{"id":2336,"date":"2024-03-30T23:51:49","date_gmt":"2024-03-30T15:51:49","guid":{"rendered":"http:\/\/blog.md5.red\/?p=2336"},"modified":"2024-05-11T12:32:27","modified_gmt":"2024-05-11T04:32:27","slug":"%e5%bc%80%e6%ba%90%e6%9c%ba%e5%99%a8%e7%bf%bb%e8%af%91","status":"publish","type":"post","link":"https:\/\/blog.md5.red\/?p=2336","title":{"rendered":"\u5f00\u6e90\u673a\u5668\u7ffb\u8bd1"},"content":{"rendered":"

\u673a\u5668\u7ffb\u8bd1\u539f\u6709\u51e0\u79cd\u7c7b\u578b\uff1a<\/p>\n

    \n
  1. \u57fa\u4e8e\u89c4\u5219\u7684\u673a\u5668\u7ffb\u8bd1\uff08Rule-Based Machine Translation, RBMT\uff09<\/strong>\uff1a\u8fd9\u662f\u6700\u65e9\u671f\u7684\u673a\u5668\u7ffb\u8bd1\u65b9\u6cd5\u4e4b\u4e00\uff0c\u4f9d\u8d56\u4e8e\u5927\u91cf\u7684\u8bed\u8a00\u5b66\u89c4\u5219\u548c\u8bcd\u5178\u3002\u7ffb\u8bd1\u8fc7\u7a0b\u4e2d\uff0c\u7cfb\u7edf\u4f1a\u6839\u636e\u8fd9\u4e9b\u9884\u5148\u5b9a\u4e49\u7684\u8bed\u6cd5\u548c\u8bed\u4e49\u89c4\u5219\u6765\u8f6c\u6362\u6587\u672c\u3002RBMT\u7684\u4f18\u70b9\u662f\u5b83\u53ef\u4ee5\u63d0\u4f9b\u4e00\u81f4\u6027\u8f83\u9ad8\u7684\u7ffb\u8bd1\uff0c\u4f46\u5176\u7f3a\u70b9\u662f\u9700\u8981\u5927\u91cf\u7684\u4eba\u5de5\u7ef4\u62a4\u548c\u66f4\u65b0\u89c4\u5219\u5e93\uff0c\u4e14\u5bf9\u4e8e\u590d\u6742\u8bed\u8a00\u73b0\u8c61\u7684\u5904\u7406\u80fd\u529b\u6709\u9650\u3002<\/li>\n
  2. \u57fa\u4e8e\u7edf\u8ba1\u7684\u673a\u5668\u7ffb\u8bd1\uff08Statistical Machine Translation, SMT\uff09<\/strong>\uff1aSMT \u4e0d\u4f9d\u8d56\u4e8e\u8bed\u8a00\u5b66\u89c4\u5219\uff0c\u800c\u662f\u901a\u8fc7\u5206\u6790\u5927\u91cf\u7684\u53cc\u8bed\u6587\u672c\u6570\u636e\uff08\u8bed\u6599\u5e93\uff09\u6765\u5b66\u4e60\u5982\u4f55\u5c06\u6e90\u8bed\u8a00\u7ffb\u8bd1\u6210\u76ee\u6807\u8bed\u8a00\u3002\u5b83\u4f7f\u7528\u7edf\u8ba1\u6a21\u578b\u6765\u9884\u6d4b\u6700\u53ef\u80fd\u7684\u7ffb\u8bd1\uff0c\u4f18\u70b9\u662f\u80fd\u591f\u5904\u7406\u5927\u89c4\u6a21\u7684\u8bed\u8a00\u6570\u636e\uff0c\u968f\u7740\u8bed\u6599\u5e93\u7684\u589e\u52a0\uff0c\u7ffb\u8bd1\u8d28\u91cf\u4e5f\u4f1a\u63d0\u9ad8\u3002\u7136\u800c\uff0cSMT\u53ef\u80fd\u4f1a\u4ea7\u751f\u8bed\u6cd5\u4e0d\u81ea\u7136\u6216\u4e0d\u8fde\u8d2f\u7684\u7ffb\u8bd1\u3002<\/li>\n
  3. \u57fa\u4e8e\u5b9e\u4f8b\u7684\u673a\u5668\u7ffb\u8bd1\uff08Example-Based Machine Translation, EBMT\uff09<\/strong>\uff1aEBMT \u65b9\u6cd5\u662f\u57fa\u4e8e\u4ee5\u5f80\u7ffb\u8bd1\u5b9e\u4f8b\u8fdb\u884c\u5de5\u4f5c\uff0c\u5b83\u901a\u8fc7\u67e5\u627e\u5148\u524d\u7ffb\u8bd1\u7684\u53e5\u5b50\u548c\u77ed\u8bed\u6765\u751f\u6210\u65b0\u7684\u7ffb\u8bd1\u3002\u8fd9\u79cd\u65b9\u6cd5\u7684\u4f18\u52bf\u5728\u4e8e\u5b83\u53ef\u4ee5\u590d\u7528\u5df2\u6709\u7684\u7ffb\u8bd1\u5b9e\u4f8b\uff0c\u7279\u522b\u662f\u5728\u5904\u7406\u7279\u5b9a\u9886\u57df\u6216\u672f\u8bed\u65f6\u8868\u73b0\u826f\u597d\u3002\u4f46\u5176\u7f3a\u70b9\u662f\u9700\u8981\u5927\u91cf\u7684\u7ffb\u8bd1\u5b9e\u4f8b\u6765\u8986\u76d6\u5e7f\u6cdb\u7684\u8bed\u8a00\u7528\u6cd5\u3002<\/li>\n
  4. \u795e\u7ecf\u673a\u5668\u7ffb\u8bd1\uff08Neural Machine Translation, NMT\uff09<\/strong>\uff1aNMT \u662f\u4e00\u79cd\u5229\u7528\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u7684\u673a\u5668\u7ffb\u8bd1\u65b9\u6cd5\uff0c\u5b83\u901a\u8fc7\u8bad\u7ec3\u5927\u89c4\u6a21\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u6765\u7406\u89e3\u548c\u8f6c\u6362\u8bed\u8a00\u3002NMT \u80fd\u591f\u8003\u8651\u6574\u4e2a\u53e5\u5b50\u7684\u4e0a\u4e0b\u6587\uff0c\u751f\u6210\u66f4\u6d41\u7545\u3001\u81ea\u7136\u7684\u7ffb\u8bd1\u6587\u672c\u3002NMT \u7684\u4e00\u4e2a\u663e\u8457\u4f18\u70b9\u662f\u5b83\u7684\u7ffb\u8bd1\u8d28\u91cf\u901a\u5e38\u9ad8\u4e8e\u5176\u4ed6\u7c7b\u578b\u7684\u673a\u5668\u7ffb\u8bd1\u65b9\u6cd5\uff0c\u5c24\u5176\u662f\u5728\u5904\u7406\u590d\u6742\u7684\u8bed\u8a00\u7ed3\u6784\u548c\u542b\u4e49\u65f6\u3002\u7136\u800c\uff0cNMT \u9700\u8981\u5927\u91cf\u7684\u8ba1\u7b97\u8d44\u6e90\u8fdb\u884c\u8bad\u7ec3\uff0c\u4e14\u5bf9\u6570\u636e\u7684\u8d28\u91cf\u548c\u91cf\u6709\u8f83\u9ad8\u7684\u8981\u6c42\u3002<\/li>\n
  5. \u6df7\u5408\u673a\u5668\u7ffb\u8bd1\uff08Hybrid Machine Translation\uff09<\/strong>\uff1a\u6df7\u5408\u673a\u5668\u7ffb\u8bd1\u5c1d\u8bd5\u7ed3\u5408\u4e0a\u8ff0\u51e0\u79cd\u7ffb\u8bd1\u65b9\u6cd5\u7684\u4f18\u70b9\uff0c\u4ee5\u63d0\u9ad8\u7ffb\u8bd1\u7684\u51c6\u786e\u6027\u548c\u6d41\u7545\u6027\u3002\u4f8b\u5982\uff0c\u5b83\u53ef\u80fd\u7ed3\u5408SMT\u7684\u7edf\u8ba1\u65b9\u6cd5\u548cNMT\u7684\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\uff0c\u6216\u8005\u5728NMT\u7cfb\u7edf\u4e2d\u52a0\u5165\u57fa\u4e8e\u89c4\u5219\u7684\u7ffb\u8bd1\u6a21\u5757\u4ee5\u5904\u7406\u7279\u5b9a\u7684\u8bed\u8a00\u73b0\u8c61\u3002<\/li>\n<\/ol>\n

    \u5f53\u524d\u7528\u7684\u6700\u591a\u7684\u662f\uff1a<\/p>\n

    1\u3001\u4ee5OpenNMT\u4e3a\u4ee3\u8868\u7684\u795e\u7ecf\u673a\u5668\u7ffb\u8bd1\u548c\u795e\u7ecf\u5e8f\u5217\u5b66\u4e60\u7684\u5f00\u6e90\u751f\u6001\u7cfb\u7edf\u3002<\/p>\n

    2\u3001\u4ee5\u57fa\u4e8e\u5927\u91cf\u8bad\u7ec3\u6a21\u578b\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u7cfb\u7edf\uff0c\u5982helsinki-nlp\u548cseamlessm4t\u3002<\/p>\n

    \u5927\u6a21\u578b\u7ffb\u8bd1\u4e0e\u795e\u7ecf\u673a\u5668\u7ffb\u8bd1\u76f8\u6bd4<\/h3>\n

    \u4f18\u52bf<\/h3>\n
      \n
    1. \u66f4\u597d\u7684\u4e0a\u4e0b\u6587\u7406\u89e3<\/strong>\uff1a\u57fa\u4e8e\u5927\u6a21\u578b\u7684\u7cfb\u7edf\u80fd\u591f\u5904\u7406\u548c\u7406\u89e3\u957f\u6587\u672c\u7684\u4e0a\u4e0b\u6587\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u4eec\u5728\u5904\u7406\u957f\u53e5\u5b50\u6216\u590d\u6742\u7ed3\u6784\u65f6\uff0c\u80fd\u591f\u63d0\u4f9b\u66f4\u51c6\u786e\u7684\u7ffb\u8bd1\u3002\u5b83\u4eec\u80fd\u591f\u8003\u8651\u5230\u6574\u7bc7\u6587\u7ae0\u7684\u8bed\u5883\uff0c\u63d0\u9ad8\u7ffb\u8bd1\u7684\u8fde\u8d2f\u6027\u548c\u4e00\u81f4\u6027\u3002<\/li>\n
    2. \u6cdb\u5316\u80fd\u529b<\/strong>\uff1a\u7531\u4e8e\u8fd9\u4e9b\u5927\u578b\u6a21\u578b\u5728\u8bad\u7ec3\u65f6\u4f7f\u7528\u4e86\u5e7f\u6cdb\u7684\u6570\u636e\u96c6\uff0c\u5b83\u4eec\u5177\u6709\u66f4\u5f3a\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u80fd\u591f\u66f4\u597d\u5730\u5904\u7406\u7f55\u89c1\u8bcd\u6c47\u548c\u8868\u8fbe\u65b9\u5f0f\uff0c\u751a\u81f3\u80fd\u591f\u9002\u5e94\u65b0\u7684\u8bed\u8a00\u98ce\u683c\u548c\u672f\u8bed\u3002<\/li>\n
    3. \u591a\u529f\u80fd\u6027<\/strong>\uff1a\u4e0e\u4e13\u95e8\u4e3a\u7ffb\u8bd1\u8bbe\u8ba1\u7684NMT\u6a21\u578b\u4e0d\u540c\uff0c\u57fa\u4e8e\u5927\u6a21\u578b\u7684\u7cfb\u7edf\u80fd\u591f\u6267\u884c\u591a\u79cdNLP\u4efb\u52a1\uff0c\u5305\u62ec\u7ffb\u8bd1\u3001\u6458\u8981\u3001\u95ee\u7b54\u7b49\u3002\u8fd9\u79cd\u591a\u529f\u80fd\u6027\u4f7f\u5f97\u540c\u4e00\u4e2a\u6a21\u578b\u53ef\u4ee5\u5728\u591a\u4e2a\u5e94\u7528\u573a\u666f\u4e2d\u4f7f\u7528\uff0c\u63d0\u9ad8\u4e86\u8d44\u6e90\u7684\u5229\u7528\u6548\u7387\u3002<\/li>\n<\/ol>\n

      \u52a3\u52bf<\/h3>\n
        \n
      1. \u8d44\u6e90\u6d88\u8017<\/strong>\uff1a\u5927\u578b\u6a21\u578b\u9700\u8981\u5927\u91cf\u7684\u8ba1\u7b97\u8d44\u6e90\u6765\u8fdb\u884c\u8bad\u7ec3\u548c\u63a8\u7406\uff0c\u8fd9\u53ef\u80fd\u5bfc\u81f4\u8f83\u9ad8\u7684\u8fd0\u884c\u6210\u672c\uff0c\u7279\u522b\u662f\u5728\u9700\u8981\u5b9e\u65f6\u7ffb\u8bd1\u7684\u573a\u666f\u4e2d\uff0c\u8d44\u6e90\u6d88\u8017\u53ef\u80fd\u6210\u4e3a\u9650\u5236\u56e0\u7d20\u3002<\/li>\n
      2. \u96be\u4ee5\u5fae\u8c03<\/strong>\uff1a\u5c3d\u7ba1\u57fa\u4e8e\u5927\u6a21\u578b\u7684\u7cfb\u7edf\u5177\u6709\u51fa\u8272\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u4f46\u5b83\u4eec\u5728\u7279\u5b9a\u9886\u57df\u6216\u9488\u5bf9\u7279\u5b9a\u7c7b\u578b\u7684\u6587\u672c\uff08\u5982\u6280\u672f\u6587\u6863\u6216\u6cd5\u5f8b\u6587\u4ef6\uff09\u8fdb\u884c\u5fae\u8c03\u65f6\uff0c\u53ef\u80fd\u4e0d\u5982\u4e13\u4e3a\u7ffb\u8bd1\u8bbe\u8ba1\u7684NMT\u6a21\u578b\u7075\u6d3b\u3002<\/li>\n
      3. \u53ef\u80fd\u7684\u8fc7\u5ea6\u751f\u6210<\/strong>\uff1a\u57fa\u4e8e\u5927\u6a21\u578b\u7684\u7cfb\u7edf\u5728\u751f\u6210\u6587\u672c\u65f6\uff0c\u6709\u65f6\u53ef\u80fd\u4f1a\u4ea7\u751f\u8fc7\u5ea6\u8be6\u7ec6\u6216\u4e0d\u5b8c\u5168\u76f8\u5173\u7684\u5185\u5bb9\uff0c\u8fd9\u5728\u7ffb\u8bd1\u4efb\u52a1\u4e2d\u53ef\u80fd\u5bfc\u81f4\u4e0e\u6e90\u6587\u672c\u4e0d\u5b8c\u5168\u5bf9\u5e94\u7684\u95ee\u9898\u3002<\/li>\n<\/ol>\n

        NLP\u548cNMT\u7684\u4f18\u52bf<\/h3>\n
          \n
        1. NMT\u7684\u9ad8\u51c6\u786e\u6027<\/strong>\uff1aNMT\u662f\u4e00\u79cd\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u7ffb\u8bd1\u6280\u672f\uff0c\u80fd\u591f\u751f\u6210\u6bd4\u4f20\u7edf\u673a\u5668\u7ffb\u8bd1\u65b9\u6cd5\u66f4\u7cbe\u786e\u7684\u7ffb\u8bd1\u7ed3\u679c\u3002NMT\u7cfb\u7edf\u901a\u8fc7\u5b66\u4e60\u5927\u91cf\u7684\u53cc\u8bed\u6587\u672c\u6570\u636e\uff0c\u5efa\u7acb\u8d77\u6e90\u8bed\u8a00\u548c\u76ee\u6807\u8bed\u8a00\u4e4b\u95f4\u7684\u7edf\u8ba1\u6a21\u578b\uff0c\u4ece\u800c\u80fd\u591f\u6355\u6349\u5230\u590d\u6742\u7684\u8bed\u8a00\u89c4\u5f8b\u548c\u7ec6\u5fae\u7684\u8bed\u4e49\u5dee\u5f02\u200b (<\/span>Day Translations, Inc.<\/a>)<\/span><\/span>\u200b\u3002<\/li>\n
        2. NLP\u7684\u5e7f\u6cdb\u5e94\u7528<\/strong>\uff1aNLP\u6280\u672f\u4e0d\u4ec5\u5e94\u7528\u4e8e\u7ffb\u8bd1\uff0c\u8fd8\u5e7f\u6cdb\u7528\u4e8e\u8bed\u97f3\u8bc6\u522b\u3001\u6587\u672c\u5206\u6790\u3001\u60c5\u611f\u5206\u6790\u7b49\u591a\u4e2a\u9886\u57df\u3002NLP\u80fd\u591f\u5e2e\u52a9\u673a\u5668\u7406\u89e3\u548c\u751f\u6210\u81ea\u7136\u8bed\u8a00\uff0c\u4f7f\u5176\u80fd\u591f\u66f4\u597d\u5730\u4e0e\u4eba\u7c7b\u8fdb\u884c\u4ea4\u4e92\u200b (<\/span>Day Translations, Inc.<\/a>)<\/span><\/span>\u200b\u3002<\/li>\n<\/ol>\n

          \u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u51fa\u73b0<\/h3>\n

          \u8fd1\u671f\uff0c\u57fa\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u7ffb\u8bd1\u7cfb\u7edf\u5728\u4e00\u4e9b\u8bc4\u6d4b\u4e2d\u5c55\u73b0\u51fa\u4e0eNMT\u76f8\u7ade\u4e89\u751a\u81f3\u8d85\u8d8a\u7684\u80fd\u529b\u3002\u4f8b\u5982\uff0cGPT-4\u5728\u67d0\u4e9b\u7ffb\u8bd1\u8bc4\u4f30\u4e2d\u8d85\u8d8a\u4e86\u4f20\u7edf\u7684NMT\u5f15\u64ce\u3002\u8fd9\u8868\u660e\uff0cLLMs\u5728\u5904\u7406\u7279\u5b9a\u8bed\u8a00\u5bf9\u7684\u7ffb\u8bd1\u4efb\u52a1\u65f6\uff0c\u80fd\u591f\u63d0\u4f9b\u4e0e\u4e13\u95e8\u7684NMT\u7cfb\u7edf\u76f8\u5f53\u751a\u81f3\u66f4\u4f18\u7684\u7ffb\u8bd1\u8d28\u91cf\u200b (<\/span>lionbridge<\/a>)<\/span><\/span>\u200b\u3002<\/p>\n

          LLMs\u76f8\u5bf9\u4e8eNMT\u7684\u52a3\u52bf<\/h3>\n

          \u5c3d\u7ba1LLMs\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\u663e\u793a\u51fa\u4f18\u8d8a\u7684\u7ffb\u8bd1\u80fd\u529b\uff0c\u4f46\u5b83\u4eec\u5728\u4e13\u4e1a\u7ffb\u8bd1\u5e94\u7528\u65b9\u9762\u8fd8\u5b58\u5728\u4e00\u4e9b\u5c40\u9650\u6027\u3002LLMs\u751f\u6210\u7684\u7ffb\u8bd1\u8f93\u51fa\u5b58\u5728\u53d8\u5f02\u6027\uff0c\u5373\u76f8\u540c\u7684\u8f93\u5165\u5728\u4e0d\u540c\u65f6\u95f4\u53ef\u80fd\u4f1a\u4ea7\u751f\u4e0d\u540c\u7684\u7ffb\u8bd1\u7ed3\u679c\u3002\u6b64\u5916\uff0cLLMs\u5728API\u7a33\u5b9a\u6027\u548c\u7ffb\u8bd1\u51c6\u786e\u6027\u65b9\u9762\u4ecd\u6709\u5f85\u63d0\u9ad8\u3002\u4f8b\u5982\uff0cLLMs\u5728\u7ffb\u8bd1\u8fc7\u7a0b\u4e2d\u53ef\u80fd\u4f1a\u4ea7\u751f\u4e0e\u6e90\u6587\u672c\u4e0d\u76f8\u5173\u7684\u5185\u5bb9\uff0c\u6216\u5728\u8bed\u6cd5\u534f\u8c03\u65b9\u9762\u51fa\u73b0\u95ee\u9898\u200b (<\/span>lionbridge<\/a>)<\/span><\/span>\u200b\u3002<\/p>\n

           <\/p>\n

          \u751f\u6210\u5f0f AI \u6a21\u578b\u5728\u4e00\u9879\u673a\u5668\u7ffb\u8bd1\u8bc4\u4f30\u4e2d\u7684\u8868\u73b0\u8d85\u8d8a\u4e86\u795e\u7ecf\u7f51\u7edc\u673a\u5668\u7ffb\u8bd1\u5f15\u64ce<\/a><\/h1>\n

          \"\"<\/a><\/p>\n

          \u82f1\u6587\u5230\u4e2d\u6587\u7684\u7ffb\u8bd1\u6548\u679c\uff0cBingNMT<\/a>\u6700\u597d\uff0c\u4f46\u662f\u4e0d\u5f00\u6e90<\/p>\n

          Argos Translate\u636e\u8bf4\u6548\u679c\u6bd4\u8f83\u5dee\uff1ahttps:\/\/blog.csdn.net\/lly1122334\/article\/details\/133383427<\/p>\n

          \u7ffb\u8bd1\u5de5\u5177\u5bf9\u6bd4\uff08Google\u3001DeepL\u3001ChatGPT\u3001PaLM2\uff09<\/a><\/pre>\n
           <\/p>\n
           <\/p>\n
          \u5b9e\u6d4b\u7ffb\u8bd1\u6548\u679c\uff1a<\/h2>\n
          english\u539f\u6587<\/a>\u00a0argos-translate<\/a> ChatGPT4<\/a> helsinki-nlp<\/a> llama2<\/a> \u4eba\u5de5\u7ffb\u8bd1<\/a><\/p>\n
          \u57fa\u4e8eNMT\u7684argos-translate\u6548\u679c\u4e0e\u57fa\u4e8eNLP\u7684helsinki-nlp\u6548\u679c\u76f8\u5f53\uff0c\u90fd\u4e0d\u592a\u7406\u60f3<\/p>\n
          \u57fa\u4e8eLLM\u7684ChatGPT4\u548cLlaMa2\u6548\u679c\u5dee\u4e0d\u591a\uff0c\u90fd\u76f8\u5bf9\u8f83\u597d<\/p>\n","protected":false},"excerpt":{"rendered":"
          \u673a\u5668\u7ffb\u8bd1\u539f\u6709\u51e0\u79cd\u7c7b\u578b\uff1a \u57fa\u4e8e\u89c4\u5219\u7684\u673a\u5668\u7ffb\u8bd1\uff08Rule-Based Machine Translation, R ...<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[48],"tags":[],"class_list":["post-2336","post","type-post","status-publish","format-standard","hentry","category-48"],"_links":{"self":[{"href":"https:\/\/blog.md5.red\/index.php?rest_route=\/wp\/v2\/posts\/2336","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.md5.red\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.md5.red\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.md5.red\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.md5.red\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2336"}],"version-history":[{"count":12,"href":"https:\/\/blog.md5.red\/index.php?rest_route=\/wp\/v2\/posts\/2336\/revisions"}],"predecessor-version":[{"id":2355,"href":"https:\/\/blog.md5.red\/index.php?rest_route=\/wp\/v2\/posts\/2336\/revisions\/2355"}],"wp:attachment":[{"href":"https:\/\/blog.md5.red\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2336"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.md5.red\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2336"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.md5.red\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2336"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}