\u3069\u3092\u65b0\u305f\u306b\u300c\u751f\u6210\u300d\u3059\u308b\u4eba\u5de5\u77e5\u80fd\u3067\u3042\u308a\u3001\u305d\u306e\u4e2d\u5fc3\u7684\u6280\u8853\u304c\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u3068<\/strong>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff1aLarge Language Model\uff09\u3067\u3042\u308b\u3002\u7279\u306b\u6587\u7ae0\u751f\u6210\u3084\u5bfe\u8a71\u306b\u304a\u3044\u3066\u306f\u3001NLP\u3068LLM\u304c\u7d50\u3073\u3064\u304f\u3053\u3068\u3067\u4eba\u9593\u306b\u8fd1\u3044\u8a00\u8a9e\u80fd\u529b\u304c\u5b9f\u73fe\u3055\u308c\u3066\u3044\u308b<\/strong>\u3002<\/p>\n\n\n\n

1. \u751f\u6210AI\u3068\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09<\/h3>\n\n\n\n

NLP\u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u304c\u4eba\u9593\u306e\u8a00\u8449\u3092\u7406\u89e3\u3057\u3001\u64cd\u4f5c\u3057\u3001\u751f\u6210\u3059\u308b\u305f\u3081\u306e\u6280\u8853\u5206\u91ce\u3067\u3042\u308b\u3002\u5f93\u6765\u306f\u3001\u5f62\u614b\u7d20\u89e3\u6790\u3001\u69cb\u6587\u89e3\u6790\u3001\u610f\u5473\u5f79\u5272\u89e3\u6790\u306a\u3069\u3001\u8a00\u8a9e\u3092\u7d30\u304b\u304f\u5206\u89e3\u3057\u69cb\u9020\u5316\u3059\u308b\u624b\u6cd5\u304c\u4e2d\u5fc3\u3067\u3042\u3063\u305f\u3002\u3057\u304b\u3057\u3001\u751f\u6210AI\u3067\u306f\u3088\u308a\u5305\u62ec\u7684\u3067\u7d71\u4e00\u7684\u306a\u67a0\u7d44\u307f\u304c\u63a1\u7528\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n\n\n\n

\u751f\u6210AI\u306eNLP\u306f\u3001\u6587\u7ae0\u306e\u300c\u610f\u5473\u306e\u7406\u89e3\u300d\u3068\u300c\u65b0\u305f\u306a\u6587\u7ae0\u306e\u751f\u6210\u300d\u3092\u540c\u6642\u306b\u51e6\u7406\u3067\u304d\u308b<\/strong>\u70b9\u304c\u5927\u304d\u306a\u7279\u5fb4\u3067\u3042\u308b\u3002\u30e6\u30fc\u30b6\u30fc\u306e\u6307\u793a\u306b\u6cbf\u3063\u305f\u8981\u7d04\u3001\u7ffb\u8a33\u3001\u8cea\u554f\u5fdc\u7b54\u3001\u6587\u7ae0\u57f7\u7b46\u3001\u5275\u4f5c\u306a\u3069\u591a\u69d8\u306a\u30bf\u30b9\u30af\u3092\u5358\u4e00\u306e\u30e2\u30c7\u30eb\u3067\u3053\u306a\u3059\u3053\u3068\u304c\u3067\u304d\u3001\u5f93\u6765\u306e\u3088\u3046\u306b\u30bf\u30b9\u30af\u3054\u3068\u306b\u5225\u3005\u306e\u5c02\u7528\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u7528\u610f\u3059\u308b\u5fc5\u8981\u304c\u306a\u3044\u3002<\/p>\n\n\n\n

2. \u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306e\u5f79\u5272<\/h3>\n\n\n\n

\u751f\u6210AI\u306e\u8a00\u8a9e\u80fd\u529b\u3092\u652f\u3048\u3066\u3044\u308b\u306e\u304c\u3001\u5927\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3057\u305f\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb<\/strong>\u3067\u3042\u308b\u3002LLM\u306f\u6570\u5341\u5104\u301c\u6570\u5146\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6301\u3061\u3001\u81a8\u5927\u306a\u6587\u7ae0\u304b\u3089\u300c\u6587\u8108\u306b\u5fdc\u3058\u3066\u6b21\u306b\u6765\u308b\u5358\u8a9e\u306e\u78ba\u7387\u300d\u3092\u5b66\u7fd2\u3059\u308b<\/strong>\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u6587\u8108\u7406\u89e3\u3001\u63a8\u8ad6\u3001\u69cb\u9020\u5316\u3001\u8907\u96d1\u306a\u8868\u73fe\u751f\u6210\u304c\u53ef\u80fd\u3068\u306a\u308b\u3002<\/p>\n\n\n\n

\u7279\u306b\u73fe\u5728\u306eLLM\u306e\u591a\u304f\u306f\u3001Transformer\u3068\u3044\u3046\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u63a1\u7528\u3057\u3066\u3044\u308b\u3002Transformer\u306e\u4e2d\u5fc3\u306b\u3042\u308bSelf-Attention\u306f\u3001\u6587\u4e2d\u306e\u5358\u8a9e\u540c\u58eb\u306e\u95a2\u4fc2\u6027\u3092\u4e00\u5ea6\u306b\u6349\u3048\u3001\u9577\u3044\u6587\u7ae0\u3067\u3082\u610f\u5473\u306e\u3064\u306a\u304c\u308a\u3092\u5931\u308f\u305a\u306b\u6271\u3048\u308b<\/strong>\u3002\u3053\u306e\u69cb\u9020\u304c\u3001\u81ea\u7136\u3067\u4e00\u8cab\u3057\u305f\u6587\u7ae0\u751f\u6210\u3084\u9ad8\u5ea6\u306a\u5bfe\u8a71\u80fd\u529b\u3092\u751f\u3080\u9375\u3068\u306a\u3063\u3066\u3044\u308b\u3002<\/p>\n\n\n\n

3. \u751f\u6210AI\u00d7LLM\u304c\u3082\u305f\u3089\u3059\u5909\u5316<\/h3>\n\n\n\n

LLM\u3092\u7528\u3044\u305f\u751f\u6210AI\u306f\u3001\u5f93\u6765\u306e\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u3084\u7d71\u8a08\u7684\u30e2\u30c7\u30eb\u3067\u306f\u4e0d\u53ef\u80fd\u3060\u3063\u305f\u80fd\u529b\u3092\u5b9f\u73fe\u3057\u305f\u3002\u5177\u4f53\u4f8b\u3068\u3057\u3066\uff1a<\/p>\n\n\n\n

    \n
  • \u6587\u4f53\u3092\u5909\u5316\u3055\u305b\u305f\u6587\u7ae0\u751f\u6210<\/li>\n\n\n\n
  • \u62bd\u8c61\u7684\u306a\u8981\u7d04\u3084\u8ad6\u70b9\u6574\u7406<\/li>\n\n\n\n
  • \u591a\u8a00\u8a9e\u7ffb\u8a33<\/li>\n\n\n\n
  • \u30d7\u30ed\u30b0\u30e9\u30e0\u30b3\u30fc\u30c9\u306e\u751f\u6210<\/li>\n\n\n\n
  • \u8ad6\u7406\u7684\u63a8\u8ad6\u3084\u77e5\u8b58\u691c\u7d22\u3068\u306e\u9023\u643a<\/li>\n\n\n\n
  • \u500b\u4eba\u306e\u6587\u4f53\u3084\u55dc\u597d\u306b\u5408\u308f\u305b\u305f\u5fdc\u7b54<\/li>\n<\/ul>\n\n\n\n

    \u3053\u308c\u3089\u306f\u5358\u4e00\u306eLLM\u3067\u307e\u3068\u3081\u3066\u51e6\u7406\u3055\u308c\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u62bd\u8c61\u7684\u306a\u6307\u793a\u3092\u5177\u4f53\u7684\u884c\u52d5\u3078\u3068\u5909\u63db\u3059\u308b\u300c\u4e07\u80fd\u306a\u8a00\u8a9e\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u300d\u3068\u3057\u3066\u6a5f\u80fd\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n

    4. \u8ab2\u984c\u3068\u5c55\u671b<\/h3>\n\n\n\n

    \u4e00\u65b9\u3067\u3001\u4e8b\u5b9f\u8aa4\u8a8d\uff08\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff09\u3084\u30d0\u30a4\u30a2\u30b9\u3001\u63a8\u8ad6\u904e\u7a0b\u306e\u4e0d\u900f\u660e\u6027\u306a\u3069\u306e\u8ab2\u984c\u304c\u3042\u308b\u3002\u307e\u305f\u3001\u30e2\u30c7\u30eb\u306e\u5de8\u5927\u5316\u306b\u4f34\u3046\u8a08\u7b97\u30b3\u30b9\u30c8\u3084\u74b0\u5883\u8ca0\u8377\u3082\u7121\u8996\u3067\u304d\u306a\u3044\u3002\u4eca\u5f8c\u306f\u3001\u5916\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u306e\u63a5\u7d9a\u3001\u591a\u30e2\u30fc\u30c0\u30eb\u7d71\u5408\u3001\u5c0f\u578b\u9ad8\u6027\u80fd\u30e2\u30c7\u30eb\u306e\u958b\u767a\u306a\u3069\u304c\u9032\u307f\u3001\u3088\u308a\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u751f\u6210AI\u304c\u666e\u53ca\u3057\u3066\u3044\u304f\u3068\u8003\u3048\u3089\u308c\u308b\u3002<\/p>\n\n\n\n

    \n\n\n\n\n","protected":false},"excerpt":{"rendered":"

    \u751f\u6210AI\u306f\u3001\u4eba\u9593\u306e\u3088\u3046\u306b\u6587\u7ae0\u30fb\u753b\u50cf\u30fb\u97f3\u58f0\u306a\u3069\u3092\u65b0\u305f\u306b\u300c\u751f\u6210\u300d\u3059\u308b\u4eba\u5de5\u77e5\u80fd\u3067\u3042\u308a\u3001\u305d\u306e\u4e2d\u5fc3\u7684\u6280\u8853\u304c\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u3068\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff1aLarge Language Model\uff09\u3067\u3042\u308b\u3002\u7279\u306b\u6587\u7ae0\u751f\u6210\u3084\u5bfe\u8a71\u306b\u304a\u3044 […]<\/p>\n","protected":false},"author":1,"featured_media":970,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"swell_btn_cv_data":"","footnotes":""},"categories":[57,47],"tags":[],"class_list":["post-969","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-naturallanguage","category-ai-mechanism"],"_links":{"self":[{"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/posts\/969","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/comments?post=969"}],"version-history":[{"count":1,"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/posts\/969\/revisions"}],"predecessor-version":[{"id":971,"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/posts\/969\/revisions\/971"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/media\/970"}],"wp:attachment":[{"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/media?parent=969"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/categories?post=969"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/tags?post=969"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}