{"id":34055,"date":"2024-01-24T07:58:56","date_gmt":"2024-01-24T07:58:56","guid":{"rendered":"https:\/\/meetcody.ai\/blog\/2024%e5%b9%b4%e3%81%ae%e3%83%86%e3%82%ad%e3%82%b9%e3%83%88%e5%9f%8b%e3%82%81%e8%be%bc%e3%81%bf%e3%83%a2%e3%83%87%e3%83%ab%e3%83%bb%e3%83%88%e3%83%83%e3%83%978\/"},"modified":"2024-01-24T07:58:56","modified_gmt":"2024-01-24T07:58:56","slug":"2024%e5%b9%b4%e3%81%ae%e3%83%86%e3%82%ad%e3%82%b9%e3%83%88%e5%9f%8b%e3%82%81%e8%be%bc%e3%81%bf%e3%83%a2%e3%83%87%e3%83%ab%e3%83%bb%e3%83%88%e3%83%83%e3%83%978","status":"publish","type":"post","link":"https:\/\/meetcody.ai\/ja\/blog\/2024%e5%b9%b4%e3%81%ae%e3%83%86%e3%82%ad%e3%82%b9%e3%83%88%e5%9f%8b%e3%82%81%e8%be%bc%e3%81%bf%e3%83%a2%e3%83%87%e3%83%ab%e3%83%bb%e3%83%88%e3%83%83%e3%83%978\/","title":{"rendered":"2024\u5e74\u306e\u30c6\u30ad\u30b9\u30c8\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u30fb\u30c8\u30c3\u30d78"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">\u3053\u306e2\u3064\u306e\u8def\u7dda\u306e\u95a2\u4fc2\u306b\u3064\u3044\u3066\u5c0b\u306d\u305f\u3089\u3001\u3042\u306a\u305f\u306f\u3069\u3046\u7b54\u3048\u308b\u3060\u308d\u3046\u304b\uff1f<\/span><\/p>\n<p><b>\u306f\u3058\u3081\u306b <\/b><span style=\"font-weight: 400;\">\u30c6\u30ad\u30b9\u30c8\u57cb\u3081\u8fbc\u307f\u3068\u306f\u4f55\u304b\uff1f<\/span><\/p>\n<p><b>\u30bb\u30ab\u30f3\u30c9 <\/b><span style=\"font-weight: 400;\">[0.03156438\u30010.0013196499\u3001-0.0171-56885\u3001-0.0008197554\u30010.011872382\u30010.0036221128\u3001-0.0229156626\u3001-0.005692569\u3001&#8230;\uff08\u3053\u3053\u306b\u542b\u3081\u308b\u3079\u304d\u9805\u76ee\u306f\u3042\u30681600\u9805\u76ee\u3042\u308b\uff3d<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u307b\u3068\u3093\u3069\u306e\u4eba\u306f\u3001\u3053\u306e2\u3064\u306e\u3064\u306a\u304c\u308a\u306f\u77e5\u3089\u306a\u3044\u3060\u308d\u3046\u3002 1\u884c\u76ee\u306f &#8220;embedding &#8220;\u306e\u610f\u5473\u3092\u5e73\u6613\u306b\u554f\u3046\u3066\u3044\u308b\u304c\u30012\u884c\u76ee\u306f\u6570\u5b57\u3070\u304b\u308a\u3067\u79c1\u305f\u3061\u4eba\u9593\u306b\u306f\u610f\u5473\u304c\u308f\u304b\u3089\u306a\u3044\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u5b9f\u969b\u30012\u884c\u76ee\u306f1\u884c\u76ee\u306e\u8868\u73fe\uff08\u57cb\u3081\u8fbc\u307f\uff09\u3067\u3042\u308b\u3002 OpenAI GPT -3\u306etext-embedding-ada-002\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u4f5c\u6210\u3055\u308c\u307e\u3057\u305f\u3002  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u306f\u3001\u8cea\u554f\u3092\u4e00\u9023\u306e\u6570\u5b57\u306b\u5909\u3048\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u304c\u305d\u306e\u8a00\u8449\u306e\u80cc\u5f8c\u306b\u3042\u308b\u610f\u5473\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3059\u308b\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u4e8c\u4eba\u306e\u95a2\u4fc2\u3092\u8aad\u307f\u89e3\u304f\u306e\u306b\u982d\u3092\u60a9\u307e\u305b\u3066\u3044\u308b\u306a\u3089\u3001\u3053\u306e\u8a18\u4e8b\u3092\u8aad\u3093\u3067\u307b\u3057\u3044\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u30c6\u30ad\u30b9\u30c8\u57cb\u3081\u8fbc\u307f\u306e\u57fa\u790e\u3068\u3001\u305d\u306e\u4e0a\u4f4d8\u30e2\u30c7\u30eb\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u307e\u3057\u305f\uff01<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\">\u3055\u3042\u3001\u8aad\u66f8\u3092\u59cb\u3081\u3088\u3046\u3002<\/span><\/p>\n<h2><b>\u30c6\u30ad\u30b9\u30c8\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3068\u306f\uff1f<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">AI\u30e2\u30c7\u30eb\u3084\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u30fb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u79c1\u305f\u3061\u304c\u8a00\u304a\u3046\u3068\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u3069\u306e\u3088\u3046\u306b\u7406\u89e3\u3057\u3066\u3044\u308b\u306e\u3060\u308d\u3046\u304b\u3068\u4e0d\u601d\u8b70\u306b\u601d\u3063\u305f\u3053\u3068\u306f\u306a\u3044\u3060\u308d\u3046\u304b\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u305d\u306e\u901a\u308a\u3001\u5f7c\u3089\u306f\u79c1\u305f\u3061\u306e\u8a00\u3046\u3053\u3068\u3092\u7406\u89e3\u3057\u3066\u3044\u306a\u3044\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u5b9f\u969b\u3001\u5f7c\u3089\u306f\u52b9\u679c\u7684\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u767a\u63ee\u3059\u308b\u305f\u3081\u306b\u3001\u79c1\u305f\u3061\u306e\u6307\u793a\u3092 &#8220;\u57cb\u3081\u8fbc\u3093\u3067 &#8220;\u3044\u308b\u306e\u3060\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u307e\u3060\u8ff7\u3063\u3066\u3044\u308b\u306e\u304b\uff1f \u3088\u3057\u3001\u5358\u7d14\u5316\u3057\u3088\u3046\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u6a5f\u68b0\u5b66\u7fd2\u3084\u4eba\u5de5\u77e5\u80fd\u3067\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3084\u753b\u50cf\u306a\u3069\u306e\u8907\u96d1\u3067\u591a\u6b21\u5143\u306a\u30c7\u30fc\u30bf\u3092\u3001\u3088\u308a\u6b21\u5143\u306e\u4f4e\u3044\u7a7a\u9593\u306b\u5358\u7d14\u5316\u3059\u308b\u6280\u8853\u3067\u3042\u308b\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u30a8\u30f3\u30d9\u30c3\u30c7\u30a3\u30f3\u30b0\u306e\u76ee\u7684\u306f\u3001\u4f8b\u3048\u3070\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u7528\u3057\u305f\u308a\u3001\u305d\u306e\u4e0a\u3067\u8a08\u7b97\u3092\u884c\u3063\u305f\u308a\u3059\u308b\u969b\u306b\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u304c\u60c5\u5831\u3092\u51e6\u7406\u3057\u3084\u3059\u304f\u3059\u308b\u3053\u3068\u3067\u3042\u308b\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u305d\u306e\u305f\u3081\u3001\u30de\u30b7\u30f3\u3092\u5a92\u4ecb\u3059\u308b\u8a00\u8a9e\u3068\u3057\u3066\u6a5f\u80fd\u3057\u3066\u3044\u308b\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u3057\u304b\u3057\u3001\u30c6\u30ad\u30b9\u30c8\u57cb\u3081\u8fbc\u307f\u306f\u3001\u5358\u8a9e\u3001\u6587\u7ae0\u3001\u6587\u66f8\u306a\u3069\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u8fbc\u307f\u3001\u4f4e\u6b21\u5143\u306e\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u3067\u8868\u73fe\u3055\u308c\u308b\u30d9\u30af\u30c8\u30eb\u306b\u5909\u63db\u3059\u308b\u3053\u3068\u306b\u95a2\u4fc2\u3057\u3066\u3044\u308b\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u6570\u5024\u5f62\u5f0f\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u306e\u610f\u5473\u95a2\u4fc2\u3001\u6587\u8108\u3001\u610f\u5473\u3092\u4f1d\u3048\u308b\u305f\u3081\u306e\u3082\u306e\u3067\u3042\u308b\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u30c6\u30ad\u30b9\u30c8\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30e2\u30c7\u30eb\u306f\u3001\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3067\u4fdd\u5b58\u3055\u308c\u305f\u5358\u8a9e\u3084\u77ed\u3044\u6587\u7ae0\u306e\u985e\u4f3c\u6027\u3092\u63d0\u4f9b\u3059\u308b\u305f\u3081\u306b\u958b\u767a\u3055\u308c\u305f\u3002<\/span><\/p>\n<p>\u305d\u306e\u7d50\u679c\u3001\u540c\u3058\u610f\u5473\u3092\u8868\u3059\u5358\u8a9e\u3084\u3001\u4f3c\u305f\u3088\u3046\u306a\u8a00\u8a9e\u7684\u6587\u8108\u306b\u3042\u308b\u5358\u8a9e\u306f\u3001\u3053\u306e\u591a\u6b21\u5143\u7a7a\u9593\u306b\u304a\u3044\u3066\u8fd1\u3044\u30d9\u30af\u30c8\u30eb\u3092\u6301\u3064\u3053\u3068\u306b\u306a\u308b\u3002<\/p>\n<p><span style=\"font-weight: 400;\">\u30c6\u30ad\u30b9\u30c8\u57cb\u3081\u8fbc\u307f\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u52b9\u7387\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u3001\u6a5f\u68b0\u7406\u89e3\u3092\u81ea\u7136\u8a00\u8a9e\u7406\u89e3\u306b\u8fd1\u3065\u3051\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u308b\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u30c6\u30ad\u30b9\u30c8\u57cb\u3081\u8fbc\u307f\u304c\u4f55\u3092\u610f\u5473\u3059\u308b\u304b\u306f\u3059\u3067\u306b\u77e5\u3063\u3066\u3044\u308b\u306e\u3067\u3001\u5358\u8a9e\u57cb\u3081\u8fbc\u307f\u3068\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u9055\u3044\u3092\u8003\u3048\u3066\u307f\u3088\u3046\u3002<\/span><\/p>\n<h2><b>\u5358\u8a9e\u306e\u57cb\u3081\u8fbc\u307f VS \u30c6\u30ad\u30b9\u30c8\u306e\u57cb\u3081\u8fbc\u307f\uff1a\u305d\u306e\u9055\u3044\u306f\uff1f<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">\u5358\u8a9e\u57cb\u3081\u8fbc\u307f\u3082\u30c6\u30ad\u30b9\u30c8\u57cb\u3081\u8fbc\u307f\u3082\u3001\u69d8\u3005\u306a\u30bf\u30a4\u30d7\u306e\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u306b\u5c5e\u3059\u308b\u3002 \u4e3b\u306a\u9055\u3044\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3042\u308b\u3002<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u5358\u8a9e\u306e\u57cb\u3081\u8fbc\u307f\u306f\u3001\u7279\u5b9a\u306e\u30c6\u30ad\u30b9\u30c8\u306b\u304a\u3051\u308b\u56fa\u5b9a\u6b21\u5143\u30d9\u30af\u30c8\u30eb\u3068\u3057\u3066\u306e\u5358\u8a9e\u306e\u8868\u73fe\u306b\u95a2\u4fc2\u3059\u308b\u3002 \u3057\u304b\u3057\u3001\u30c6\u30ad\u30b9\u30c8\u57cb\u3081\u8fbc\u307f\u3067\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u306e\u6bb5\u843d\u3001\u6587\u3001\u6587\u66f8\u5168\u4f53\u3092\u6570\u5024\u30d9\u30af\u30c8\u30eb\u306b\u5909\u63db\u3059\u308b\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u5358\u8a9e\u57cb\u3081\u8fbc\u307f\u306f\u3001\u81ea\u7136\u8a00\u8a9e\u7406\u89e3\u3001\u611f\u60c5\u5206\u6790\u3001\u5358\u8a9e\u306e\u985e\u4f3c\u6027\u306e\u8a08\u7b97\u306a\u3069\u3001\u5358\u8a9e\u30ec\u30d9\u30eb\u6307\u5411\u306e\u30bf\u30b9\u30af\u3067\u6709\u7528\u3067\u3042\u308b\u3002 \u540c\u6642\u306b\u3001\u30c6\u30ad\u30b9\u30c8\u57cb\u3081\u8fbc\u307f\u306f\u3001\u6587\u66f8\u306e\u8981\u7d04\u3001\u60c5\u5831\u691c\u7d22\u3001\u6587\u66f8\u5206\u985e\u306a\u3069\u3001\u3088\u308a\u5927\u304d\u306a\u30c6\u30ad\u30b9\u30c8\u306e\u584a\u306e\u7406\u89e3\u3068\u5206\u6790\u3092\u5fc5\u8981\u3068\u3059\u308b\u30bf\u30b9\u30af\u306b\u3088\u308a\u9069\u3057\u3066\u3044\u308b\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u901a\u5e38\u3001\u5358\u8a9e\u306e\u57cb\u3081\u8fbc\u307f\u306f\u3001\u7279\u5b9a\u306e\u5358\u8a9e\u3092\u53d6\u308a\u5dfb\u304f\u5c40\u6240\u7684\u306a\u6587\u8108\u306b\u4f9d\u5b58\u3059\u308b\u3002 \u3057\u304b\u3057\u3001\u30c6\u30ad\u30b9\u30c8\u57cb\u3081\u8fbc\u307f\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u5168\u4f53\u3092\u6587\u8108\u3068\u3057\u3066\u8003\u3048\u308b\u306e\u3067\u3001\u5358\u8a9e\u57cb\u3081\u8fbc\u307f\u3088\u308a\u3082\u5e83\u3044\u3002 \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u6587\u7ae0\u3084\u6587\u66f8\u5168\u4f53\u306e\u610f\u5473\u69cb\u9020\u3084\u76f8\u4e92\u95a2\u4fc2\u3092\u628a\u63e1\u3067\u304d\u308b\u3088\u3046\u306b\u3001\u30c6\u30ad\u30b9\u30c8\u60c5\u5831\u5168\u4f53\u306e\u5b8c\u5168\u306a\u30bb\u30de\u30f3\u30c6\u30a3\u30af\u30b9\u3092\u628a\u63e1\u3059\u308b\u3053\u3068\u3092\u76ee\u6307\u3057\u3066\u3044\u308b\u3002<\/span><\/li>\n<\/ul>\n<h2><b>\u77e5\u3063\u3066\u304a\u304f\u3079\u304d\u30c6\u30ad\u30b9\u30c8\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb \u30c8\u30c3\u30d78<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">\u30c6\u30ad\u30b9\u30c8\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u306b\u95a2\u3057\u3066\u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u304c\u30c6\u30ad\u30b9\u30c8\u60c5\u5831\u3092\u7406\u89e3\u3057\u7ba1\u7406\u3059\u308b\u65b9\u6cd5\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3057\u305f\u9769\u65b0\u7684\u306a\u6280\u8853\u304c\u6570\u591a\u304f\u3042\u308b\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u3053\u3053\u3067\u306f\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u3084AI\u4e3b\u5c0e\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u305f8\u3064\u306e\u30c6\u30ad\u30b9\u30c8\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u7d39\u4ecb\u3059\u308b\uff1a<\/span><\/p>\n<h3><b>1.  <\/b><a href=\"https:\/\/en.wikipedia.org\/wiki\/Word2vec\"><b>\u30ef\u30fc\u30c92\u30d9\u30c3\u30af<\/b><\/a><\/h3>\n<p><span style=\"font-weight: 400;\">Word2Vec\u3068\u3057\u3066\u77e5\u3089\u308c\u308b\u3053\u306e\u5148\u99c6\u7684\u306a\u30e2\u30c7\u30eb\u306f\u3001\u57fa\u672c\u7684\u306b\u5468\u56f2\u306e\u6587\u8108\u306e\u5358\u8a9e\u3092\u56fa\u5b9a\u6b21\u5143\u306e\u30d9\u30af\u30c8\u30eb\u306b\u30de\u30c3\u30d4\u30f3\u30b0\u3057\u305f\u8868\u73fe\u3067\u3042\u308b\u5358\u8a9e\u306e\u57cb\u3081\u8fbc\u307f\u3092\u751f\u6210\u3059\u308b\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u5358\u8a9e\u9593\u306e\u985e\u4f3c\u6027\u3092\u660e\u3089\u304b\u306b\u3057\u3001\u610f\u5473\u7684\u95a2\u4fc2\u3092\u793a\u3059\u3053\u3068\u3067\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u3001\u5358\u8a9e\u304c\u4f7f\u7528\u3055\u308c\u308b\u74b0\u5883\u306b\u5fdc\u3058\u3066\u5358\u8a9e\u306e\u610f\u5473\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002<\/span><\/p>\n<h3><b>2.  <\/b><a href=\"https:\/\/www.codingninjas.com\/studio\/library\/glove-embedding-in-nlp\"><b>GloVE (\u5358\u8a9e\u8868\u73fe\u7528\u30b0\u30ed\u30fc\u30d0\u30eb\u30d9\u30af\u30c8\u30eb)<\/b><\/a><\/h3>\n<p><span style=\"font-weight: 400;\">GloVe\u306f\u3001\u7279\u5b9a\u306e\u6587\u8108\u306b\u304a\u3051\u308b\u7d71\u8a08\u7684\u306b\u91cd\u8981\u306a\u5358\u8a9e\u9593\u306e\u95a2\u4fc2\u3060\u3051\u306b\u96c6\u4e2d\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30b3\u30fc\u30d1\u30b9\u5168\u4f53\u306b\u308f\u305f\u308b\u5358\u8a9e\u9593\u306e\u95a2\u4fc2\u3092\u53cd\u6620\u3057\u305f\u610f\u5473\u306e\u3042\u308b\u5358\u8a9e\u8868\u73fe\u3092\u751f\u6210\u3059\u308b\u3002<\/span><\/p>\n<h3><b>3.  <\/b><a href=\"https:\/\/fasttext.cc\/\"><b>\u30d5\u30a1\u30b9\u30c8\u30c6\u30ad\u30b9\u30c8<\/b><\/a><\/h3>\n<p><span style=\"font-weight: 400;\">Facebook AI Research\u306b\u3088\u3063\u3066\u8a2d\u8a08\u3055\u308c\u305fFastText\u306f\u3001\u5358\u8a9e\u3092\u6587\u5b57n-gram\u306e\u888b\u3068\u3057\u3066\u8868\u73fe\u3057\u3001\u30b5\u30d6\u30ef\u30fc\u30c9\u60c5\u5831\u3092\u5229\u7528\u3059\u308b\u3002 OOV\u3092\u52b9\u679c\u7684\u306b\u53ce\u5bb9\u3057\u3001\u7570\u306a\u308b\u5358\u8a9e\u306e\u5f62\u614b\u7d20\u306e\u985e\u4f3c\u6027\u3092\u5f37\u8abf\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3002<\/span><\/p>\n<h3><b>4.  <\/b><a href=\"https:\/\/www.geeksforgeeks.org\/overview-of-word-embedding-using-embeddings-from-language-models-elmo\/\"><b>ELMO\uff08\u8a00\u8a9e\u30e2\u30c7\u30eb\u304b\u3089\u306e\u57cb\u3081\u8fbc\u307f\uff09<\/b><\/a><\/h3>\n<p><span style=\"font-weight: 400;\">\u5358\u8a9e\u57cb\u3081\u8fbc\u307f\u306b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u63d0\u4f9b\u3059\u308b\u305f\u3081\u306b\u3001ELMO\u306f\u6df1\u3044\u53cc\u65b9\u5411\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u5185\u90e8\u72b6\u614b\u306b\u4f9d\u5b58\u3057\u3066\u3044\u308b\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u3053\u308c\u3089\u306f\u3001\u5168\u4f53\u7684\u306a\u6587\u306e\u6587\u8108\u3092\u6349\u3048\u305f\u5358\u8a9e\u57cb\u3081\u8fbc\u307f\u3067\u3042\u308a\u3001\u3088\u308a\u610f\u5473\u306e\u3042\u308b\u3082\u306e\u3067\u3042\u308b\u3002<\/span><\/p>\n<h3><b>5.  <\/b><a href=\"https:\/\/blog.google\/products\/search\/search-language-understanding-bert\/\"><b>BERT\uff08\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u304b\u3089\u306e\u53cc\u65b9\u5411\u30a8\u30f3\u30b3\u30fc\u30c0\u8868\u73fe\uff09<\/b><\/a><\/h3>\n<p><span style=\"font-weight: 400;\">BERT\u306f\u3001\u5358\u8a9e\u306e\u6587\u8108\u3092\u53cc\u65b9\u5411\u306b\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f\u5909\u63db\u5668\u30d9\u30fc\u30b9\u306e\u30e2\u30c7\u30eb\u3067\u3042\u308b\u3002  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u524d\u5f8c\u306e\u6587\u8108\u304b\u3089\u5358\u8a9e\u306e\u610f\u5473\u3092\u89e3\u91c8\u3057\u3001\u3088\u308a\u6b63\u78ba\u306a\u8a00\u8a9e\u7406\u89e3\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002<\/span><\/p>\n<h3><b>6.  <\/b><a href=\"https:\/\/chat.openai.com\/\"><b>GPT\uff08\u751f\u6210\u7684\u4e8b\u524d\u8a13\u7df4\u5909\u63db\u5668\uff09<\/b><\/a><\/h3>\n<p><span style=\"font-weight: 400;\">GPT\u30e2\u30c7\u30eb\u306f\u8a00\u8a9e\u751f\u6210\u306e\u9054\u4eba\u3060\u3002 \u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u3001\u4e8b\u524d\u5b66\u7fd2\u4e2d\u306b\u81a8\u5927\u306a\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u304b\u3089\u5b66\u7fd2\u3059\u308b\u3053\u3068\u3067\u3001\u4e00\u9023\u306e\u6d41\u308c\u306e\u4e2d\u3067\u6b21\u306e\u5358\u8a9e\u3092\u4e88\u6e2c\u3057\u3001\u9996\u5c3e\u4e00\u8cab\u3057\u305f\u30c6\u30ad\u30b9\u30c8\u3092\u751f\u6210\u3059\u308b\u3002<\/span><\/p>\n<h3><b>7.  <\/b><a href=\"https:\/\/www.geeksforgeeks.org\/doc2vec-in-nlp\/\"><b>\u30c9\u30af2\u30d9\u30c3\u30af<\/b><\/a><\/h3>\n<p><span style=\"font-weight: 400;\">Word2Vec\u3092\u62e1\u5f35\u3057\u305fDoc2Vec\u306f\u3001\u6587\u66f8\u5168\u4f53\u3084\u6bb5\u843d\u3092\u56fa\u5b9a\u30b5\u30a4\u30ba\u306e\u30d9\u30af\u30c8\u30eb\u306b\u57cb\u3081\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u308b\u3002 \u3053\u306e\u30e2\u30c7\u30eb\u306f\u6587\u66f8\u306b\u56fa\u6709\u306e\u8868\u73fe\u3092\u5272\u308a\u5f53\u3066\u3001\u30c6\u30ad\u30b9\u30c8\u9593\u306e\u985e\u4f3c\u6027\u6bd4\u8f03\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002<\/span><\/p>\n<h3><b>8.  <\/b><a href=\"https:\/\/www.tensorflow.org\/hub\/tutorials\/semantic_similarity_with_tf_hub_universal_encoder\"><b>USE\uff08\u30e6\u30cb\u30d0\u30fc\u30b5\u30eb\u30fb\u30bb\u30f3\u30c6\u30f3\u30b9\u30fb\u30a8\u30f3\u30b3\u30fc\u30c0\uff09<\/b><\/a><\/h3>\n<p><span style=\"font-weight: 400;\">\u6587\u5168\u4f53\u307e\u305f\u306f\u6bb5\u843d\u5168\u4f53\u306e\u57cb\u3081\u8fbc\u307f\u306f\u3001USE\u3068\u3057\u3066\u77e5\u3089\u308c\u308bGoogle\u306e\u30c4\u30fc\u30eb\u306b\u3088\u3063\u3066\u884c\u308f\u308c\u308b\u3002 \u3053\u308c\u306f\u3001\u7570\u306a\u308b\u9577\u3055\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u56fa\u5b9a\u30b5\u30a4\u30ba\u306e\u30d9\u30af\u30c8\u30eb\u306b\u52b9\u7387\u7684\u306b\u7b26\u53f7\u5316\u3059\u308b\u3082\u306e\u3067\u3001\u610f\u5473\u7684\u306a\u610f\u5473\u3092\u8003\u616e\u3057\u3001\u6587\u306e\u6bd4\u8f03\u3092\u3088\u308a\u7c21\u5358\u306b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/span><\/p>\n<h2><b>\u3088\u304f\u3042\u308b\u8cea\u554f  <\/b><\/h2>\n<h3><b style=\"font-size: 16px;\">1.SaaS\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3084\u4f01\u696d\u306b\u30c6\u30ad\u30b9\u30c8\u3092\u57cb\u3081\u8fbc\u3080\u4fa1\u5024\u3068\u306f\uff1f<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u6539\u826f\u3055\u308c\u305f\u30c6\u30ad\u30b9\u30c8\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u751f\u6210\u30c7\u30fc\u30bf\u306e\u7406\u89e3\u3092\u5bb9\u6613\u306b\u3059\u308b\u3053\u3068\u3067\u3001SaaS\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u62e1\u5927\u3059\u308b\u3002 \u30b9\u30de\u30fc\u30c8\u306a\u691c\u7d22\u6a5f\u80fd\u3001\u30b5\u30b8\u30a7\u30b9\u30c8\u306b\u3088\u308b\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u30e6\u30fc\u30b6\u30fc\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u3001\u9ad8\u5ea6\u306a\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8\u3092\u9ad8\u3081\u3001\u65e2\u5b58\u30e6\u30fc\u30b6\u30fc\u3092\u7dad\u6301\u3059\u308b\u3002<\/span><\/p>\n<h3><b>2.\u30c6\u30ad\u30b9\u30c8\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u5c0e\u5165\u3059\u308b\u969b\u306e\u4e3b\u306a\u691c\u8a0e\u4e8b\u9805\u306f\uff1f<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u30c6\u30ad\u30b9\u30c8\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u5b9f\u88c5\u3059\u308b\u969b\u3001\u91cd\u8981\u306a\u8003\u616e\u70b9\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u76ee\u7684\u3068\u30e2\u30c7\u30eb\u306e\u9069\u5408\u6027<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u5bfe\u3059\u308b\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u751f\u6210\u3055\u308c\u305f\u57cb\u3081\u8fbc\u307f\u306e\u89e3\u91c8\u53ef\u80fd\u6027\u3068<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u8a08\u7b97\u6a5f\u306e\u52b9\u679c\u7684\u306a\u7d71\u5408\u306b\u5fc5\u8981\u306a\u30ea\u30bd\u30fc\u30b9\u3002<\/span><\/li>\n<\/ul>\n<h3><b>3.SaaS\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u5f37\u5316\u3059\u308b\u305f\u3081\u306b\u3001\u30c6\u30ad\u30b9\u30c8\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u306e\u3069\u306e\u3088\u3046\u306a\u30e6\u30cb\u30fc\u30af\u306a\u6a5f\u80fd\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u304b\uff1f<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u305d\u3046\u3001\u30c6\u30ad\u30b9\u30c8\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u306f\u3001SaaS\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3001\u7279\u306b\u9867\u5ba2\u30ec\u30d3\u30e5\u30fc\u306e\u30ec\u30d3\u30e5\u30fc\u3001\u8a18\u4e8b\u306e\u4e26\u3079\u66ff\u3048\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3001\u30dc\u30c3\u30c8\u306e\u6587\u8108\u7406\u89e3\u3001\u30b9\u30d4\u30fc\u30c7\u30a3\u30fc\u306a\u30c7\u30fc\u30bf\u691c\u7d22\u3092\u5927\u5e45\u306b\u5f37\u5316\u3057\u3001\u4e00\u822c\u7684\u306b\u30a8\u30f3\u30c9\u30e6\u30fc\u30b6\u30fc\u306e\u7d4c\u9a13\u3068\u53ce\u76ca\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u3002<\/span><\/p>\n<p><em><strong>\u3053\u308c\u3092\u8aad\u3080<a href=\"https:\/\/meetcody.ai\/blog\/top-10-custom-chatgpt-alternatives-for-2024\/\">2024\u5e74\u306eChatGPT\u4ee3\u66ff\u30ab\u30b9\u30bf\u30e0\u30c8\u30c3\u30d710<\/a><\/strong><\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u3053\u306e2\u3064\u306e\u8def\u7dda\u306e\u95a2\u4fc2\u306b\u3064\u3044\u3066\u5c0b\u306d\u305f\u3089\u3001\u3042\u306a\u305f\u306f\u3069\u3046\u7b54\u3048\u308b\u3060\u308d\u3046\u304b\uff1f \u306f\u3058\u3081\u306b \u30c6\u30ad\u30b9\u30c8\u57cb\u3081\u8fbc\u307f\u3068\u306f\u4f55\u304b\uff1f \u30bb\u30ab\u30f3\u30c9 [0.03156438\u30010.0013196499\u3001-0.0171-56885\u3001-0.0008197554\u30010.011872382\u30010.0036221128\u3001-0.0229156626\u3001-0.005692569\u3001&#8230;\uff08\u3053\u3053\u306b\u542b\u3081\u308b\u3079\u304d\u9805\u76ee\u306f\u3042\u30681600\u9805\u76ee\u3042\u308b\uff3d \u307b\u3068\u3093\u3069\u306e\u4eba\u306f\u3001\u3053\u306e2\u3064\u306e\u3064\u306a\u304c\u308a\u306f\u77e5\u3089\u306a\u3044\u3060\u308d\u3046\u3002 1\u884c\u76ee\u306f &#8220;embedding &#8220;\u306e\u610f\u5473\u3092\u5e73\u6613\u306b\u554f\u3046\u3066\u3044\u308b\u304c\u30012\u884c\u76ee\u306f\u6570\u5b57\u3070\u304b\u308a\u3067\u79c1\u305f\u3061\u4eba\u9593\u306b\u306f\u610f\u5473\u304c\u308f\u304b\u3089\u306a\u3044\u3002 \u5b9f\u969b\u30012\u884c\u76ee\u306f1\u884c\u76ee\u306e\u8868\u73fe\uff08\u57cb\u3081\u8fbc\u307f\uff09\u3067\u3042\u308b\u3002 OpenAI GPT -3\u306etext-embedding-ada-002\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u4f5c\u6210\u3055\u308c\u307e\u3057\u305f\u3002 \u3053\u306e\u30d7\u30ed\u30bb\u30b9\u306f\u3001\u8cea\u554f\u3092\u4e00\u9023\u306e\u6570\u5b57\u306b\u5909\u3048\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u304c\u305d\u306e\u8a00\u8449\u306e\u80cc\u5f8c\u306b\u3042\u308b\u610f\u5473\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3059\u308b\u3002 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\u3053\u3053\u3067\u306f\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u3084AI\u4e3b\u5c0e\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u305f8\u3064\u306e\u30c6\u30ad\u30b9\u30c8\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u7d39\u4ecb\u3059\u308b\uff1a 1. \u30ef\u30fc\u30c92\u30d9\u30c3\u30af Word2Vec\u3068\u3057\u3066\u77e5\u3089\u308c\u308b\u3053\u306e\u5148\u99c6\u7684\u306a\u30e2\u30c7\u30eb\u306f\u3001\u57fa\u672c\u7684\u306b\u5468\u56f2\u306e\u6587\u8108\u306e\u5358\u8a9e\u3092\u56fa\u5b9a\u6b21\u5143\u306e\u30d9\u30af\u30c8\u30eb\u306b\u30de\u30c3\u30d4\u30f3\u30b0\u3057\u305f\u8868\u73fe\u3067\u3042\u308b\u5358\u8a9e\u306e\u57cb\u3081\u8fbc\u307f\u3092\u751f\u6210\u3059\u308b\u3002 \u5358\u8a9e\u9593\u306e\u985e\u4f3c\u6027\u3092\u660e\u3089\u304b\u306b\u3057\u3001\u610f\u5473\u7684\u95a2\u4fc2\u3092\u793a\u3059\u3053\u3068\u3067\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u3001\u5358\u8a9e\u304c\u4f7f\u7528\u3055\u308c\u308b\u74b0\u5883\u306b\u5fdc\u3058\u3066\u5358\u8a9e\u306e\u610f\u5473\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002 2.<a class=\"excerpt-read-more\" href=\"https:\/\/meetcody.ai\/ja\/blog\/2024%e5%b9%b4%e3%81%ae%e3%83%86%e3%82%ad%e3%82%b9%e3%83%88%e5%9f%8b%e3%82%81%e8%be%bc%e3%81%bf%e3%83%a2%e3%83%87%e3%83%ab%e3%83%bb%e3%83%88%e3%83%83%e3%83%978\/\" title=\"Read2024\u5e74\u306e\u30c6\u30ad\u30b9\u30c8\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u30fb\u30c8\u30c3\u30d78\">&#8230; Read more 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