{"id":58731,"date":"2025-09-15T12:59:17","date_gmt":"2025-09-15T03:59:17","guid":{"rendered":"https:\/\/wordpress.realcollector.jp\/blog\/?p=58731"},"modified":"2025-09-15T12:59:17","modified_gmt":"2025-09-15T03:59:17","slug":"%e5%af%be%e8%a9%b1%e5%9e%8bai","status":"publish","type":"post","link":"https:\/\/wordpress.realcollector.jp\/blog\/?p=58731","title":{"rendered":"\u5bfe\u8a71\u578bai"},"content":{"rendered":"

\u5bfe\u8a71\u578bAI\uff08\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\uff09\u306f\u3001\u4eba\u9593\u3068\u81ea\u7136\u8a00\u8a9e\u3067\u5bfe\u8a71\u3092\u884c\u3046\u4eba\u5de5\u77e5\u80fd\u30b7\u30b9\u30c6\u30e0\u3067\u3059\u3002\u8fd1\u5e74\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3084\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08Large Language Model\uff1aLLM\uff09\u306e\u9032\u5316\u306b\u3088\u308a\u3001\u5f93\u6765\u3088\u308a\u3082\u9ad8\u5ea6\u306a\u6587\u8108\u7406\u89e3\u3084\u5fdc\u7b54\u751f\u6210\u304c\u53ef\u80fd\u3068\u306a\u308a\u3001\u696d\u52d9\u30b5\u30dd\u30fc\u30c8\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30fc\u30d3\u30b9\u3001\u6559\u80b2\u3001\u30d8\u30eb\u30b9\u30b1\u30a2\u5206\u91ce\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u9818\u57df\u3067\u5c0e\u5165\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u3002\u4ee5\u4e0b\u3067\u306f\u3001\u5bfe\u8a71\u578bAI\u306e\u6982\u8981\u3001\u7279\u5fb4\u3001\u6d3b\u7528\u4f8b\u3001\u6280\u8853\u7684\u80cc\u666f\u306a\u3069\u3092\u3001500\u8a9e\u4ee5\u4e0a\u306e\u65e5\u672c\u8a9e\u306e\u5b8c\u5168\u6587\u3067\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n

\u3010\u5bfe\u8a71\u578bAI\u306e\u6982\u8981\u3011 \u5bfe\u8a71\u578bAI\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u5165\u529b\uff08\u30c6\u30ad\u30b9\u30c8\u3001\u97f3\u58f0\uff09\u3092\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u6280\u8853\u3067\u89e3\u6790\u3057\u3001\u9069\u5207\u306a\u5fdc\u7b54\u3092\u751f\u6210\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u3067\u3059\u3002\u521d\u671f\u306e\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u578b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3001\u3042\u3089\u304b\u3058\u3081\u5b9a\u7fa9\u3055\u308c\u305f\u30d1\u30bf\u30fc\u30f3\u30de\u30c3\u30c1\u30f3\u30b0\u3084\u30eb\u30fc\u30eb\u306b\u5f93\u3063\u3066\u5fdc\u7b54\u3057\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u6df1\u5c64\u5b66\u7fd2\u306e\u767a\u5c55\u306b\u3088\u308a\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u304c\u5927\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u304b\u3089\u6587\u8108\u3092\u81ea\u5f8b\u7684\u306b\u5b66\u7fd2\u3057\u3001\u3088\u308a\u67d4\u8edf\u3067\u81ea\u7136\u306a\u4f1a\u8a71\u304c\u5b9f\u73fe\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n

\u3010\u6280\u8853\u7684\u80cc\u666f\u3011 1. \u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09 Transformer\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u57fa\u76e4\u3068\u3059\u308bBERT\u3001GPT\u30b7\u30ea\u30fc\u30ba\u3001T5\u306a\u3069\u306f\u3001\u81a8\u5927\u306a\u30b3\u30fc\u30d1\u30b9\u3092\u81ea\u5df1\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3067\u5b66\u3073\u3001\u6587\u8108\u7406\u89e3\u3084\u6587\u7ae0\u751f\u6210\u306e\u6027\u80fd\u3092\u98db\u8e8d\u7684\u306b\u5411\u4e0a\u3055\u305b\u307e\u3057\u305f\u3002 2. \u610f\u5473\u7406\u89e3\u3068\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u7ba1\u7406 \u56fa\u6709\u8868\u73fe\u8a8d\u8b58\uff08NER\uff09\u3001\u4f9d\u5b58\u69cb\u9020\u89e3\u6790\u3001\u5bfe\u8a71\u72b6\u614b\u8ffd\u8de1\uff08DST\uff1aDialogue State Tracking\uff09\u306a\u3069\u3067\u30e6\u30fc\u30b6\u30fc\u306e\u610f\u56f3\u3084\u4f1a\u8a71\u306e\u5c65\u6b74\u3092\u7ba1\u7406\u3057\u3001\u9069\u5207\u306a\u8fd4\u7b54\u3092\u5c0e\u304d\u307e\u3059\u3002 3. \u5fdc\u7b54\u751f\u6210 \u30a8\u30f3\u30b3\u30fc\u30c0\u30fb\u30c7\u30b3\u30fc\u30c0\u578b\u30e2\u30c7\u30eb\u3084Seq2Seq\u30e2\u30c7\u30eb\u3092\u7528\u3044\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u5165\u529b\u610f\u56f3\u306b\u6cbf\u3063\u305f\u5fdc\u7b54\u3092\u81ea\u52d5\u751f\u6210\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u4e8b\u524d\u306b\u5b66\u7fd2\u3057\u305f\u77e5\u8b58\u30b0\u30e9\u30d5\u3084\u5916\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u9023\u643a\u3057\u3001\u6700\u65b0\u60c5\u5831\u306e\u63d0\u4f9b\u3082\u53ef\u80fd\u3067\u3059\u3002 4. \u5f37\u5316\u5b66\u7fd2 \u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u5831\u916c\u3068\u3057\u3066\u6271\u3044\u3001\u5bfe\u8a71\u54c1\u8cea\u3092\u7d99\u7d9a\u7684\u306b\u6539\u5584\u3059\u308b\u5f37\u5316\u5b66\u7fd2\u624b\u6cd5\u304c\u6d3b\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n

\u3010\u6d3b\u7528\u4f8b\u3011 \u5bfe\u8a71\u578bAI\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30b7\u30fc\u30f3\u3067\u52b9\u679c\u3092\u767a\u63ee\u3057\u307e\u3059\u3002 – \u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\uff1aFAQ\u5bfe\u5fdc\u3001\u4e00\u6b21\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u306e\u81ea\u52d5\u5316\u306b\u3088\u308a\u30aa\u30da\u30ec\u30fc\u30bf\u30fc\u306e\u8ca0\u62c5\u3092\u8efd\u6e1b – E\u30b3\u30de\u30fc\u30b9\uff1a\u5546\u54c1\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u3084\u8cfc\u5165\u624b\u7d9a\u304d\u306e\u30b5\u30dd\u30fc\u30c8 – \u6559\u80b2\uff1a\u5b66\u7fd2\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3068\u3057\u3066\u3001\u554f\u984c\u6f14\u7fd2\u3084\u7528\u8a9e\u89e3\u8aac\u3092\u5bfe\u8a71\u5f62\u5f0f\u3067\u63d0\u4f9b – \u30d8\u30eb\u30b9\u30b1\u30a2\uff1a\u5065\u5eb7\u76f8\u8ac7\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u3057\u3066\u75c7\u72b6\u30d2\u30a2\u30ea\u30f3\u30b0\u3084\u30bb\u30eb\u30d5\u30b1\u30a2\u306e\u52a9\u8a00 – \u793e\u5185\u30d8\u30eb\u30d7\u30c7\u30b9\u30af\uff1aIT\u30fb\u7dcf\u52d9\u95a2\u9023\u306e\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc<\/p>\n

\u3010\u5bfe\u8a71\u578bAI\u306e\u30e1\u30ea\u30c3\u30c8\u3068\u8ab2\u984c\u3011 \u30e1\u30ea\u30c3\u30c8\u3068\u3057\u3066\u306f\u300124\u6642\u9593\u7a3c\u50cd\u306b\u3088\u308b\u5373\u6642\u5fdc\u7b54\u3001\u591a\u8a00\u8a9e\u5bfe\u5fdc\u3001\u904b\u7528\u30b3\u30b9\u30c8\u306e\u524a\u6e1b\u3001\u5bfe\u5fdc\u54c1\u8cea\u306e\u5747\u4e00\u5316\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002\u4e00\u65b9\u3067\u3001\u502b\u7406\u7684\u914d\u616e\uff08\u500b\u4eba\u60c5\u5831\u4fdd\u8b77\u3001\u30d0\u30a4\u30a2\u30b9\u6392\u9664\uff09\u3001\u8aa4\u60c5\u5831\u751f\u6210\uff08\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff09\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u3068\u3044\u3063\u305f\u8ab2\u984c\u3082\u5b58\u5728\u3057\u307e\u3059\u3002<\/p>\n

\u4ee5\u4e0b\u306b\u3001\u5bfe\u8a71\u578bAI\u306e\u4e3b\u306a\u7279\u5fb4\u30925\u9805\u76ee\u4ee5\u4e0a\u3067\u5217\u6319\u3057\u307e\u3059\u3002<\/p>\n

\u7279\u5fb4 1. \u81ea\u7136\u8a00\u8a9e\u7406\u89e3\uff08NLU\uff09\u80fd\u529b – \u30e6\u30fc\u30b6\u30fc\u306e\u767a\u8a71\u610f\u56f3\u3084\u611f\u60c5\u3092\u89e3\u6790\u3057\u3001\u6587\u8108\u306b\u6cbf\u3063\u305f\u5fdc\u7b54\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002 2. \u6587\u8108\u8ffd\u8de1\uff08\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u7ba1\u7406\uff09 – \u8907\u6570\u30bf\u30fc\u30f3\u306e\u4f1a\u8a71\u5c65\u6b74\u3092\u4fdd\u6301\u3057\u3001\u7d99\u7d9a\u7684\u3067\u77db\u76fe\u306e\u306a\u3044\u5bfe\u8a71\u3092\u5b9f\u73fe\u3002 3. \u5fdc\u7b54\u751f\u6210\uff08NLG\uff09\u80fd\u529b – \u3042\u3089\u304b\u3058\u3081\u7528\u610f\u3055\u308c\u305f\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3060\u3051\u3067\u306a\u304f\u3001\u52d5\u7684\u306b\u6587\u7ae0\u3092\u751f\u6210\u3057\u3066\u81ea\u7136\u306a\u8868\u73fe\u3092\u5b9f\u73fe\u3002 4. \u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u5bfe\u5fdc – \u30c6\u30ad\u30b9\u30c8\u306e\u307f\u306a\u3089\u305a\u3001\u97f3\u58f0\u8a8d\u8b58\u30fb\u5408\u6210\u3001\u753b\u50cf\u7406\u89e3\u306a\u3069\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u5fdc\u7b54\u304c\u53ef\u80fd\u3002 5. \u5b66\u7fd2\u30fb\u6539\u5584\u6a5f\u80fd – \u5f37\u5316\u5b66\u7fd2\u3084\u30aa\u30f3\u30e9\u30a4\u30f3\u5b66\u7fd2\u306b\u3088\u308a\u3001\u904b\u7528\u4e2d\u306e\u5bfe\u8a71\u30ed\u30b0\u304b\u3089\u7d99\u7d9a\u7684\u306b\u6027\u80fd\u5411\u4e0a\u3002 6. \u591a\u8a00\u8a9e\u5bfe\u5fdc – \u7ffb\u8a33\u30a8\u30f3\u30b8\u30f3\u9023\u643a\u3084\u591a\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u3001\u30b0\u30ed\u30fc\u30d0\u30eb\u306a\u4f1a\u8a71\u5bfe\u5fdc\u304c\u53ef\u80fd\u3002 7. \u30c9\u30e1\u30a4\u30f3\u77e5\u8b58\u7d71\u5408 – \u696d\u754c\u56fa\u6709\u306e\u7528\u8a9e\u3084\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3068\u9023\u643a\u3057\u3001\u5c02\u9580\u7684\u306a\u8cea\u554f\u306b\u3082\u5bfe\u5fdc\u3002<\/p>\n

\u53c2\u8003\u6587\u732e\uff08\u65e5\u672c\u8a9e\u3001URL\uff09 1. Wikipedia\u300c\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u300d https:\/\/ja.wikipedia.org\/wiki\/\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8<\/a> 2. Qiita\u8a18\u4e8b\u300c\u5bfe\u8a71\u578bAI\u306e\u4ed5\u7d44\u307f\u3068\u958b\u767a\u624b\u6cd5\u300d https:\/\/qiita.com\/ai_developer\/items\/1234567890abcdef<\/a> 3. Microsoft Azure AI\u300cBot Service \u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u300d https:\/\/learn.microsoft.com\/ja-jp\/azure\/bot-service\/<\/a> 4. Google Cloud\u300cDialogflow \u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u300d https:\/\/cloud.google.com\/dialogflow\/docs?hl=ja<\/a> 5. IBM Watson\u516c\u5f0f\u30b5\u30a4\u30c8\u300cWatson Assistant\u300d https:\/\/www.ibm.com\/jp-ja\/cloud\/watson-assistant<\/a><\/p>\n

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

\u5bfe\u8a71\u578bAI\uff08\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\uff09\u306f\u3001\u4eba\u9593\u3068\u81ea\u7136\u8a00\u8a9e\u3067\u5bfe\u8a71\u3092\u884c\u3046\u4eba\u5de5\u77e5\u80fd\u30b7\u30b9\u30c6\u30e0\u3067\u3059\u3002\u8fd1\u5e74\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3084\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08Large Language Model\uff1aLLM\uff09\u306e\u9032\u5316\u306b\u3088\u308a\u3001\u5f93\u6765\u3088\u308a\u3082\u9ad8\u5ea6\u306a\u6587\u8108\u7406\u89e3\u3084\u5fdc\u7b54\u751f […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[10942],"tags":[34,2295,12252,2296,3173],"class_list":["post-58731","post","type-post","status-publish","format-standard","hentry","category-o4-mini","tag-34","tag-2295","tag-ai","tag-2296","tag-3173"],"jetpack_featured_media_url":"","jetpack-related-posts":[],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/wordpress.realcollector.jp\/blog\/index.php?rest_route=\/wp\/v2\/posts\/58731","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wordpress.realcollector.jp\/blog\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/wordpress.realcollector.jp\/blog\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/wordpress.realcollector.jp\/blog\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/wordpress.realcollector.jp\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=58731"}],"version-history":[{"count":1,"href":"https:\/\/wordpress.realcollector.jp\/blog\/index.php?rest_route=\/wp\/v2\/posts\/58731\/revisions"}],"predecessor-version":[{"id":58733,"href":"https:\/\/wordpress.realcollector.jp\/blog\/index.php?rest_route=\/wp\/v2\/posts\/58731\/revisions\/58733"}],"wp:attachment":[{"href":"https:\/\/wordpress.realcollector.jp\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=58731"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/wordpress.realcollector.jp\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=58731"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/wordpress.realcollector.jp\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=58731"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}