{"id":3397,"date":"2022-10-12T12:19:48","date_gmt":"2022-10-12T12:19:48","guid":{"rendered":"https:\/\/edsweb.co.in\/idioma\/?p=3397"},"modified":"2022-10-12T12:19:48","modified_gmt":"2022-10-12T12:19:48","slug":"what-is-neural-machine-translation-nmt","status":"publish","type":"post","link":"https:\/\/www2.idioma.com\/ja\/%e7%a5%9e%e7%b5%8c%e6%a9%9f%e6%a2%b0%e7%bf%bb%e8%a8%b3%e3%81%a8%e3%81%af%e4%bd%95%e3%81%8b%ef%bc%9f","title":{"rendered":"\u30cb\u30e5\u30fc\u30e9\u30eb\u6a5f\u68b0\u7ffb\u8a33\uff08NMT\uff09\u3068\u306f\uff1f"},"content":{"rendered":"

\"\"<\/p>\n

\u30cb\u30e5\u30fc\u30e9\u30eb\u6a5f\u68b0\u7ffb\u8a33\uff08NMT\uff09\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u3068\u4eba\u5de5\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u8a00\u8a9e\u7ffb\u8a33\u3092\u884c\u3046\u3002\u4e00\u9023\u306e\u5358\u8a9e\u306e\u5c24\u5ea6\u3092\u4e88\u6e2c\u3057\u3001\u901a\u5e38\u3001\u6587\u5168\u4f53\u3092\u4e00\u3064\u306e\u7d71\u5408\u30e2\u30c7\u30eb\u3067\u30e2\u30c7\u30eb\u5316\u3059\u308b\u3002
\n\u3053\u3053\u3067\u306f\u3001NMT\u306e\u6982\u8981\u3068\u7ffb\u8a33\u30d7\u30ed\u30bb\u30b9\u306e\u52b9\u7387\u5316\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n

\u30cb\u30e5\u30fc\u30e9\u30eb\u6a5f\u68b0\u7ffb\u8a33\u306e\u4ed5\u7d44\u307f<\/h1>\n

\u30cb\u30e5\u30fc\u30e9\u30eb\u6a5f\u68b0\u7ffb\u8a33\uff08NMT\uff09\u306f\u3001\u3042\u308b\u8a00\u8a9e\u306e\u539f\u6587\u3092\u5225\u306e\u8a00\u8a9e\u306e\u539f\u6587\u306b\u81ea\u52d5\u7684\u306b\u5909\u63db\u3059\u308b\u6280\u8853\u3067\u3042\u308b\u3002<\/p>\n

\u5f93\u6765\u306e\u7d71\u8a08\u7684\u6a5f\u68b0\u7ffb\u8a33\uff08SMT\uff09\u30e2\u30c7\u30eb\u3068\u306f\u7570\u306a\u308a\u3001NMT\u306f\u30e1\u30e2\u30ea\u306e\u307b\u3093\u306e\u4e00\u90e8\u3057\u304b\u5fc5\u8981\u3068\u3057\u307e\u305b\u3093\u3002\u3055\u3089\u306b\u3001\u5f93\u6765\u306e\u7ffb\u8a33\u30b7\u30b9\u30c6\u30e0\u3068\u306f\u7570\u306a\u308a\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u7ffb\u8a33\u30e2\u30c7\u30eb\u306e\u3059\u3079\u3066\u306e\u90e8\u5206\u3092\u5171\u540c\u3067\uff08\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u3067\uff09\u5b66\u7fd2\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u7ffb\u8a33\u6027\u80fd\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3057\u307e\u3059\u3002<\/p>\n

\u30cb\u30e5\u30fc\u30e9\u30eb\u6a5f\u68b0\u7ffb\u8a33\uff08NMT\uff09\u3068\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u7ffb\u8a33\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u5229\u7528\u3059\u308c\u3070\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u307b\u3068\u3093\u3069\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u3059\u3050\u306b\u7ffb\u8a33\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u305f\u3081\u306b\u3001\u6587\u8108\u3001\u30ab\u30c6\u30b4\u30ea\u30fc\u3001\u30b9\u30bf\u30a4\u30eb\u3001\u5bfe\u8c61\u8aad\u8005\u306b\u57fa\u3065\u3044\u3066\u7528\u8a9e\u96c6\u3092\u8abf\u6574\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n

 <\/p>\n

\"\"<\/p>\n

\u30cb\u30e5\u30fc\u30e9\u30eb\u6a5f\u68b0\u7ffb\u8a33\u3068\u30d7\u30ed\u306e\u4eba\u9593\u306b\u3088\u308b\u7ffb\u8a33\u306e\u6bd4\u8f03<\/h1>\n

\u79c1\u305f\u3061\u306f\u3001NMT\u304c\u4eca\u65e5\u306e\u7ffb\u8a33\u30d7\u30ed\u30bb\u30b9\u306e\u7121\u6761\u4ef6\u306e\u4e00\u90e8\u3067\u3042\u308b\u3068\u4fe1\u3058\u3066\u3044\u307e\u3059\u3002NMT\u3068\u7ffb\u8a33\u30e1\u30e2\u30ea\u306e\u7d44\u307f\u5408\u308f\u305b\u306f\u3001\u30d7\u30ed\u306e\u7ffb\u8a33\u8005\u304c\u52b9\u7387\u3068\u6210\u679c\u3092\u4e0a\u3052\u308b\u305f\u3081\u306b\u6700\u3082\u5f79\u7acb\u3064\u30c4\u30fc\u30eb\u3067\u3059\u3002\u73fe\u5728\u3067\u306f\u3001NMT\u306a\u3057\u3067\u7ffb\u8a33\u30d3\u30b8\u30cd\u30b9\u3092\u62e1\u5927\u3059\u308b\u3053\u3068\u306f\u57fa\u672c\u7684\u306b\u4e0d\u53ef\u80fd\u3067\u3059\u3002<\/p>\n

\u30d7\u30ed\u306e\u7ffb\u8a33\u8005\u306f\u3001\u7ffb\u8a33\u304c\u81ea\u7136\u3067\u3042\u308a\u3001\u5bfe\u8c61\u8aad\u8005\u306e\u6587\u8108\u306b\u6b63\u78ba\u306b\u5408\u3063\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u305f\u3081\u306b\u3001NMT\u306e\u30dd\u30b9\u30c8\u30a8\u30c7\u30a3\u30c3\u30c8\u3092\u884c\u3046\u306e\u304c\u4ed5\u4e8b\u3067\u3059\u3002\u7ffb\u8a33\u54c1\u8cea\u3092\u52b9\u679c\u7684\u306b\u7ba1\u7406\u3059\u308b\u305f\u3081\u306b\u3001\u7ffb\u8a33\u8005\u306f\u5fc5\u9808\u306eQA\u30c1\u30a7\u30c3\u30af\u3068QA\u30aa\u30da\u30ec\u30fc\u30bf\u306b\u983c\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306b\u3001\u4eba\u5de5\u77e5\u80fd\u3001\u8a00\u8a9e\u306e\u5c02\u9580\u5bb6\u3001QA\u304c\u9023\u643a\u3059\u308b\u3053\u3068\u3067\u3001\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u306a\u7ffb\u8a33\u30d7\u30ed\u30bb\u30b9\u3092\u5b9f\u73fe\u3057\u3001\u9ad8\u54c1\u8cea\u306a\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n

\n
\"\"<\/div>\n
\n

\u30cb\u30e5\u30fc\u30e9\u30eb\u6a5f\u68b0\u7ffb\u8a33\u3092\u307f\u3093\u306a\u306e\u3082\u306e\u306b\uff1f<\/h1>\n

NMT\u306f\u3001\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3084\u30b5\u30fc\u30d0\u30fc\u4e0a\u306e\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u3001\u3042\u308b\u3044\u306fAPI\u3092\u5229\u7528\u3057\u305f\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u7d71\u5408\u306b\u3088\u3063\u3066\u3001\u5e83\u304f\u4e00\u822c\u306b\u5229\u7528\u3055\u308c\u3066\u3044\u308b\u3002\u30e6\u30fc\u30b6\u30fc\u306f\u72ec\u7acb\u3057\u305f\u6a5f\u68b0\u7ffb\u8a33\u30b7\u30b9\u30c6\u30e0\u3084\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u6a5f\u68b0\u7ffb\u8a33\u30b7\u30b9\u30c6\u30e0\u3092\u5229\u7528\u3057\u3066\u3001\u81ea\u5206\u3060\u3051\u306eNMT\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u539f\u6587\u3068\u8a33\u6587\u306e2\u8a00\u8a9e\u306e\u30b3\u30fc\u30d1\u30b9\u304c\u3042\u308c\u3070\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n

CAT\u30c4\u30fc\u30eb\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30d7\u30ed\u306e\u7ffb\u8a33\u8005\u306b\u30e9\u30a4\u30d6\u3067\u7ffb\u8a33\u3092\u63d0\u6848\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u4ee5\u524d\u306b\u9078\u3070\u308c\u305f\u6587\u7ae0\u304b\u3089\u5b66\u7fd2\u3057\u3066\u63d0\u6848\u306e\u8cea\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n

\u30c7\u30fc\u30bf\u304c\u91cd\u8981\u3067\u3059\u3002\u52b9\u679c\u7684\u306aNMT\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n<\/div>\n

\n
\"\"<\/div>\n
\n

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\u79c1\u305f\u3061\u306f\u3001\u304a\u5ba2\u69d8\u306b\u30aa\u30f3\u30b5\u30a4\u30c8\u306e\u6a5f\u68b0\u7ffb\u8a33\u30a8\u30f3\u30b8\u30f3\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3092\u5f37\u304f\u304a\u52e7\u3081\u3057\u307e\u3059\u3002\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u6a5f\u68b0\u7ffb\u8a33\uff08MT\uff09\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u3057\u3070\u3057\u3070\u30aa\u30fc\u30d7\u30f3\u3067\u5171\u6709\u3055\u308c\u3066\u304a\u308a\u3001\u7ffb\u8a33\u6587\u306e\u6a5f\u5bc6\u6027\u304c\u4fdd\u305f\u308c\u3066\u3044\u308b\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002<\/p>\n

\u4f8b\u3048\u3070\u3001idioma\u00ae\u306eNMT\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u5916\u90e8\u304b\u3089\u306e\u30a2\u30af\u30bb\u30b9\u304c\u306a\u3044\u5f53\u793e\u306e\u793e\u5185\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5185\u3067\u7a3c\u50cd\u3057\u3066\u3044\u307e\u3059\u3002\u5f53\u793e\u306e\u30af\u30e9\u30a6\u30c9\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u30c7\u30fc\u30bf\u306e\u6697\u53f7\u5316\u306b\u3088\u308a\u30c7\u30fc\u30bf\u306e\u6f0f\u6d29\u3092\u9632\u304e\u3001\u30c7\u30fc\u30bf\u304c\u5916\u90e8\u306b\u6f0f\u308c\u308b\u3053\u3068\u304c\u306a\u3044\u3053\u3068\u3092\u4fdd\u8a3c\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u73fe\u5728\u3001NMT\u306f\u6700\u3082\u5148\u9032\u7684\u306a\u7ffb\u8a33\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3067\u3059\u3002\u9069\u5207\u306a\u7ffb\u8a33\u3092\u8fc5\u901f\u306b\u4f5c\u6210\u3067\u304d\u3001\u30d7\u30ed\u306e\u7ffb\u8a33\u8005\u306e\u52a9\u3051\u3092\u501f\u308a\u308c\u3070\u3001\u8cea\u306e\u9ad8\u3044\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u7121\u6599\u306e\u516c\u958bMT\u30a8\u30f3\u30b8\u30f3\u306f\u5b9f\u7528\u7684\u3067\u306f\u3042\u308b\u304c\u3001\u9650\u754c\u304c\u3042\u308b\u3002\u516c\u5171\u306eNMT\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u6e80\u8db3\u306b\u4f7f\u3046\u306b\u306f\u3001\u6b21\u306e\u30ec\u30d9\u30eb\u306e\u958b\u767a\u3001\u9069\u5fdc\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u304c\u5fc5\u8981\u3060\u3068\u8003\u3048\u3066\u3044\u308b\u3002<\/p>\n<\/div>\n

\"\"<\/p>\n

\u516c\u5171\u306e\u6a5f\u68b0\u7ffb\u8a33\u306e\u30d7\u30e9\u30c3\u30c8\u30db\u30fc\u30e0\u304a\u3088\u3073\u306a\u305c\u305d\u308c\u3089\u3092\u4f7f\u7528\u3057\u306a\u3044\u304b<\/h1>\n

\u79c1\u305f\u3061\u306f\u3001\u304a\u5ba2\u69d8\u306b\u30aa\u30f3\u30b5\u30a4\u30c8\u306e\u6a5f\u68b0\u7ffb\u8a33\u30a8\u30f3\u30b8\u30f3\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3092\u5f37\u304f\u304a\u52e7\u3081\u3057\u307e\u3059\u3002\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u6a5f\u68b0\u7ffb\u8a33\uff08MT\uff09\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u3057\u3070\u3057\u3070\u30aa\u30fc\u30d7\u30f3\u3067\u5171\u6709\u3055\u308c\u3066\u304a\u308a\u3001\u7ffb\u8a33\u6587\u306e\u6a5f\u5bc6\u6027\u304c\u4fdd\u305f\u308c\u3066\u3044\u308b\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002<\/p>\n

\u4f8b\u3048\u3070\u3001idioma\u00ae\u306eNMT\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u5916\u90e8\u304b\u3089\u306e\u30a2\u30af\u30bb\u30b9\u304c\u306a\u3044\u5f53\u793e\u306e\u793e\u5185\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5185\u3067\u7a3c\u50cd\u3057\u3066\u3044\u307e\u3059\u3002\u5f53\u793e\u306e\u30af\u30e9\u30a6\u30c9\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u30c7\u30fc\u30bf\u306e\u6697\u53f7\u5316\u306b\u3088\u308a\u30c7\u30fc\u30bf\u306e\u6f0f\u6d29\u3092\u9632\u304e\u3001\u30c7\u30fc\u30bf\u304c\u5916\u90e8\u306b\u6f0f\u308c\u308b\u3053\u3068\u304c\u306a\u3044\u3053\u3068\u3092\u4fdd\u8a3c\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

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It predicts the likelihood of a sequence of words, typically modeling entire sentences in a single integrated model. Let’s deep dive into NMT and how it can streamline translation processes. How neural machine translation works Neural machine translation (NMT) automatically converts source text in one language to target text in another language. Unlike traditional\u00a0statistical machine translation\u00a0(SMT) models, NMT only requires a fraction of the memory. Furthermore, unlike conventional translation systems, all parts of the neural translation model are trained jointly (end-to-end) to maximize the translation performance. 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