{"id":27007,"date":"2025-06-21T19:35:27","date_gmt":"2025-06-21T11:35:27","guid":{"rendered":"http:\/\/139.9.1.231\/?p=27007"},"modified":"2025-06-21T19:35:28","modified_gmt":"2025-06-21T11:35:28","slug":"paraformer-v2-an-improved-non-autoregressive-transformer-for-noise-robust-speech-recognition","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2025\/06\/21\/paraformer-v2-an-improved-non-autoregressive-transformer-for-noise-robust-speech-recognition\/","title":{"rendered":"Paraformer-v2: An improved non-autoregressive transformer for noise-robust speech recognition"},"content":{"rendered":"\n<ul><li><strong><em>\u4ee3\u7801\uff1ahttps:\/\/github.com\/NiniAndy\/Paraformer-V2<\/em><\/strong><\/li><li><strong><em>\u8bba\u6587\uff1a<\/em><\/strong><a href=\"https:\/\/arxiv.org\/abs\/2409.17746\"><em><strong>https:\/\/arxiv.org\/abs\/2409.17746<\/strong><\/em><\/a><\/li><\/ul>\n\n\n\n<p>\u539f\u59cb <strong>Paraformer<\/strong> \u5728\u975e\u81ea\u56de\u5f52\u8bed\u97f3\u8bc6\u522b\u65b9\u9762\u53d6\u5f97\u4e86\u663e\u8457\u6210\u6548\uff0c\u5c24\u5176\u5728\u666e\u901a\u8bdd\u4efb\u52a1\u4e2d\u8868\u73b0\u7a81\u51fa\uff0c\u4f46\u5176\u4e5f\u5b58\u5728\u4e00\u4e9b\u5c40\u9650\u6027\uff0c\u7279\u522b\u662f\u5728\u8de8\u8bed\u8a00\u9002\u914d\u548c\u566a\u58f0\u9c81\u68d2\u6027\u65b9\u9762\u3002<\/p>\n\n\n\n<h2>\u80cc\u666f\uff1a<\/h2>\n\n\n\n<p>1. \u591a\u8bed\u8a00\u9002\u914d\u80fd\u529b\u6709\u9650\uff08Multilingual Limitations\uff09<\/p>\n\n\n\n<ul><li><strong>CIF \u6a21\u5757\u96be\u4ee5\u9002\u5e94\u975e\u62fc\u97f3\u578b\u8bed\u8a00\uff08\u5982\u82f1\u8bed\uff09<\/strong>\uff1a<br>\u539f\u59cb Paraformer \u4f7f\u7528 <strong>CIF\uff08Continuous Integrate-and-Fire\uff09<\/strong> \u9884\u6d4b\u6bcf\u4e2a token embedding\u3002\u8be5\u673a\u5236\u5047\u8bbe\u6bcf\u4e2a\u8bed\u97f3\u7247\u6bb5\u53ef\u4ee5\u901a\u8fc7\u58f0\u5b66\u6a21\u5f0f\u63a8\u65ad\u51fa\u8f93\u51fa token \u6570\u91cf\u3002\u4f46\u82f1\u8bed\u7b49\u8bed\u8a00\u5f80\u5f80\u4f7f\u7528 <strong>BPE\uff08Byte Pair Encoding\uff09<\/strong> \u7b49\u5b50\u8bcd\u5355\u5143\uff0ctoken \u6570\u91cf\u6ce2\u52a8\u5927\u3001\u8fb9\u754c\u4e0d\u89c4\u5219\uff0cCIF \u5f88\u96be\u51c6\u786e\u9884\u6d4b token \u6570\u3002<\/li><\/ul>\n\n\n\n<ul><li>\u5728\u82f1\u8bed\u3001\u6cd5\u8bed\u7b49\u8bed\u8a00\u4e0a\u6027\u80fd\u663e\u8457\u4e0b\u964d\uff1b<\/li><li>CIF \u5728 token \u6570\u91cf\u4f30\u8ba1\u4e0d\u51c6\u65f6\uff0c\u4f1a\u5bfc\u81f4\u5bf9\u9f50\u9519\u4e71\u3001token \u91cd\u590d\u6216\u4e22\u5931\u3002<\/li><\/ul>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<p>2\u3001 \u5bf9\u566a\u58f0\u654f\u611f\uff08Noise Sensitivity\uff09<\/p>\n\n\n\n<ul><li><strong>CIF \u9884\u6d4b \u03b1 \u6743\u91cd\u5b8c\u5168\u57fa\u4e8e\u58f0\u5b66\u8868\u793a\uff0c\u4e0d\u542b\u8bed\u4e49\u7ea6\u675f<\/strong>\uff1a<ul><li>\u5982\u679c\u8f93\u5165\u4e2d\u542b\u6709\u80cc\u666f\u566a\u58f0\uff08\u5982\u4f1a\u8bae\u73af\u5883\uff09\uff0cCIF \u6a21\u5757\u53ef\u80fd\u5c06\u566a\u58f0\u89e3\u91ca\u4e3a\u6709\u610f\u4e49\u7684\u8bed\u97f3\u7279\u5f81\uff1b<\/li><li>\u5bfc\u81f4\u89e6\u53d1 \u03b1 \u2192 \u03b2 \u6761\u4ef6\u65f6\u201c\u9519\u8bef\u5730\u89e6\u53d1 token\u201d\uff0c\u4ea7\u751f\u865a\u5047\u8f93\u51fa\u3002<\/li><\/ul><\/li><\/ul>\n\n\n\n<ul><li>\u566a\u58f0\u73af\u5883\u4e0b WER\/CER \u660e\u663e\u4e0a\u5347\uff1b<\/li><li>\u65e0\u8bed\u97f3\u8f93\u5165\u65f6\u4ecd\u6709\u8f93\u51fa\uff08\u65e0\u6cd5\u6b63\u786e\u201c\u8f93\u51fa\u7a7a\u767d\u201d\uff09\u3002<\/li><\/ul>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<p>3. \u8bad\u7ec3\u5bf9\u76ee\u6807\u957f\u5ea6\u9ad8\u5ea6\u654f\u611f<\/p>\n\n\n\n<ul><li>CIF \u6a21\u5757\u9700\u9884\u6d4b token \u6570\u91cf\uff0c\u8bad\u7ec3\u65f6\u5fc5\u987b\u5f3a\u5236\u8c03\u8282 \u03b1 \u7684\u5f52\u4e00\u5316\uff0c\u4f7f token \u6570\u63a5\u8fd1 ground truth\uff1b<\/li><li>\u82e5\u76ee\u6807\u957f\u5ea6\u4f30\u8ba1\u4e0d\u51c6\uff0cDecoder \u4f1a\u6536\u4e0d\u5230\u8db3\u591f token embedding\uff0c\u5bfc\u81f4\u5b66\u4e60\u4e0d\u7a33\u5b9a<\/li><\/ul>\n\n\n\n<h2>\u539f\u59cbParaformer\uff1a<\/h2>\n\n\n\n<p>Encoder \u63d0\u53d6\u5e27\u7ea7\u8868\u793a\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-55.png\" alt=\"\" class=\"wp-image-27052\" width=\"373\" height=\"28\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-55.png 493w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-55-300x23.png 300w\" sizes=\"(max-width: 373px) 100vw, 373px\" \/><\/figure><\/div>\n\n\n\n<p>CIF \u751f\u6210 token embedding\uff1a\u4f7f\u7528 <strong>CIF\uff08Continuous Integrate-and-Fire\uff09<\/strong> \u6a21\u5757\u5c06\u5e27\u7ea7\u7279\u5f81\u805a\u5408\u4e3a token embedding \u5e8f\u5217\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-56.png\" alt=\"\" class=\"wp-image-27053\" width=\"365\" height=\"31\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-56.png 472w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-56-300x25.png 300w\" sizes=\"(max-width: 365px) 100vw, 365px\" \/><\/figure><\/div>\n\n\n\n<p>CIF \u4e2d\u6743\u91cd \u03b1 \u7684\u751f\u6210\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-57.png\" alt=\"\" class=\"wp-image-27055\" width=\"438\" height=\"24\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-57.png 565w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-57-300x16.png 300w\" sizes=\"(max-width: 438px) 100vw, 438px\" \/><\/figure><\/div>\n\n\n\n<p>Decoder \u5e76\u884c\u9884\u6d4b\uff1a<\/p>\n\n\n\n<p>\u4e3a\u4f7f\u9884\u6d4b\u957f\u5ea6 U\u2032U&#8217;U\u2032 \u5c3d\u53ef\u80fd\u63a5\u8fd1 ground truth \u957f\u5ea6 UUU\uff0c\u8bad\u7ec3\u65f6\u9700\u8981\u5bf9\u03b11:T\u200b \u505a\u5f52\u4e00\u5316\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-58.png\" alt=\"\" class=\"wp-image-27059\" width=\"175\" height=\"67\"\/><\/figure><\/div>\n\n\n\n<p>Decoder \u5e76\u884c\u9884\u6d4b\uff1aDecoder \u662f\u4e00\u4e2a <strong>\u53cc\u5411 Transformer<\/strong><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-59.png\" alt=\"\" class=\"wp-image-27061\" width=\"360\" height=\"34\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-59.png 456w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-59-300x28.png 300w\" sizes=\"(max-width: 360px) 100vw, 360px\" \/><\/figure><\/div>\n\n\n\n<p>Loss\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-60.png\" alt=\"\" class=\"wp-image-27064\" width=\"441\" height=\"45\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-60.png 795w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-60-300x31.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-60-768x79.png 768w\" sizes=\"(max-width: 441px) 100vw, 441px\" \/><\/figure><\/div>\n\n\n\n<h2>\u6539\u8fdb\uff1a<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-61.png\" alt=\"\" class=\"wp-image-27065\" width=\"261\" height=\"396\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-61.png 504w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-61-198x300.png 198w\" sizes=\"(max-width: 261px) 100vw, 261px\" \/><\/figure>\n\n\n\n<p>\u5229\u7528 CTC \u6a21\u5757\u6765\u83b7\u53d6 token embedding\uff0c\u4e8b\u5b9e\u8bc1\u660e\uff0c\u8be5\u6a21\u5757\u5177\u6709\u66f4\u597d\u7684\u591a\u8bed\u8a00\u9002\u5e94\u6027\u548c\u66f4\u5f3a\u7684\u6297\u566a\u6027\u3002<\/p>\n\n\n\n<p>\u4f7f\u7528 CTC \u6a21\u5757\u63d0\u53d6 Token Embedding\uff1a<\/p>\n\n\n\n<p>\u751f\u6210\u5e27\u7ea7 posterior\uff1a\u7c7b\u4f3c\u4e8e\u6807\u51c6 CTC \u89e3\u7801\u5934\uff0c\u5bf9\u6bcf\u4e00\u5e27\u8ba1\u7b97 token \u5206\u5e03\uff08\u542b blank\uff09<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-62.png\" alt=\"\" class=\"wp-image-27069\" width=\"297\" height=\"32\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-62.png 397w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-62-300x32.png 300w\" sizes=\"(max-width: 297px) 100vw, 297px\" \/><\/figure><\/div>\n\n\n\n<p>Greedy \u89e3\u7801\u5f97\u5230 token \u5e8f\u5217\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-63.png\" alt=\"\" class=\"wp-image-27070\" width=\"223\" height=\"33\"\/><\/figure><\/div>\n\n\n\n<p>\u6bcf\u4e00\u5e27\u53d6\u6700\u5927\u6982\u7387\u7684 token index\uff08\u53ef\u80fd\u542b blank \u548c\u91cd\u590d\uff09<\/p>\n\n\n\n<p>\u538b\u7f29 token \u5e8f\u5217\uff08Remove blanks &amp; merge repeats\uff09\uff1a<\/p>\n\n\n\n<p>\u5bf9\u91cd\u590d token \u5408\u5e76\u5e76\u5e73\u5747\u5176 posterior\uff0c\u5f97\u5230 token \u6570\u91cf\u4e3a U\u2032U&#8217;U\u2032 \u7684 embedding \u6982\u7387\u5e8f\u5217\uff0c\u53bb\u9664 blank\uff1b<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-64.png\" alt=\"\" class=\"wp-image-27073\" width=\"507\" height=\"29\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-64.png 736w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-64-300x18.png 300w\" sizes=\"(max-width: 507px) 100vw, 507px\" \/><\/figure><\/div>\n\n\n\n<p>\u6620\u5c04\u4e3a Token Embedding\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-65.png\" alt=\"\" class=\"wp-image-27074\" width=\"255\" height=\"30\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-65.png 361w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-65-300x35.png 300w\" sizes=\"(max-width: 255px) 100vw, 255px\" \/><\/figure><\/div>\n\n\n\n<p>\u5e76\u884c Decoder \u89e3\u7801\uff08Bidirectional\uff09\uff1a\uff08<strong>\u6ca1\u6709\u56e0\u679c\u63a9\u7801\uff08causal mask\uff09\u9650\u5236\u4e0a\u4e0b\u6587\u8bbf\u95ee<\/strong>\uff0c<strong>\u6bcf\u4e2a\u4f4d\u7f6e\u7684 token \u540c\u65f6\u5173\u6ce8\u5176\u5de6\u4fa7\u548c\u53f3\u4fa7\u6240\u6709\u4f4d\u7f6e<\/strong>\uff09<\/p>\n\n\n\n<p>CTC \u538b\u7f29\u540e\u7684\u957f\u5ea6 U\u2032U&#8217;U\u2032 \u548c\u771f\u5b9e token \u957f\u5ea6 UUU \u4e0d\u4e00\u81f4\uff0c\u5bfc\u81f4\u65e0\u6cd5\u76f4\u63a5\u8ba1\u7b97 CE Loss\uff0c\u89e3\u51b3\u65b9\u6cd5\uff1a\u4f7f\u7528 <strong>Viterbi \u5bf9\u9f50<\/strong> \u5c06 CTC posterior \u5bf9\u9f50\u5230 target\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-66.png\" alt=\"\" class=\"wp-image-27079\" width=\"568\" height=\"45\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-66.png 760w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-66-300x24.png 300w\" sizes=\"(max-width: 568px) 100vw, 568px\" \/><\/figure><\/div>\n\n\n\n<ul><li>\u5176\u4e2d A1:T\u200b \u662f Viterbi \u89e3\u7801\u5f97\u5230\u7684\u5e27\u4e0e token \u7684\u5bf9\u9f50\u5e8f\u5217\uff1b<\/li><li>\u8fd9\u6837\u751f\u6210\u7684\u538b\u7f29 posterior \u957f\u5ea6\u4e25\u683c\u7b49\u4e8e\u76ee\u6807\u957f\u5ea6 U\u3002<\/li><\/ul>\n\n\n\n<p>Paraformer-v2 \u540c\u65f6\u4f18\u5316\uff1a<\/p>\n\n\n\n<ul><li>Decoder \u8f93\u51fa\u4e0e\u76ee\u6807\u4e4b\u95f4\u7684 CE Loss\uff1b<\/li><li>Encoder \u8f93\u51fa\u4e0e\u76ee\u6807\u4e4b\u95f4\u7684 CTC Loss\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-67.png\" alt=\"\" class=\"wp-image-27082\" width=\"544\" height=\"29\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-67.png 847w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-67-300x16.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-67-768x42.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-67-825x46.png 825w\" sizes=\"(max-width: 544px) 100vw, 544px\" \/><\/figure>\n\n\n\n<h2>\u5b9e\u9a8c\u7ed3\u679c\uff1a<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-68.png\" alt=\"\" class=\"wp-image-27084\" width=\"657\" height=\"222\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-68.png 811w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-68-300x101.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-68-768x259.png 768w\" sizes=\"(max-width: 657px) 100vw, 657px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-69.png\" alt=\"\" class=\"wp-image-27085\" width=\"604\" height=\"602\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-69.png 939w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-69-300x300.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-69-150x150.png 150w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-69-768x766.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-69-120x120.png 120w\" sizes=\"(max-width: 604px) 100vw, 604px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"963\" height=\"343\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-70.png\" alt=\"\" class=\"wp-image-27086\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-70.png 963w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-70-300x107.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-70-768x274.png 768w\" sizes=\"(max-width: 963px) 100vw, 963px\" \/><\/figure>\n\n\n\n<h2>\u5b9e\u9645\u8bad\u7ec3\u7591\u95ee\uff1a<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"416\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-71-1024x416.png\" alt=\"\" class=\"wp-image-27088\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-71-1024x416.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-71-300x122.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-71-768x312.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-71.png 1248w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u4ee3\u7801\uff1ahttps:\/\/github.com\/NiniAndy\/Paraformer-V2 \u8bba\u6587\uff1ahttps:\/ &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2025\/06\/21\/paraformer-v2-an-improved-non-autoregressive-transformer-for-noise-robust-speech-recognition\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">Paraformer-v2: An improved non-autoregressive transformer for noise-robust speech recognition<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[9,38,34],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/27007"}],"collection":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/comments?post=27007"}],"version-history":[{"count":28,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/27007\/revisions"}],"predecessor-version":[{"id":27089,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/27007\/revisions\/27089"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=27007"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=27007"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=27007"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}