{"id":28604,"date":"2025-09-09T09:11:00","date_gmt":"2025-09-09T01:11:00","guid":{"rendered":"http:\/\/139.9.1.231\/?p=28604"},"modified":"2025-09-09T17:11:41","modified_gmt":"2025-09-09T09:11:41","slug":"wenetspeech-yue","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2025\/09\/09\/wenetspeech-yue\/","title":{"rendered":"WenetSpeech-Yue:\u5927\u89c4\u6a21\u7ca4\u8bed\u8bed\u97f3\u8bed\u6599\u5e93"},"content":{"rendered":"\n<p class=\"has-text-align-center\"><strong>\u8bba\u6587\u9898\u76ee\uff1aWenetSpeech-Yue: A Large-scale Cantonese Speech Corpus with Multi-dimensional Annotation<\/strong><\/p>\n\n\n\n<ul id=\"block-66e5eebb-cb93-459b-ac0c-55135f25e7fe\" class=\"has-light-gray-background-color has-background\"><li><strong>\u8bba\u6587\u9884\u5370\u7248\uff1a<\/strong>https:\/\/arxiv.org\/abs\/2509.03959<\/li><li><strong>\u4ed3\u5e93\u5730\u5740\uff1ahttps:\/\/github.com\/ASLP-lab\/WenetSpeech-Yue<\/strong><\/li><li><strong>Demo\u5c55\u793a\uff1a<\/strong>https:\/\/aslp-lab.github.io\/WenetSpeech-Yue\/<\/li><li><strong>WenetSpeech-Yue\u6570\u636e\u96c6\u5730\u5740\uff1ahttps:\/\/huggingface.co\/datasets\/ASLP-lab\/WenetSpeech-Yue<\/strong><\/li><li><strong>WSYue-ASR-eval:&nbsp;<\/strong>https:\/\/huggingface.co\/datasets\/ASLP-lab\/WSYue-ASR-eval<\/li><li><strong>WSYue-TTS-eval:&nbsp;<\/strong>https:\/\/huggingface.co\/datasets\/ASLP-lab\/WSYue-TTS-eval<\/li><li><strong>ASR\u6a21\u578b\u5730\u5740\uff1a<\/strong>https:\/\/huggingface.co\/ASLP-lab\/WSYue-ASR<\/li><li><strong>TTS\u6a21\u578b\u5730\u5740\uff1a<\/strong>https:\/\/huggingface.co\/ASLP-lab\/WSYue-TTS<\/li><\/ul>\n\n\n\n\n\n<h2><strong>\u80cc\u666f\u52a8\u673a<\/strong><\/h2>\n\n\n\n<p>\u8bed\u97f3\u7406\u89e3\u4e0e\u751f\u6210\u7684\u98de\u901f\u53d1\u5c55\u79bb\u4e0d\u5f00\u5927\u89c4\u6a21\u9ad8\u8d28\u91cf\u8bed\u97f3\u6570\u636e\u96c6\u7684\u63a8\u52a8\u3002\u5176\u4e2d\uff0c\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u548c\u8bed\u97f3\u5408\u6210\uff08TTS\uff09\u88ab\u516c\u8ba4\u4e3a\u6700\u9996\u8981\u7684\u4efb\u52a1\u3002\u4f46\u5bf9\u4e8e\u62e5\u6709\u7ea6 8490 \u4e07\u6bcd\u8bed\u4f7f\u7528\u8005\u7684\u7ca4\u8bed\u800c\u8a00\uff0c\u53d7\u9650\u4e8e\u6807\u6ce8\u8d44\u6e90\u532e\u4e4f\uff0c\u7814\u7a76\u8fdb\u5c55\u7f13\u6162\uff0cASR \u4e0e TTS \u7684\u8868\u73b0\u59cb\u7ec8\u4e0d\u5c3d\u5982\u4eba\u610f\u3002\u73b0\u6709\u516c\u5f00\u7684\u7ca4\u8bed\u8bed\u6599\u5e93\u5728\u89c4\u6a21\u3001\u98ce\u683c\u548c\u6807\u6ce8\u7ef4\u5ea6\u4e0a\u666e\u904d\u5b58\u5728\u4e0d\u8db3\u3002\u4f8b\u5982 Common Voice \u548c MDCC \u7b49\u9879\u76ee\u8fc7\u5ea6\u4f9d\u8d56\u4eba\u5de5\u6807\u6ce8\uff0c\u4ec5\u80fd\u63d0\u4f9b\u5c0f\u89c4\u6a21\u6570\u636e\uff1b\u8bc4\u6d4b\u96c6\u5927\u591a\u5c40\u9650\u4e8e\u77ed\u53e5\uff0c\u7f3a\u4e4f\u5bf9\u590d\u6742\u8bed\u8a00\u73b0\u8c61\u7684\u8986\u76d6\u3002\u540c\u65f6\uff0c\u8fd9\u4e9b\u8bed\u6599\u5f80\u5f80\u53ea\u63d0\u4f9b\u8bed\u97f3-\u6587\u672c\u5bf9\u9f50\u4fe1\u606f\uff0c\u7f3a\u4e4f\u8bf4\u8bdd\u4eba\u5c5e\u6027\u6216\u58f0\u5b66\u8d28\u91cf\u7b49\u5143\u6570\u636e\uff0c\u6781\u5927\u9650\u5236\u4e86\u5176\u5728\u81ea\u76d1\u7763\u5b66\u4e60\u3001\u98ce\u683c\u5efa\u6a21\u548c\u591a\u4efb\u52a1\u8bad\u7ec3\u4e2d\u7684\u5e94\u7528\uff0c\u5bfc\u81f4\u4e3b\u6d41 ASR \u4e0e TTS \u7cfb\u7edf\u5728\u7ca4\u8bed\u4efb\u52a1\u4e0a\u8868\u73b0\u6b20\u4f73\uff0c\u5e76\u5728\u771f\u5b9e\u573a\u666f\u4e2d\u6cdb\u5316\u80fd\u529b\u4e0d\u8db3\u3002<\/p>\n\n\n\n<p>\u4e3a\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898\uff0c\u897f\u5317\u5de5\u4e1a\u5927\u5b66\u97f3\u9891\u8bed\u97f3\u4e0e\u8bed\u8a00\u5904\u7406\u7814\u7a76\u7ec4\uff08ASLP@NPU\uff09\u8054\u5408<strong>\u4e2d\u56fd\u7535\u4fe1\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u9662\u3001\u5e0c\u5c14\u8d1d\u58f3\u3001\u9999\u6e2f\u79d1\u6280\u5927\u5b66\u548cWenet\u5f00\u6e90\u793e\u533a<\/strong>\uff0c\u63d0\u51fa\u4e86&nbsp;<strong>WenetSpeech-Pipe<\/strong>&nbsp;\u2014\u2014\u4e00\u4e2a\u9762\u5411\u8bed\u97f3\u7406\u89e3\u4e0e\u751f\u6210\u3001\u652f\u6301\u591a\u7ef4\u5ea6\u6807\u6ce8\u7684\u5927\u89c4\u6a21\u8bed\u97f3\u8bed\u6599\u6784\u5efa\u4e00\u4f53\u5316\u6d41\u7a0b\u3002\u8be5\u6d41\u7a0b\u5305\u542b\u516d\u4e2a\u6a21\u5757\uff1a\u97f3\u9891\u91c7\u96c6\u3001\u8bf4\u8bdd\u4eba\u5c5e\u6027\u6807\u6ce8\u3001\u8bed\u97f3\u8d28\u91cf\u6807\u6ce8\u3001\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\u3001\u6587\u672c\u540e\u5904\u7406\u4e0e\u8bc6\u522b\u7ed3\u679c\u6295\u7968\uff0c\u80fd\u591f\u751f\u6210\u4e30\u5bcc\u4e14\u9ad8\u8d28\u91cf\u7684\u6807\u6ce8\u3002\u57fa\u4e8e\u8be5\u6d41\u7a0b\uff0c\u6784\u5efa\u5e76\u53d1\u5e03\u4e86&nbsp;<strong>WenetSpeech-Yue<\/strong>&nbsp;\u2014\u2014\u9996\u4e2a\u5927\u89c4\u6a21\u7ca4\u8bed\u591a\u7ef4\u6807\u6ce8\u8bed\u97f3\u8bed\u6599\u5e93\uff0c\u6db5\u76d6 21800 \u5c0f\u65f6\u300110 \u5927\u9886\u57df\u7684\u7ca4\u8bed\u8bed\u97f3\u6570\u636e\uff0c\u5e76\u5305\u542b ASR \u8f6c\u5f55\u3001\u6587\u672c\u7f6e\u4fe1\u5ea6\u3001\u8bf4\u8bdd\u4eba\u8eab\u4efd\u3001\u5e74\u9f84\u3001\u6027\u522b\u3001\u8bed\u97f3\u8d28\u91cf\u8bc4\u5206\u7b49\u591a\u79cd\u6807\u6ce8\u4fe1\u606f\u3002\u540c\u65f6\uff0c\u6211\u4eec\u8fd8\u53d1\u5e03\u4e86&nbsp;<strong>WSYue-eval<\/strong>\uff0c\u8fd9\u662f\u4e00\u4e2a\u5168\u9762\u7684\u7ca4\u8bed\u8bc4\u6d4b\u57fa\u51c6\uff0c\u5305\u542b\u4e24\u4e2a\u90e8\u5206\uff1a<strong>WSYue-ASR-eval<\/strong>\uff08\u4eba\u5de5\u6807\u6ce8\u96c6\uff0c\u7528\u4e8e\u8bc4\u6d4b\u77ed\u53e5\/\u957f\u53e5\u3001\u7ca4\u82f1\u8f6c\u6362\u53ca\u591a\u6837\u58f0\u5b66\u6761\u4ef6\u4e0b\u7684 ASR \u6027\u80fd\uff09\uff0c\u4ee5\u53ca&nbsp;<strong>WSYue-TTS-eval<\/strong>\uff08\u57fa\u7840\u4e0e\u8986\u76d6\u5b50\u96c6\uff0c\u7528\u4e8e\u6807\u51c6\u6d4b\u8bd5\u4e0e\u6cdb\u5316\u80fd\u529b\u6d4b\u8bd5\uff09\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u57fa\u4e8e WenetSpeech-Yue \u8bad\u7ec3\u7684\u6a21\u578b\u5728\u7ca4\u8bed ASR \u4e0e TTS \u4efb\u52a1\u4e2d\u8868\u73b0\u4f18\u5f02\uff0c\u6027\u80fd\u8d85\u8d8a\u6700\u5148\u8fdb\uff08SOTA\uff09\u7684\u7cfb\u7edf\uff0c\u5e76\u4e0e\u5546\u4e1a\u7cfb\u7edf\u76f8\u5ab2\u7f8e\uff0c\u51f8\u663e\u4e86\u8be5\u6570\u636e\u96c6\u4e0e\u6d41\u7a0b\u7684\u91cd\u8981\u4ef7\u503c\u3002<\/p>\n\n\n\n<h2><strong>WenetSpeech-Pipe<\/strong><\/h2>\n\n\n\n<p>&nbsp;WenetSpeech-Pipe \u6846\u67b6\u5982\u56fe \u6240\u793a\uff0c\u7531\u516d\u4e2a\u6a21\u5757\u7ec4\u6210\uff1a<strong>(A) \u97f3\u9891\u91c7\u96c6\uff0c(B) \u8bf4\u8bdd\u4eba\u5c5e\u6027\u6807\u6ce8\uff0c(C) \u8bed\u97f3\u8d28\u91cf\u6807\u6ce8\uff0c(D) \u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff0c(E) \u6587\u672c\u540e\u5904\u7406\uff0c\u4ee5\u53ca (F) \u8bc6\u522b\u7ed3\u679c\u6295\u7968\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"510\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-5-1024x510.png\" alt=\"\" class=\"wp-image-28612\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-5-1024x510.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-5-300x149.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-5-768x382.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-5.png 1039w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u97f3\u9891\u91c7\u96c6\uff1a<\/strong>&nbsp;WenetSpeech-Pipe \u9996\u5148\u4ece\u591a\u4e2a\u9886\u57df\uff08\u5982\u6545\u4e8b\u3001\u5f71\u89c6\u3001\u8bc4\u8bba\u3001Vlog\u3001\u7f8e\u98df\u3001\u5a31\u4e50\u3001\u65b0\u95fb\u548c\u6559\u80b2\uff09\u5927\u89c4\u6a21\u91c7\u96c6\u771f\u5b9e\u8bed\u97f3\u6570\u636e\u3002\u7531\u4e8e\u539f\u59cb\u5f55\u97f3\u591a\u4e3a\u51e0\u5341\u5206\u949f\u81f3\u6570\u5c0f\u65f6\u7684\u957f\u97f3\u9891\uff0c\u4e0d\u9002\u5408\u76f4\u63a5\u7528\u4e8e\u6a21\u578b\u8bad\u7ec3\u6216\u5bf9\u9f50\uff0c\u56e0\u6b64\u7cfb\u7edf\u901a\u8fc7\u8bed\u97f3\u6d3b\u52a8\u68c0\u6d4b\uff08VAD\uff09\u81ea\u52a8\u5207\u5206\u4e3a\u77ed\u97f3\u9891\u7247\u6bb5\uff0c\u4ece\u800c\u751f\u6210\u53ef\u7528\u4e8e\u8f6c\u5199\u548c\u8d28\u91cf\u8bc4\u4f30\u7684\u8bed\u53e5\u7ea7\u6570\u636e\uff0c\u4e3a\u540e\u7eed\u5904\u7406\u5960\u5b9a\u57fa\u7840\u3002<\/p>\n\n\n\n<p><strong>\u8bf4\u8bdd\u4eba\u5c5e\u6027\u6807\u6ce8\uff1a<\/strong>\u4e3a\u4e86\u4e30\u5bcc\u6570\u636e\u96c6\uff0c\u4f7f\u5176\u5177\u5907\u591a\u8bf4\u8bdd\u4eba\u5efa\u6a21\u548c\u98ce\u683c\u611f\u77e5\u5408\u6210\u6240\u9700\u7684\u8bf4\u8bdd\u4eba\u7ea7\u522b\u5143\u6570\u636e\uff0cWenetSpeech-Pipe \u5f15\u5165\u4e86 <strong>\u8bf4\u8bdd\u4eba\u5c5e\u6027\u6807\u6ce8\u9636\u6bb5<\/strong>\u3002\u9996\u5148\uff0c\u5229\u7528<strong> pyannote \u5de5\u5177\u5305<\/strong> \u8fdb\u884c\u8bf4\u8bdd\u4eba\u5206\u79bb\uff0c\u4e3a\u540c\u4e00\u5f55\u97f3\u4e2d\u7684\u77ed\u7247\u6bb5\u5206\u914d\u5c40\u90e8\u8bf4\u8bdd\u4eba\u6807\u7b7e\uff0c<strong>\u5b9e\u73b0\u5f55\u97f3\u5185\u7684\u8bf4\u8bdd\u4eba\u533a\u5206<\/strong>\u3002<br>\u5176\u6b21\uff0c\u5229\u7528<strong> Vox-Profile\u5bf9\u6bcf\u4e2a\u7247\u6bb5\u7684\u8bf4\u8bdd\u4eba\u8fdb\u884c\u5e74\u9f84\u548c\u6027\u522b\u4f30\u8ba1<\/strong>\uff0c\u4ece\u800c\u751f\u6210\u8bf4\u8bdd\u4eba\u5c5e\u6027\u6ce8\u91ca\u3002\u8be5\u6d41\u7a0b\u6700\u7ec8\u5f97\u5230\u5e26\u6709<strong>\u8bf4\u8bdd\u4eba\u8eab\u4efd\u3001\u5e74\u9f84\u548c\u6027\u522b\u4fe1\u606f\u7684\u8bed\u53e5\u7ea7\u7247\u6bb5\uff0c\u5f62\u6210\u591a\u7ef4\u5ea6\u7684\u5143\u6570\u636e\uff0c\u6709\u52a9\u4e8e\u76d1\u7763\u5efa\u6a21\u548c\u53ef\u63a7\u98ce\u683c\u7684\u8bed\u97f3\u5efa\u6a21<\/strong><\/p>\n\n\n\n<p><strong>\u8bed\u97f3\u8d28\u91cf\u6807\u6ce8\uff1a<\/strong>WenetSpeech-Pipe \u5728\u8bed\u97f3\u8d28\u91cf\u8bc4\u4f30\u9636\u6bb5\u7ed3\u5408\u4e09\u79cd\u65b9\u6cd5\uff1a<strong>Brouhaha \u8ba1\u7b97\u4fe1\u566a\u6bd4\u3001DNSMOS \u9884\u6d4b\u4e3b\u89c2\u8d28\u91cf\u5206\u3001\u5e26\u5bbd\u68c0\u6d4b\u5206\u6790\u9891\u8c31\u7279\u6027<\/strong>\uff0c\u4ece\u800c\u4e3a\u6bcf\u4e2a\u7247\u6bb5\u751f\u6210\u5305\u542b SNR\u3001MOS \u4e0e\u9891\u8c31\u53c2\u8003\u7684\u7ed3\u6784\u5316\u8d28\u91cf\u6807\u6ce8\uff0c\u652f\u6491\u9ad8\u4fdd\u771f\u8bed\u97f3\u5efa\u6a21\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><strong>ps<\/strong>\uff1a\u5173\u4e8e <strong>Brouhaha<\/strong>: multi-task training for voice activity detection, speech-to-noise ratio, and C50 room acoustics estimation\uff1a\n\u4ee3\u7801\uff1ahttps:\/\/github.com\/marianne-m\/brouhaha-vad\n\u7ed9\u5b9a\u4e00\u4e2a\u97f3\u9891\u7247\u6bb5\uff0cBrouhaha \u53ef\u4ee5\u63d0\u53d6\uff1a\u8bed\u97f3\/\u975e\u8bed\u97f3\u7247\u6bb5\uff0c\u8bed\u97f3\u566a\u58f0\u6bd4 (SNR)\uff0cC50\uff0c\u6d4b\u91cf\u73af\u5883\u6df7\u54cd\u7a0b\u5ea6\u3002\n\n<strong>DNSMOS<\/strong>\uff1a\u57fa\u4e8e\u591a\u9636\u6bb5\u81ea\u6211\u5b66\u4e60\uff08multi-stage self-teaching\uff09 \u7684\u65e0\u53c2\u8003\u611f\u77e5\u5ba2\u89c2\u6307\u6807\uff1aDNSMOS\uff0c\u7528\u6765\u8bc4\u4f30\u566a\u58f0\u6291\u5236\u6a21\u578b\u7684\u8bed\u97f3\u8d28\u91cf\u3002\u57fa\u4e8e CNN\uff1b\u8f93\u5165\u4e3a\u8bed\u97f3\u9891\u8c31\uff1b\u8bad\u7ec3\u4ee5\u4eba\u7c7b\u4e3b\u89c2\u8bc4\u5206\u4e3a\u76ee\u6807\uff0c\u91c7\u7528\u81ea\u6211\u5b66\u4e60\u63d0\u5347\u6027\u80fd.<\/pre>\n\n\n\n<p><strong>\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff1a<\/strong>\u5355\u4e00 ASR \u7cfb\u7edf\u901a\u5e38\u4f1a\u56e0\u67b6\u6784\u9650\u5236\u3001\u8bad\u7ec3\u6570\u636e\u4e0d\u8db3\u6216\u9886\u57df\u4e0d\u5339\u914d\u800c\u8868\u73b0\u51fa\u7cfb\u7edf\u6027\u504f\u5dee\u548c\u9519\u8bef\u6a21\u5f0f\u3002\u4e3a\u4e86\u7f13\u89e3\u8fd9\u4e9b\u95ee\u9898\u5e76\u63d0\u5347\u8f6c\u5199\u53ef\u9760\u6027\uff0cWenetSpeech-Pipe \u91c7\u7528 <strong>\u591a\u7cfb\u7edf\u96c6\u6210\u8bc6\u522b<\/strong> \u65b9\u6cd5\uff0c\u7ed3\u5408\u4e0d\u540c\u7684\u8bc6\u522b\u8303\u5f0f\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6bcf\u4e2a\u97f3\u9891\u7247\u6bb5\u4f1a\u88ab <strong>\u72ec\u7acb\u8f93\u5165\u5230\u4e09\u4e2a\u9ad8\u6027\u80fd\u7ca4\u8bed ASR \u7cfb\u7edf<\/strong>\uff1a\u5f00\u6e90\u6a21\u578b SenseVoice\u3001Whisper\uff0c\u4ee5\u53ca\u5546\u7528\u7cfb\u7edf TeleASR\u3002\u8fd9\u4e9b\u7cfb\u7edf\u5728\u67b6\u6784\u3001\u8bad\u7ec3\u6570\u636e\u548c\u4f18\u5316\u76ee\u6807\u4e0a\u5404\u4e0d\u76f8\u540c\uff0c\u56e0\u6b64\u80fd\u591f\u5f62\u6210\u4e92\u8865\u7684\u9519\u8bef\u5206\u5e03\u548c\u591a\u6837\u7684\u8bed\u8a00\u5047\u8bbe\u3002\u6700\u7ec8\u8f93\u51fa\u4e3a\u6bcf\u6761\u8bed\u53e5\u7684\u4e09\u4efd\u5e76\u884c\u8f6c\u5199\uff0c\u4f5c\u4e3a\u540e\u7eed\u878d\u5408\u4e0e\u4f18\u5316\u7684\u57fa\u7840\u8f93\u5165\u3002<\/p>\n\n\n\n<p><strong>\u6587\u672c\u540e\u5904\u7406\uff1a<\/strong>WenetSpeech-Pipe \u901a\u8fc7\u6587\u672c\u540e\u5904\u7406\u7edf\u4e00\u591a\u7cfb\u7edf\u8f6c\u5199\u7ed3\u679c\uff1a<strong>\u4f7f\u7528 OpenCC \u7e41\u8f6c\u7b80\uff0c\u53bb\u9664\u7b26\u53f7\u4e0e\u6807\u7b7e\uff0c\u89c4\u8303\u6570\u5b57\u548c\u65e5\u671f\u683c\u5f0f\uff0c\u5e76\u5728\u4e2d\u82f1\u6587\u95f4\u52a0\u7a7a\u683c\u3002<\/strong>\u8fd9\u6837\u751f\u6210\u7684\u89c4\u8303\u5316\u8f6c\u5199\u786e\u4fdd ROVER \u878d\u5408\u65f6\u4e0d\u4f1a\u53d7\u8868\u5c42\u5dee\u5f02\u5e72\u6270\u3002<\/p>\n\n\n\n<ul><li>\u4f7f\u7528 OpenCC <strong>\u5c06\u7e41\u4f53\u5b57\u7edf\u4e00\u8f6c\u6362\u4e3a\u7b80\u4f53\u5b57<\/strong>\uff1b<\/li><li><strong>\u53bb\u9664\u6240\u6709\u6807\u70b9\u548c\u7279\u6b8a\u7b26\u53f7<\/strong>\uff1b<\/li><li><strong>\u57fa\u4e8e\u89c4\u5219\u91cd\u5199\u7edf\u4e00\u6570\u5b57\u4e0e\u65e5\u671f\u8868\u8fbe<\/strong>\uff1b<\/li><li><strong>\u5728\u7ca4\u8bed\u4e0e\u82f1\u8bed\u5355\u8bcd\u4e4b\u95f4\u63d2\u5165\u7a7a\u683c\uff0c\u4fbf\u4e8e\u53cc\u8bed\u5efa\u6a21\u3002<\/strong><\/li><\/ul>\n\n\n\n<p>\u7ecf\u8fc7\u4e0a\u8ff0\u6b65\u9aa4\uff0c\u7cfb\u7edf\u83b7\u5f97\u4e86\u8de8\u4e09\u5957 ASR \u7684\u6807\u51c6\u5316\u8f6c\u5199\uff0c\u4f5c\u4e3a ROVER \u6a21\u5757\u7684\u9c81\u68d2\u8f93\u5165\uff0c\u907f\u514d\u8868\u5c42\u5dee\u5f02\u5e72\u6270\u8bed\u97f3\u4e0e\u8bcd\u6c47\u5c42\u9762\u5bf9\u9f50\u3002<\/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\/09\/image-6.png\" alt=\"\" class=\"wp-image-28633\" width=\"369\" height=\"232\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-6.png 567w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-6-300x189.png 300w\" sizes=\"(max-width: 369px) 100vw, 369px\" \/><\/figure><\/div>\n\n\n\n<div class=\"wp-block-columns\">\n<div class=\"wp-block-column\" style=\"flex-basis:33.33%\">\n<p>\u4e3a\u4e86\u786e\u4fdd\u4e0d\u540c ASR \u7cfb\u7edf\u4e4b\u95f4\u7684\u8f6c\u5199\u683c\u5f0f\u4e00\u81f4\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u96c6\u6210\u7684\u6587\u672c\u540e\u5904\u7406\u6846\u67b6\uff0c\u5305\u542b\u56db\u4e2a\u5173\u952e\u64cd\u4f5c\uff1a<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column\" style=\"flex-basis:33.33%\">\n<ol><li><strong>\u6807\u70b9\u53bb\u9664<\/strong>\uff1a\u901a\u8fc7\u6b63\u5219\u8868\u8fbe\u5f0f\u5339\u914d\uff0c<strong>\u5220\u9664\u7b26\u53f7\u7c7b\u5b57\u7b26<\/strong>\uff1b<\/li><li><strong>\u7e41\u8f6c\u7b80<\/strong>\uff1a\u5229\u7528 OpenCC \u5e93\u5b9e\u73b0\u7e41\u4f53\u5230\u7b80\u4f53\u7684\u8f6c\u6362\uff1b<\/li><li><strong>\u6587\u672c\u89c4\u8303\u5316<\/strong>\uff1a\u4f7f\u7528 an2cn \u5de5\u5177\u8fdb\u884c\u6570\u5b57\u7684\u6807\u51c6\u5316\u8f6c\u6362\uff1b<\/li><li><strong>\u5408\u7406\u5206\u8bcd<\/strong>\uff1a\u501f\u52a9 Pangu \u5de5\u5177\u5b9e\u73b0\u6070\u5f53\u7684\u8bcd\u95f4\u7a7a\u683c\u3002<\/li><\/ol>\n<\/div>\n\n\n\n<div class=\"wp-block-column\" style=\"flex-basis:33.33%\">\n<p>\u8fd9\u56db\u4e2a\u6b65\u9aa4\u5171\u540c\u4f5c\u7528\uff0c\u80fd\u591f\u5728\u4e0d\u540c ASR \u7cfb\u7edf\u8f93\u51fa\u5b58\u5728\u5dee\u5f02\u7684\u60c5\u51b5\u4e0b\uff0c\u4fdd\u8bc1\u751f\u6210\u6807\u51c6\u5316\u7684\u6587\u672c\u683c\u5f0f\u3002<\/p>\n<\/div>\n<\/div>\n\n\n\n<p><strong>\u8bc6\u522b\u7ed3\u679c\u6295\u7968\uff1a<\/strong>\u867d\u7136\u6587\u672c\u540e\u5904\u7406\u7edf\u4e00\u4e86\u8f6c\u5199\u8868\u5c42\u5f62\u5f0f\uff0c\u4f46\u5728\u8bcd\u6c47\u9009\u62e9\u3001\u5206\u8bcd\u548c\u97f3\u7d20\u8868\u793a\u4e0a\u4ecd\u5b58\u5728\u5dee\u5f02\u3002\u4e3a\u4e86\u5f97\u5230\u7edf\u4e00\u4e14\u9ad8\u7cbe\u5ea6\u7684\u53c2\u8003\u8f6c\u5199\uff0cWenetSpeech-Pipe \u91c7\u7528\u4e86 <strong>ROVER (Recognizer Output Voting Error Reduction)<\/strong> \u6846\u67b6 \uff0c\u901a\u8fc7\u591a\u7cfb\u7edf\u6295\u7968\u63d0\u5347\u8f6c\u5199\u7cbe\u5ea6\u3002<\/p>\n\n\n\n<p>\u5728\u5b9e\u73b0\u4e0a\uff0c\u6807\u51c6 ROVER \u6d41\u6c34\u7ebf\u88ab\u6269\u5c55\u4ee5\u66f4\u597d\u5730\u9002\u5e94\u7ca4\u8bed\uff1a<\/p>\n\n\n\n<ul><li>\u4f7f\u7528\u52a8\u6001\u89c4\u5212\u5bf9\u4e09\u5957\u7cfb\u7edf\u7684\u8f6c\u5199\u7ed3\u679c\u8fdb\u884c\u5bf9\u9f50\uff1b<\/li><li>\u5f15\u5165\u5019\u9009\u8fc7\u6ee4\u6a21\u5757\uff0c\u8ba1\u7b97\u67d0\u7cfb\u7edf\u8f93\u51fa\u4e0e\u5176\u4f59\u4e24\u5957\u5e73\u5747\u8f6c\u5199\u7684\u7f16\u8f91\u8ddd\u79bb\uff0c\u82e5\u8d85\u8fc7\u9608\u503c\u5219\u5254\u9664\u8be5\u7cfb\u7edf\u7ed3\u679c\uff1b<\/li><li>\u5728\u6bcf\u4e2a\u5bf9\u9f50\u4f4d\u7f6e\uff0c\u9009\u62e9\u6700\u5e38\u51fa\u73b0\u7684\u8bcd\uff0c\u5e76\u5c06\u6574\u4f53\u6295\u7968\u9891\u7387\u4f5c\u4e3a\u8bed\u53e5\u7ea7\u7f6e\u4fe1\u5ea6\uff1b<\/li><li>\u5e76\u884c\u5f15\u5165 <strong>\u57fa\u4e8e\u62fc\u97f3\u7684\u6295\u7968<\/strong>\uff0c\u7ed3\u5408\u5b57\u7b26\u7ea7\u6295\u7968\uff0c\u4fdd\u8bc1\u97f3\u7d20\u4e00\u81f4\u6027\u3002<\/li><\/ul>\n\n\n\n<p>\u4e3a\u8fdb\u4e00\u6b65\u63d0\u9ad8\u8f6c\u5199\u51c6\u786e\u7387\uff0c\u7cfb\u7edf\u5f15\u5165 <strong>\u5927\u8bed\u8a00\u6a21\u578b Qwen3-4B<\/strong>\uff0c\u5728<strong>\u5171\u8bc6\u8f93\u51fa\u7684\u57fa\u7840\u4e0a\u8fdb\u884c\u6700\u5c0f\u5316\u7684\u4e0a\u4e0b\u6587\u611f\u77e5\u4fee\u6b63\uff0c\u4ec5\u5728\u8bed\u6cd5\u3001\u7528\u8bcd\u6216\u547d\u540d\u5b9e\u4f53\u65b9\u9762\u505a\u5fc5\u8981\u8c03\u6574\uff0c\u4fdd\u6301\u53e3\u8bed\u5185\u5bb9\u7684\u5b8c\u6574\u6027\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u5b57\u7ea7\u522b\u65f6\u95f4\u6233\u5bf9\u9f50\uff1a<\/strong>\u6700\u540e\uff0c<strong>\u4f7f\u7528\u9884\u8bad\u7ec3\u58f0\u5b66\u6a21\u578b\u5728\u5b57\u7b26\u7ea7\u522b\u4e0a\u5f3a\u5236\u5bf9\u9f50\u4fee\u6b63\u540e\u7684\u8f6c\u5199\u4e0e\u539f\u59cb\u97f3\u9891<\/strong>\uff0c\u4ece\u800c<strong>\u83b7\u5f97\u7cbe\u786e\u7684\u9010\u5b57\u7b26\u65f6\u95f4\u6233<\/strong>\uff0c<strong>\u652f\u6301\u66f4\u7cbe\u7ec6\u7684\u8bed\u97f3\u5904\u7406\u548c\u4e0b\u6e38\u4efb\u52a1<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"937\" height=\"895\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-7.png\" alt=\"\" class=\"wp-image-28636\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-7.png 937w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-7-300x287.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-7-768x734.png 768w\" sizes=\"(max-width: 937px) 100vw, 937px\" \/><\/figure>\n\n\n\n<p><strong>Meta Data Example<\/strong>:<\/p>\n\n\n\n<p>\u5c06\u6240\u6709\u97f3\u9891\u7684\u5143\u6570\u636e\u4ee5\u6807\u51c6\u5316\u7684 JSON \u683c\u5f0f\u8fdb\u884c\u5b58\u50a8\u3002\u6838\u5fc3\u5b57\u6bb5\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"has-light-gray-background-color has-background\"><li><strong>utt_id<\/strong>\uff08<strong>\u6bcf\u4e2a\u97f3\u9891\u7247\u6bb5\u7684\u552f\u4e00\u6807\u8bc6\u7b26<\/strong>\uff09\u3001<\/li><li><strong>rover_result<\/strong>\uff08<strong>\u6765\u81ea\u4e09\u4e2a ASR \u8f6c\u5199\u7ed3\u679c\u7684 ROVER \u878d\u5408\u7ed3\u679c<\/strong>\uff09\u3001<\/li><li><strong>confidence<\/strong>\uff08<strong>\u6587\u672c\u8f6c\u5199\u7684\u7f6e\u4fe1\u5ea6\u5206\u6570<\/strong>\uff09\u3001<\/li><li><strong>jyutping_confidence<\/strong>\uff08<strong>\u7ca4\u8bed\u62fc\u97f3\u8f6c\u5199\u7684\u7f6e\u4fe1\u5ea6\u5206\u6570<\/strong>\uff09\u3001<\/li><li><strong>duration<\/strong>\uff08<strong>\u97f3\u9891\u65f6\u957f<\/strong>\uff09\u3002<\/li><\/ul>\n\n\n\n<p>\u8bf4\u8bdd\u4eba\u5c5e\u6027\uff08Speaker attributes\uff09\u5305\u542b\u53c2\u6570\uff1a<strong>speaker_id<\/strong>\u3001<strong>\u6027\u522b\uff08gender\uff09\u548c\u5e74\u9f84\uff08age\uff09<\/strong>\u3002\u97f3\u9891\u8d28\u91cf\u8bc4\u4f30\u6307\u6807\u5305\u62ec\u4e13\u4e1a\u6d4b\u91cf\u9879\uff1a<strong>\u91c7\u6837\u7387\uff08sample_rate\uff09<\/strong>\u3001<strong>DNSMOS<\/strong> \u548c <strong>SNR<\/strong>\u3002\u65f6\u95f4\u6233\u4fe1\u606f\uff08timestamp\uff09\u7cbe\u786e\u8bb0\u5f55\u4e86<strong>\u8d77\u59cb\u65f6\u95f4\uff08start\uff09\u548c\u7ed3\u675f\u65f6\u95f4\uff08end\uff09<\/strong>\u3002\u6b64\u5916\uff0c\u5728 <strong>meta_info<\/strong> \u5b57\u6bb5\u4e0b\u8fd8\u6269\u5c55\u4e86\u66f4\u591a\u5143\u6570\u636e\uff0c\u5305\u62ec\uff1a<strong>program<\/strong>\uff08\u8282\u76ee\u540d\u79f0\uff09\u3001<strong>region<\/strong>\uff08\u5730\u7406\u4fe1\u606f\uff09\u3001<strong>link<\/strong>\uff08\u539f\u59cb\u5185\u5bb9\u94fe\u63a5\uff09\u3001\u4ee5\u53ca <strong>domain<\/strong>\uff08\u9886\u57df\u5206\u7c7b\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"838\" height=\"1006\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-8.png\" alt=\"\" class=\"wp-image-28637\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-8.png 838w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-8-250x300.png 250w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-8-768x922.png 768w\" sizes=\"(max-width: 838px) 100vw, 838px\" \/><\/figure>\n\n\n\n<h2><strong>WenetSpeech-Yue<\/strong><\/h2>\n\n\n\n<h3><strong>\u6570\u636e\u96c6\u5206\u5e03<\/strong><\/h3>\n\n\n\n<p><strong>\u5143\u6570\u636e\uff1a<\/strong>\u6240\u6709\u5143\u6570\u636e\u5b58\u50a8\u5728\u5355\u4e00 JSON \u6587\u4ef6\u4e2d\uff0c\u5b57\u6bb5\u5305\u62ec\u97f3\u9891\u8def\u5f84\u3001\u65f6\u957f\u3001\u6587\u672c\u7f6e\u4fe1\u5ea6\u3001\u8bf4\u8bdd\u4eba\u8eab\u4efd\u3001<strong>\u4fe1\u566a\u6bd4\uff08SNR\uff09\u3001DNSMOS \u5206\u6570<\/strong>\u3001\u5e74\u9f84\u3001\u6027\u522b\u4ee5\u53ca<strong>\u5b57\u7b26\u7ea7\u65f6\u95f4\u6233<\/strong>\u3002\u8fd9\u4e9b\u5b57\u6bb5\u5177\u6709\u53ef\u6269\u5c55\u6027\uff0c\u672a\u6765\u53ef\u8fdb\u4e00\u6b65\u52a0\u5165\u65b0\u7684\u6807\u7b7e\u3002<\/p>\n\n\n\n<p><strong>\u9886\u57df\u5206\u5e03\uff1a<\/strong>WenetSpeech-Yue \u7684\u8bed\u6599\u6765\u6e90\u5927\u81f4\u6db5\u76d6\u5341\u4e2a\u9886\u57df\uff1a\u6545\u4e8b\u3001\u5a31\u4e50\u3001\u620f\u5267\u3001\u6587\u5316\u3001Vlog\u3001\u8bc4\u8bba\u3001\u6559\u80b2\u3001\u64ad\u5ba2\u3001\u65b0\u95fb\u53ca\u5176\u4ed6\uff0c\u5177\u4f53\u5206\u5e03\u5982\u56fe2\u6240\u793a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"846\" height=\"475\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-9.png\" alt=\"\" class=\"wp-image-28642\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-9.png 846w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-9-300x168.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-9-768x431.png 768w\" sizes=\"(max-width: 846px) 100vw, 846px\" \/><\/figure>\n\n\n\n<p><strong>\u65f6\u957f\u5206\u5e03\uff1a<\/strong>\u6574\u4e2a\u8bed\u6599\u5e93\u5171\u5305\u542b<strong> 21,800<\/strong> \u5c0f\u65f6\u97f3\u9891\uff0c\u65e2\u5305\u62ec\u957f\u5f55\u97f3\u4e5f\u5305\u62ec\u77ed\u7247\u6bb5\uff0c\u5207\u5206\u540e<strong>\u5e73\u5747\u65f6\u957f\u4e3a 11.40 \u79d2\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u7f6e\u4fe1\u5ea6\uff1a<\/strong>\u6211\u4eec\u4ec5\u4fdd\u7559\u6587\u672c\u7f6e\u4fe1\u5ea6\u9ad8\u4e8e 0.6 \u7684\u6807\u6ce8\uff0c\u5e76\u6839\u636econfidence\u533a\u95f4\u5212\u5206\u4e3a\u4e09\u7c7b\uff1a<strong>\u5f3a\u6807\u6ce8\uff08confidence> 0.9\uff0c6,771.43 \u5c0f\u65f6\uff09\u3001\u4e2d\u7b49\u6807\u6ce8\uff080.8 ~ 0.9\uff0c10,615.02 \u5c0f\u65f6\uff09\u548c\u5f31\u6807\u6ce8\uff080.6 ~ 0.8\uff0c4,488.13 \u5c0f\u65f6\uff09\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u8bed\u97f3\u8d28\u91cf\uff1a<\/strong>\u6211\u4eec\u8bc4\u4f30\u4e86\u8bed\u6599\u7684\u97f3\u8d28\uff1a<strong>DNSMOS \u5206\u6570\u8303\u56f4\u4e3a 2.0\u20134.4\uff0cSNR \u8303\u56f4\u4e3a -5\u201380 dB<\/strong>\uff0c\u91c7\u6837\u7387\u5206\u5e03\u4e3a 8,000\u201332,000 Hz\u3002<strong>\u4e3a\u786e\u4fdd\u751f\u6210\u5f0f\u4efb\u52a1\u7684\u53ef\u7528\u6027\uff0c\u6211\u4eec\u8fc7\u6ee4\u540e\u4ec5\u4fdd\u7559 DNSMOS > 2.5 \u4e14 SNR > 25 dB \u7684\u6837\u672c\uff0c\u5171\u5f97\u5230\u7ea6 12,000 \u5c0f\u65f6\u9ad8\u8d28\u91cf\u8bed\u97f3\uff0c\u53ef\u7528\u4e8e TTS\u3001\u58f0\u7801\u5668\u6216\u8bed\u97f3\u8f6c\u6362\u7b49\u4efb\u52a1\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u8bf4\u8bdd\u4eba\u5c5e\u6027\uff1a<\/strong>\u8bed\u6599\u5e93\u5728\u6027\u522b\u4e0e\u5e74\u9f84\u4e0a\u5206\u5e03\u4e0d\u5747\uff0c\u4ee5\u7537\u6027\u4e3a\u4e3b\uff0c\u5c24\u5176\u96c6\u4e2d\u5728\u4e2d\u5e74\u7fa4\u4f53\uff0850.6%\uff09\uff0c\u800c\u5973\u6027\u5728\u5404\u5e74\u9f84\u6bb5\u4e2d\u6bd4\u4f8b\u76f8\u5bf9\u8f83\u4f4e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"1023\" height=\"439\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-10.png\" alt=\"\" class=\"wp-image-28669\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-10.png 1023w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-10-300x129.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-10-768x330.png 768w\" sizes=\"(max-width: 1023px) 100vw, 1023px\" \/><\/figure>\n\n\n\n<h3><strong>WSYue-eval<\/strong><\/h3>\n\n\n\n<p>\u4e3a\u5e94\u5bf9\u7ca4\u8bed\u7684\u8bed\u8a00\u7279\u6027\uff0c\u6211\u4eec\u63d0\u51fa&nbsp;<strong>WSYue-eval<\/strong>\uff0c\u4e00\u4e2a\u540c\u65f6\u6db5\u76d6 ASR \u4e0e TTS \u7684\u7efc\u5408\u8bc4\u6d4b\u57fa\u51c6\uff0c\u7528\u4e8e\u5168\u9762\u68c0\u9a8c\u6a21\u578b\u5728\u7ca4\u8bed\u5904\u7406\u4e0a\u7684\u8868\u73b0\u3002<\/p>\n\n\n\n<p><strong>ASR \u8bc4\u6d4b\u96c6\uff08WSYue-ASR-eval\uff09<\/strong><strong>\uff1a<\/strong>\u8be5\u6d4b\u8bd5\u96c6\u7ecf\u8fc7\u591a\u8f6e\u4eba\u5de5\u6807\u6ce8\uff0c\u5305\u542b\u8f6c\u5199\u3001\u60c5\u611f\u3001\u5e74\u9f84\u3001\u6027\u522b\u7b49\u4fe1\u606f\uff0c\u5e76\u5212\u5206\u4e3a \u77ed\u8bed\u97f3\uff080\u201310 \u79d2\uff0c9.46 \u5c0f\u65f6\uff0c2861 \u4f4d\u8bf4\u8bdd\u4eba\uff09\u548c \u957f\u8bed\u97f3\uff0810\u201330 \u79d2\uff0c1.97 \u5c0f\u65f6\uff0c838 \u4f4d\u8bf4\u8bdd\u4eba\uff09\u4e24\u4e2a\u5b50\u96c6\uff0c\u8986\u76d6\u7ca4\u82f1\u8f6c\u6362\u53ca\u591a\u9886\u57df\u573a\u666f\u3002<\/p>\n\n\n\n<p><strong>TTS \u8bc4\u6d4b\u96c6\uff08WSYue-TTS-eval\uff09<\/strong><strong>\uff1a<\/strong>\u8be5\u57fa\u51c6\u4e13\u4e3a\u96f6\u6837\u672c\u7ca4\u8bed TTS \u8bbe\u8ba1\uff0c\u5305\u542b\u4e24\u4e2a\u5b50\u96c6\uff1a<\/p>\n\n\n\n<ul><li>Base\uff1a1000 \u6761\u6765\u81ea CommonVoice \u7684\u63d0\u793a-\u6587\u672c\u5bf9\uff0c\u7528\u4e8e\u6d4b\u8bd5\u65e5\u5e38\u573a\u666f\uff1b<\/li><li>Coverage\uff1a\u7531\u4e8e CommonVoice \u4e3b\u8981\u5305\u542b\u65e5\u5e38\u5bf9\u8bdd\u6570\u636e\uff0c\u5176\u5bf9\u4e0d\u540c\u9886\u57df\u548c\u8bed\u8a00\u73b0\u8c61\u7684\u8986\u76d6\u8303\u56f4\u6709\u9650\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u00a0<em>Coverage<\/em>\u00a0\u5b50\u96c6\u7531\u4eba\u5de5\u4e0e LLM \u751f\u6210\u6587\u672c\u7ec4\u6210\uff0c\u8986\u76d6\u65e5\u5e38\u3001\u65b0\u95fb\u3001\u5a31\u4e50\u3001\u8bd7\u6b4c\u7b49\u591a\u9886\u57df\uff0c\u5e76\u5305\u542b\u591a\u97f3\u5b57\u3001\u53d8\u8c03\u3001\u8bed\u7801\u8f6c\u6362\u3001\u4e13\u540d\u3001\u6570\u5b57\u7b49\u590d\u6742\u8bed\u8a00\u73b0\u8c61\u3002<\/li><\/ul>\n\n\n\n<h2>\u6a21\u578b\u8bad\u7ec3\u7b56\u7565\uff1a<\/h2>\n\n\n\n<p class=\"has-light-gray-background-color has-background\">\u6a21\u578b\u5747\u91c7\u7528\u4e24\u9636\u6bb5\u8bad\u7ec3\u7b56\u7565\uff1a\u521d\u59cb\u9636\u6bb5\u4f7f\u7528<strong>\u6df7\u5408\u7684\u4e2d\u9ad8\u7f6e\u4fe1\u5ea6\u6807\u7b7e\u5b9e\u73b0\u5feb\u901f\u6536\u655b\uff0c\u4e4b\u540e\u5728\u9ad8\u7f6e\u4fe1\u5ea6\u6807\u7b7e\u4e0a\u8fdb\u884c\u5fae\u8c03<\/strong>\uff0c<strong>\u4ee5\u6700\u5927\u9650\u5ea6\u5730\u63d0\u9ad8\u8f6c\u5f55\u51c6\u786e\u7387<\/strong>\u3002\u8fd9\u79cd<strong>\u8bbe\u7f6e\u65e2\u964d\u4f4e\u4e86\u8bad\u7ec3\u6210\u672c\uff0c\u53c8\u76f4\u63a5\u53cd\u6620\u4e86\u6570\u636e\u96c6\u7684\u8d28\u91cf\u5f71\u54cd\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"397\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-12-1024x397.png\" alt=\"\" class=\"wp-image-28677\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-12-1024x397.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-12-300x116.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-12-768x298.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-12.png 1155w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption><strong>\u52062\u9636\u6bb5ASR\u4efb\u52a1\u8bad\u7ec3\u6548\u679c<\/strong><\/figcaption><\/figure>\n\n\n\n<p class=\"has-light-gray-background-color has-background\">\u9636\u6bb5 1 \u5728\u6df7\u5408\u7f6e\u4fe1\u5ea6\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\uff0c\u5df2\u7ecf\u80fd\u591f\u53d6\u5f97\u975e\u5e38\u5177\u6709\u7ade\u4e89\u529b\u7684\u7ca4\u8bed ASR \u6027\u80fd\uff0c\u800c\u9636\u6bb5 2 \u5728\u9ad8\u7f6e\u4fe1\u5ea6\u6570\u636e\u4e0a\u8fdb\u884c\u5fae\u8c03\uff0c\u5219\u5728 WSYue-ASR-eval \u7684\u4e24\u4e2a\u6d4b\u8bd5\u96c6\u4e0a\u90fd\u5e26\u6765\u4e86\u663e\u8457\u63d0\u5347\u3002\u8fd9\u4e9b\u89c2\u5bdf\u7ed3\u679c\u9a8c\u8bc1\u4e86<strong>\u9ad8\u7f6e\u4fe1\u5ea6\u6807\u7b7e\u662f\u6027\u80fd\u63d0\u5347\u7684\u4e3b\u8981\u9a71\u52a8\u529b<\/strong>\u3002\u6211\u4eec\u8ba4\u4e3a<strong>\u4fdd\u7559\u7f6e\u4fe1\u5ea6\u4fe1\u606f\u81f3\u5173\u91cd\u8981\uff0c\u56e0\u4e3a\u5b83\u80fd\u591f\u652f\u6301\u7075\u6d3b\u7684\u8bad\u7ec3\u7b56\u7565\uff1a\u9ad8\u7f6e\u4fe1\u5ea6\u5b50\u96c6\u53ef\u7528\u4e8e\u4e3b\u5bfc\u5fae\u8c03\uff0c\u800c\u4f4e\u7f6e\u4fe1\u5ea6\u7247\u6bb5\u7ecf\u8fc7\u8c28\u614e\u5229\u7528\uff0c\u5219\u53ef\u4ee5\u5728\u534a\u76d1\u7763\u6216\u9886\u57df\u81ea\u9002\u5e94\u573a\u666f\u4e0b\u63d0\u9ad8\u6a21\u578b\u7684\u9c81\u68d2\u6027<\/strong>\u3002<\/p>\n\n\n\n<h2>\u6a21\u578b\u6548\u679c\uff1a<\/h2>\n\n\n\n<p><strong>ASR\u4efb\u52a1\uff1a<\/strong><\/p>\n\n\n\n<p>\u91c7\u7528\u6df7\u5408\u9519\u8bef\u7387\uff08MER\uff09\u4f5c\u4e3a\u8bc4\u6d4b\u6307\u6807\uff0c\u5176\u4e2d\u4e2d\u6587\u6309\u5b57\u7ea7\u3001\u82f1\u6587\u6309\u8bcd\u7ea7\u8ba1\u7b97\u9519\u8bef\uff0c\u7528\u4e8e\u6bd4\u8f83\u57fa\u4e8e WenetSpeech-Yue \u8bad\u7ec3\u7684\u6a21\u578b\u4e0e\u5404\u7c7b\u57fa\u7ebf\u6a21\u578b\u7684\u8868\u73b0\u3002\u88681\u7684\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff1a<\/p>\n\n\n\n<ol><li>\u5728\u6240\u6709\u6a21\u578b\u89c4\u6a21\uff08small\u3001medium\u3001w\/ LLM\uff09\u4e0b\uff0c\u6211\u4eec\u7684\u6a21\u578b\u5728\u5927\u591a\u6570\u8bc4\u6d4b\u96c6\u4e0a\u8868\u73b0\u6700\u4f73\uff1b<\/li><li>\u5728\u5c0f\u89c4\u6a21\u6a21\u578b\u4e2d\uff0cSenseVoice-small-Yue \u548c U2pp-Conformer-Yue \u5747\u8868\u73b0\u4f18\u5f02\uff0c\u5176\u4e2d SenseVoice-small-Yue \u5c3d\u7ba1\u89c4\u6a21\u8f83\u5c0f\uff0c\u5374\u8d85\u8fc7\u4e86\u6240\u6709\u57fa\u7ebf\u6a21\u578b\uff0c\u8bf4\u660e\u8be5\u8bed\u6599\u5e93\u80fd\u663e\u8457\u63d0\u5347\u4f4e\u5bb9\u91cf\u6a21\u578b\u7684\u6548\u7387\uff1b<\/li><li>\u5728\u4e0d\u5e26 LLM \u7684\u7ec4\u522b\u4e2d\uff0cU2pp-Conformer-Yue\u3001Whisper-medium-Yue \u548c SenseVoice-small-Yue \u5747\u4f18\u4e8e\u5927\u89c4\u6a21\u57fa\u7ebf\u6a21\u578b\uff1b<\/li><li>\u5728\u5e26 LLM \u7684\u7ec4\u522b\u4e2d\uff0cU2pp-Conformer-LLM-Yue \u59cb\u7ec8\u8fbe\u5230\u5f53\u524d\u6700\u5148\u8fdb\u6c34\u5e73\u3002<\/li><\/ol>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-11-1024x428.png\" alt=\"\" class=\"wp-image-28676\" width=\"690\" height=\"288\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-11-1024x428.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-11-300x125.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-11-768x321.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-11-1536x642.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-11.png 1597w\" sizes=\"(max-width: 690px) 100vw, 690px\" \/><\/figure>\n\n\n\n<p>\u603b\u4f53\u6765\u770b\uff0cWenetSpeech-Yue \u4e0d\u4ec5\u663e\u8457\u63d0\u5347\u4e86\u6574\u4f53\u6027\u80fd\uff0c\u8fd8\u80fd\u5145\u5206\u91ca\u653e\u4e0d\u540c\u89c4\u6a21\u6a21\u578b\u7684\u6f5c\u529b\uff0c\u9a8c\u8bc1\u4e86\u5176\u5728\u4f20\u7edf ASR \u548c LLM \u589e\u5f3a\u578b ASR \u4e2d\u7684\u5e7f\u6cdb\u4ef7\u503c\u3002<\/p>\n\n\n\n<p><strong>TTS\u4efb\u52a1\uff1a<\/strong><\/p>\n\n\n\n<p>\u88682\u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u57fa\u4e8e WenetSpeech-Yue \u5fae\u8c03\u7684 Llasa-1B-Yue \u548c CosyVoice2-Yue \u5728\u5ba2\u89c2\u548c\u4e3b\u89c2\u6307\u6807\u4e0a\u5747\u663e\u8457\u4f18\u4e8e\u5404\u81ea\u7684\u9884\u8bad\u7ec3\u57fa\u7ebf\uff1aCosyVoice2-Yue \u5728 MER \u548c\u81ea\u7136\u5ea6\uff08UTMOSv2\uff09\u4e0a\u8868\u73b0\u6700\u4f73\uff0c\u5e76\u53d6\u5f97\u6700\u9ad8\u7684\u53ef\u61c2\u5ea6\uff08I-MOS\uff09\uff0c\u800c Llasa-1B-Yue \u5219\u5728\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u5ea6\uff08S-MOS\uff09\u548c\u53e3\u97f3\u81ea\u7136\u5ea6\uff08A-MOS\uff09\u65b9\u9762\u9886\u5148\uff0c\u4f53\u73b0\u4e86\u66f4\u81ea\u7136\u7684\u97f5\u5f8b\u4e0e\u98ce\u683c\u3002\u6574\u4f53\u4e0a\uff0c\u4e24\u79cd\u6a21\u578b\u5728\u591a\u7ef4\u5ea6\u4e0a\u5747\u5927\u5e45\u63d0\u5347\u4e86\u7ca4\u8bed TTS \u7684\u8d28\u91cf\uff0c\u9a8c\u8bc1\u4e86 WenetSpeech-Yue \u5728\u63a8\u52a8\u7ca4\u8bed\u8bed\u97f3\u5408\u6210\u65b9\u9762\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"347\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-13-1024x347.png\" alt=\"\" class=\"wp-image-28680\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-13-1024x347.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-13-300x102.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-13-768x260.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-13-1536x520.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-13.png 1642w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8bba\u6587\u9898\u76ee\uff1aWenetSpeech-Yue: A Large-scale Cantonese Speech Co &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2025\/09\/09\/wenetspeech-yue\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">WenetSpeech-Yue:\u5927\u89c4\u6a21\u7ca4\u8bed\u8bed\u97f3\u8bed\u6599\u5e93<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[41,9,38,34],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/28604"}],"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=28604"}],"version-history":[{"count":70,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/28604\/revisions"}],"predecessor-version":[{"id":28683,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/28604\/revisions\/28683"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=28604"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=28604"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=28604"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}