{"id":31792,"date":"2026-10-26T15:16:13","date_gmt":"2026-10-26T07:16:13","guid":{"rendered":"http:\/\/139.9.1.231\/?p=31792"},"modified":"2026-10-26T15:16:15","modified_gmt":"2026-10-26T07:16:15","slug":"wenetspeech-min","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2026\/10\/26\/wenetspeech-min\/","title":{"rendered":"WenetSpeech-Min\uff1a\u7528\u4e8e\u65b9\u8a00\u8bed\u97f3\u5904\u7406\u7684\u5927\u89c4\u6a21\u95fd\u5357\u8bed\u8bed\u97f3\u8bed\u6599\u5e93\u53ca\u53cc\u91cd\u8f6c\u5199"},"content":{"rendered":"\n<ul class=\"has-light-pink-background-color has-background\"><li><strong><em>paper: https:\/\/arxiv.org\/abs\/2609.36834<\/em><\/strong><\/li><li><strong><em>code: https:\/\/github.com\/ASLP-lab\/WenetSpeech-Min-Repo<\/em><\/strong><\/li><\/ul>\n\n\n\n<p>WenetSpeech-Min \u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u5927\u89c4\u6a21\u95fd\u5357\u8bed\u8bed\u97f3\u8bed\u6599\u5e93\uff0c\u6765\u81ea\u4e0d\u540c\u7684\u5728\u7ebf\u5a92\u4f53\u6765\u6e90\u3002\u8be5\u8bed\u6599\u5e93\u5305\u542b\u7ea6 10,000 \u5c0f\u65f6\u7684\u771f\u5b9e\u8bed\u97f3\u6570\u636e\u3002\u6bcf\u4e00\u6761\u8bed\u97f3\u8bb0\u5f55\u90fd\u914d\u6709\u95fd\u5357\u8bed\u548c\u666e\u901a\u8bdd\u7684\u8f6c\u5f55\u6587\u672c\uff0c\u8fd9\u4f7f\u5f97\u7cfb\u7edf\u80fd\u591f\u540c\u65f6\u5b9e\u73b0\u4fdd\u7559\u65b9\u8a00\u7279\u5f81\u7684\u8bc6\u522b\u529f\u80fd\uff0c\u4ee5\u53ca\u8f93\u51fa\u6e05\u6670\u7684\u666e\u901a\u8bdd\u6587\u672c\u529f\u80fd\u3002<\/p>\n\n\n\n<ul><li>\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\uff0c\u8bed\u97f3\u6570\u636e\u6765\u81ea\u591a\u4e2a\u6765\u6e90\uff0c\u6db5\u76d6\u4e86\u5404\u79cd\u8bf4\u8bdd\u98ce\u683c\u3001\u5e94\u7528\u573a\u666f\u4ee5\u53ca\u58f0\u97f3\u6761\u4ef6\u3002<\/li><li>\u53cc\u91cd\u8f6c\u5f55\u65b9\u5f0f\uff1a\u95fd\u5357\u65b9\u8a00\u4fdd\u7559\u4e86\u5f53\u5730\u7684\u53e3\u8bed\u8868\u8fbe\u5f62\u5f0f\uff1b\u800c\u666e\u901a\u8bdd\u5219\u63d0\u4f9b\u4e86\u4e0e\u95fd\u5357\u65b9\u8a00\u76f8\u5bf9\u5e94\u7684\u4e66\u9762\u8868\u8fbe\u5f62\u5f0f\u3002<\/li><li>\u516c\u5f00\u57fa\u51c6\u6570\u636e\uff1a\u5305\u62ec\u4eba\u5de5\u9a8c\u8bc1\u7684\u95fd\u5357\u8bed\u8bed\u97f3\u8bc6\u522b\u3001\u666e\u901a\u8bdd\u8bed\u97f3\u8bc6\u522b\u4ee5\u53ca\u95fd\u5357\u8bed\u8bed\u97f3\u5408\u6210\u8bc4\u4f30\u6570\u636e\u3002<\/li><\/ul>\n\n\n\n<h2>\u6570\u636e\u6784\u5efa\u6d41\u7a0b<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"215\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/10\/image-12-1024x215.png\" alt=\"\" class=\"wp-image-31797\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/10\/image-12-1024x215.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/10\/image-12-300x63.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/10\/image-12-768x161.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/10\/image-12-1536x323.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/10\/image-12.png 1804w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8be5\u6d41\u7a0b\u7531\u4e24\u4e2a\u4e3b\u8981\u90e8\u5206\u7ec4\u6210\uff1a\u97f3\u9891\u5904\u7406\u548c\u914d\u5bf9\u8f6c\u5199\u751f\u6210\u3002\u7b2c\u4e00\u90e8\u5206\u5bf9\u97f3\u9891\u8fdb\u884c\u5206\u6bb5\uff0c\u5e76\u4f9d\u636e\u8bed\u97f3\u5185\u5bb9\u548c\u58f0\u5b66\u8d28\u91cf\u5bf9\u6240\u5f97\u7247\u6bb5\u8fdb\u884c\u8fc7\u6ee4\u3002\u7b2c\u4e8c\u90e8\u5206\u7ed3\u5408\u591a\u4e2a\u95fd\u5357\u8bed ASR \u7cfb\u7edf\u83b7\u5f97\u65b9\u8a00\u8f6c\u5199\uff0c\u7136\u540e\u751f\u6210\u5bf9\u5e94\u7684\u666e\u901a\u8bdd\u8f6c\u5199\u3002<\/p>\n\n\n\n<p><strong>\u97f3\u9891\u5904\u7406<\/strong>: \u4ece\u5404\u79cd\u5728\u7ebf\u5a92\u4f53\u6765\u6e90\u6536\u96c6\u95fd\u5357\u8bed\u8bed\u97f3,VAD\u5207\u5206\uff0c\u8ba1\u7b97\u4fe1\u566a\u6bd4\uff08SNR\uff09\u548c\u65f6\u957f\uff0c\u8ba1\u7b97WV-MOS\u6765\u63cf\u8ff0\u7247\u6bb5\u7684\u58f0\u5b66\u8d28\u91cf\uff0c\u9884\u6d4bAED (\u58f0\u5b66\u4e8b\u4ef6\u68c0\u6d4b) , \u4f30\u8ba1\u7247\u6bb5\u5305\u542b\u8bed\u97f3\u7684\u7f6e\u4fe1\u5ea6\uff0c\u5e76\u79fb\u9664\u4f4e\u4e8e\u9884\u5b9a\u4e49\u9608\u503c\u7684\u7247\u6bb5\uff0c\u6700\u540e\u4f7f\u7528 pyannote \u4f30\u8ba1\u6bcf\u4e2a\u4fdd\u7559\u7247\u6bb5\u4e2d\u7684\u8bf4\u8bdd\u4eba\u6570\uff1b<\/p>\n\n\n\n<p><strong>\u6587\u672c\u6807\u6ce8\u5de5\u5177<\/strong>\uff1a\u4f7f\u7528\u4eba\u5de5\u8f6c\u5199\u7684\u95fd\u5357\u8bed\u8bed\u97f3\u6784\u5efa\u4e13\u7528\u6807\u6ce8\u6a21\u578b\uff0c\u4f7f\u7528 1,600 \u5c0f\u65f6\u5e26\u6709\u4eba\u5de5\u6838\u9a8c\u95fd\u5357\u8bed\u8f6c\u5199\u7684\u8bed\u97f3\uff0c\u5bf9 Qwen3-ASR\u3001FireRedASR2-AED \u548c Fun-ASR-Nano\u8fdb\u884c\u5fae\u8c03\uff0c\u7528\u4e8e\u751f\u6210\u65b9\u8a00\u8f6c\u5199\u5019\u9009\u7ed3\u679c\u3002\u5bf9\u4e00\u4e2a 600 \u5c0f\u65f6\u7684\u5b50\u96c6\u8fdb\u884c\u6807\u6ce8\uff0c\u5e76\u4eba\u5de5\u6838\u9a8c\u914d\u5bf9\u7684\u95fd\u5357\u8bed\u548c\u666e\u901a\u8bdd\u8f6c\u5199\uff0c\u4f7f\u7528 LoRA  \u5bf9 Qwen3-8B\u8fdb\u884c\u5fae\u8c03\uff0c\u4ece\u800c\u5f97\u5230\u4e13\u7528\u7684\u95fd\u5357\u8bed\u5230\u666e\u901a\u8bdd\u7ffb\u8bd1\u6a21\u578b\uff0c\u7528\u4e8e\u751f\u6210\u666e\u901a\u8bdd\u8f6c\u5199\u3002<\/p>\n\n\n\n<p><strong>\u914d\u5bf9\u8f6c\u5199\u751f\u6210<\/strong>\uff1a\u4e09\u4e2a ASR \u6807\u6ce8\u6a21\u578b\u4ea7\u751f\u4e92\u8865\u7684\u5019\u9009\u7ed3\u679c\uff1b\u968f\u540e\u4f7f\u7528ROVER \u5bf9\u8fd9\u4e9b\u7ed3\u679c\u8fdb\u884c\u5bf9\u9f50\u548c\u7ec4\u5408\u3002\u7ec4\u5408\u7ed3\u679c\u88ab\u4fdd\u7559\u4e3a\u65b9\u8a00\u8f6c\u5199\u3002\u666e\u901a\u8bdd\u8f6c\u5199\u901a\u8fc7\u4e24\u6761\u8def\u5f84\u4e4b\u4e00\u83b7\u5f97\u3002\u5bf9\u4e8e\u5e26\u6709\u5185\u5d4c\u5b57\u5e55\u7684\u5a92\u4f53\uff0c\u7528 OCR\u63d0\u53d6\u5b57\u5e55\u6587\u672c\uff0c\u5e76\u76f4\u63a5\u4f7f\u7528\u5f52\u4e00\u5316\u540e\u7684\u5b57\u5e55\u6587\u672c\u3002\u5bf9\u4e8e\u5176\u4ed6\u5a92\u4f53\uff0c\u5219\u7531\u5fae\u8c03\u540e\u7684 Qwen3-8B \u7ffb\u8bd1\u6a21\u578b\u5c06 ROVER \u7ec4\u5408\u5f97\u5230\u7684\u65b9\u8a00\u8f6c\u5199\u8f6c\u6362\u4e3a\u4e66\u9762\u666e\u901a\u8bdd\u3002\u968f\u540e\u5bf9\u5019\u9009\u8f6c\u5199\u8fdb\u884c\u5f52\u4e00\u5316\uff0c\u5e76\u5bf9\u6bcf\u4e2a\u97f3\u9891\u2014\u6587\u672c\u5bf9\u6267\u884c\u4e00\u81f4\u6027\u68c0\u67e5\u3002\u5bf9\u4e8e\u5206\u6bb5\u4e0d\u53ef\u9760\u6216\u5185\u5bb9\u7f6e\u4fe1\u5ea6\u8f83\u4f4e\u7684\u6837\u672c\uff0c\u4f1a\u5c06\u5176\u5220\u9664\u6216\u9000\u56de\u4fee\u6b63\u3002<\/p>\n\n\n\n<h2>Dataset<\/h2>\n\n\n\n<p>WenetSpeech-Min \u6db5\u76d6\u4e86\u5927\u7ea6 10,000 \u5c0f\u65f6\u7684\u8bed\u97f3\u6570\u636e\u3002\u5e73\u5747\u8bed\u97f3\u6301\u7eed\u65f6\u95f4\u4e3a 7.24 \u79d2\uff1b\u4e2d\u4f4d\u6570\u5219\u5728 5 \u5230 7.5 \u79d2\u4e4b\u95f4\uff0c\u8bed\u6599\u5e93\u4ee5\u77ed\u8bdd\u8bed\u4e3a\u4e3b\uff0c\u540c\u65f6\u5305\u542b\u5c11\u91cf\u66f4\u957f\u7684\u8fde\u7eed\u8bed\u97f3\u7247\u6bb5\u3002\u5176\u4e2d\uff0c\u7ea6 8,500 \u5c0f\u65f6\u7684\u8bed\u97f3\u6570\u636e\u6765\u6e90\u4e8e\u4e0d\u540c\u6765\u6e90\uff1a\u620f\u5267\u7c7b\u5185\u5bb9\u5360 54.7%\uff0c\u6709\u58f0\u4e66\u5360 19.8%\uff0c\u800c\u5a31\u4e50\u7c7b\u5185\u5bb9\u5360 13.9%\u3002<\/p>\n\n\n\n<p>\u8be5\u8bed\u6599\u5e93\u7279\u610f\u5305\u542b\u4e86\u76f8\u5bf9\u6e05\u6670\u7684\u8bed\u97f3\u8bb0\u5f55\u4ee5\u53ca\u5177\u6709\u6311\u6218\u6027\u7684\u6863\u6848\u5f0f\u7535\u89c6\u7d20\u6750\u3002\u8fd9\u6837\u53ef\u4ee5\u4fdd\u7559\u81ea\u7136\u7684\u591a\u8bed\u8a00\u4ea4\u4e92\u573a\u666f\u3001\u5bcc\u6709\u60c5\u611f\u7684\u8868\u8fbe\u65b9\u5f0f\uff0c\u4ee5\u53ca\u591a\u79cd\u591a\u6837\u7684\u771f\u5b9e\u5f55\u97f3\u73af\u5883\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"243\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/10\/image-13-1024x243.png\" alt=\"\" class=\"wp-image-31805\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/10\/image-13-1024x243.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/10\/image-13-300x71.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/10\/image-13-768x182.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/10\/image-13-1536x365.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/10\/image-13-2048x486.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>SNR \u5206\u5e03\u5206\u5e03\u4e3b\u8981\u96c6\u4e2d\u5728 10 \u81f3 40 dB \u4e4b\u95f4\uff0c\u5360\u603b\u65f6\u957f\u7684 73.8%\u3002\u6309\u65f6\u957f\u52a0\u6743\u7684\u5e73\u5747 SNR \u4e3a 21.3 dB\uff0c\u4e2d\u4f4d\u6570\u843d\u5728 19\u201320 dB \u533a\u95f4\uff0c\u8868\u660e\u6240\u53d1\u5e03\u7684\u8bed\u6599\u5e93\u603b\u4f53\u5177\u6709\u4e2d\u7b49\u5230\u8f83\u9ad8\u7684\u58f0\u5b66\u8d28\u91cf\uff0c\u540c\u65f6\u4fdd\u7559\u4e86\u76f8\u5f53\u8303\u56f4\u7684\u5f55\u97f3\u6761\u4ef6<\/p>\n\n\n\n<h2>\u57fa\u51c6<\/h2>\n\n\n\n<p><strong>ASR \u57fa\u51c6\uff1a<\/strong>WS-Min-Eval-ASR\uff0c\u6bcf\u4e2a\u8bdd\u8bed\u90fd\u914d\u6709\u4e24\u4efd\u4eba\u5de5\u6838\u9a8c\u7684\u53c2\u8003\u6587\u672c\uff1a\u4e00\u4efd\u95fd\u5357\u8bed\u8f6c\u5199\u548c\u4e00\u4efd\u666e\u901a\u8bdd\u8f6c\u5199\u3002\u8fd9\u79cd\u914d\u5bf9\u8bbe\u8ba1\u4f7f\u5f97\u4e24\u79cd\u8f6c\u5199\u76ee\u6807\u80fd\u591f\u4f7f\u7528\u76f8\u540c\u7684\u97f3\u9891\u7247\u6bb5\u548c\u6807\u6ce8\u534f\u8bae\u8fdb\u884c\u8bc4\u4f30\u3002\u6240\u6709\u7cfb\u7edf\u90fd\u9075\u5faa\u7edf\u4e00\u7684\u6587\u672c\u5f52\u4e00\u5316\u548c\u8bc4\u5206\u6d41\u7a0b\u3002\u5bf9\u4e8e\u95fd\u5357\u8bed\u8f6c\u5199\uff0c\u6211\u4eec\u9488\u5bf9\u95fd\u5357\u8bed\u53c2\u8003\u6587\u672c\u62a5\u544a\u65b9\u8a00\u5b57\u7b26\u9519\u8bef\u7387\uff08D-CER\uff09\u3002\u5bf9\u4e8e\u666e\u901a\u8bdd\u8f6c\u5199\uff0c\u6211\u4eec\u9488\u5bf9\u666e\u901a\u8bdd\u53c2\u8003\u6587\u672c\u62a5\u544a\u666e\u901a\u8bdd\u53cc\u8bed\u8bc4\u4f30\u66ff\u8865\uff08M-BLEU\uff09\u548c\u666e\u901a\u8bdd\u5b57\u7b26\u9519\u8bef\u7387\uff08M-CER\uff09\u3002\u5f53\u6709\u6548\u7684\u666e\u901a\u8bdd\u8868\u8fbe\u5728\u63aa\u8f9e\u4e0a\u53ef\u80fd\u4e0d\u540c\u65f6\uff0cM-BLEU \u4f5c\u4e3a n-gram \u91cd\u53e0\u7684\u8865\u5145\u5ea6\u91cf\uff1bM-CER \u5219\u8861\u91cf\u5b57\u7b26\u7ea7\u51c6\u786e\u7387\u3002<\/p>\n\n\n\n<p><strong>TTS \u57fa\u51c6\uff1a<\/strong>\u7531 LLM \u751f\u6210\u3001\u5e76\u7ecf\u8fc7\u81ea\u7136\u5ea6\u548c\u65b9\u8a00\u771f\u5b9e\u6027\u4f18\u5316\u7684\u4e13\u5bb6\u6838\u9a8c\u95fd\u5357\u8bed\u6587\u672c\u7ec4\u6210\u3002Easy \u5b50\u96c6\u5305\u542b 500 \u6761\u65e5\u5e38\u8bdd\u8bed\uff0cHard \u5b50\u96c6\u5305\u542b 250 \u6761\u5177\u6709\u6311\u6218\u6027\u7684\u6587\u672c\uff1a\u5176\u4e2d 46 \u6761\u4e3a 161\u2013270 \u5b57\u7684\u957f\u6587\u672c\uff0c189 \u6761\u4e3a\u5305\u542b\u4e94\u81f3\u4e03\u6b21\u91cd\u590d\u7684\u9ad8\u91cd\u590d\u6587\u672c\uff0c15 \u6761\u4e3a\u7ed5\u53e3\u4ee4\u3002\u6211\u4eec\u6839\u636e\u58f0\u5b66\u8d28\u91cf\u548c\u65b9\u8a00\u771f\u5b9e\u6027\uff0c\u4ece\u5185\u90e8\u95fd\u5357\u8bed\u8bed\u6599\u5e93\u4e2d\u9009\u53d6 9 \u540d\u53c2\u8003\u8bf4\u8bdd\u4eba\u3002\u5bf9\u4e8e\u5ba2\u89c2\u8bc4\u4f30\uff0c\u4f7f\u7528 Qwen3-ASR-WSM-Min \u6a21\u578b\u751f\u6210\u7684\u8f6c\u5199\uff0c\u901a\u8fc7 CER \u8861\u91cf\u53ef\u61c2\u5ea6\uff1b\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u5ea6\uff08SIM\uff09\u5219\u8ba1\u7b97\u5408\u6210\u8bed\u97f3\u4e0e\u53c2\u8003\u8bed\u97f3\u7684 WavLM [2] \u5d4c\u5165\u4e4b\u95f4\u7684\u4f59\u5f26\u76f8\u4f3c\u5ea6\u3002\u5bf9\u4e8e\u4e3b\u89c2\u8bc4\u4f30\uff0c23 \u540d\u4ee5\u95fd\u5357\u8bed\u4e3a\u6bcd\u8bed\u7684\u542c\u4f17\u5bf9 40 \u4e2a\u968f\u673a\u9009\u53d6\u7684\u6d4b\u8bd5\u6848\u4f8b\u8fdb\u884c\u8bc4\u4f30\uff0c\u6307\u6807\u5305\u62ec\u53ef\u61c2\u5ea6\uff08I-MOS\uff09\u3001\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u5ea6\uff08S-MOS\uff09\u548c\u53e3\u97f3\u771f\u5b9e\u6027\uff08A-MOS\uff09\uff1b\u5176\u4e2d\u6bcf\u4e2a\u5b50\u96c6\u62bd\u53d6 20 \u4e2a\u6848\u4f8b\u3002<\/p>\n\n\n\n<h2>ASR Leaderboard<\/h2>\n\n\n\n<p>\u00a0D-CER \u548c M-CER \u6765\u8bf4\uff0c\u6570\u503c\u8d8a\u4f4e\u8d8a\u597d\uff1b\u800c\u5bf9\u4e8e M-BLEU \u5219\u76f8\u53cd\uff0c\u6570\u503c\u8d8a\u9ad8\u8d8a\u597d\u3002\u2020\u7b26\u53f7\u8868\u793a\u4f7f\u7528\u7684\u662f\u5546\u4e1a API\u3002<\/p>\n\n\n\n<p><strong>\u95fd\u5357\u8bed\uff1a<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>Model<\/th><th>D-CER (%) \u2193<\/th><\/tr><\/thead><tbody><tr><td>Hy-ASR-3.0-Preview\u2020<\/td><td>32.78<\/td><\/tr><tr><td>CN-MultiDialect-ASR<\/td><td>18.59<\/td><\/tr><tr><td>Qwen3-ASR<\/td><td>34.61<\/td><\/tr><tr><td>Qwen3-ASR-WSM-Min<\/td><td>17.59<\/td><\/tr><tr><td><strong>Qwen3-ASR-WSM-Min + internal data<\/strong><\/td><td><strong>15.21<\/strong><\/td><\/tr><tr><td>FireRedASR2-AED<\/td><td>43.39<\/td><\/tr><tr><td>FireRedASR2-AED-WSM<\/td><td>18.95<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><strong>\u666e\u901a\u8bdd\u8f6c\u5f55\uff1a<\/strong><\/p>\n\n\n\n<p>Each entry reports <strong>M-BLEU \u2191 \/ M-CER \u2193<\/strong>; GigaSpeech denotes GigaSpeechBench.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>Model<\/th><th>WS-Min<\/th><th>GigaSpeech<\/th><th>MinSpeech<\/th><th>Avg.<\/th><\/tr><\/thead><tbody><tr><td>FunASR-Realtime\u2020<\/td><td>39.09\/45.41<\/td><td>53.37\/32.62<\/td><td>28.22\/63.23<\/td><td>40.23\/47.09<\/td><\/tr><tr><td>SeedASR2.0\u2020<\/td><td>38.91\/47.58<\/td><td>55.32\/32.50<\/td><td><strong>68.53\/26.21<\/strong><\/td><td><strong>54.25<\/strong>\/35.43<\/td><\/tr><tr><td>Qwen3-ASR-MinSpeech<\/td><td>20.34\/60.57<\/td><td>12.39\/71.26<\/td><td>67.94\/23.93<\/td><td>33.56\/51.92<\/td><\/tr><tr><td>Qwen3-ASR-WSM-Mandarin<\/td><td>42.93\/42.56<\/td><td>51.20\/34.01<\/td><td>59.82\/29.42<\/td><td>51.32\/35.33<\/td><\/tr><tr><td><strong>Qwen3-ASR-WSM-Mandarin<br>+ internal data<\/strong><\/td><td><strong>49.39\/36.81<\/strong><\/td><td>47.65\/36.66<\/td><td>65.69\/26.21<\/td><td>54.24\/<strong>33.05<\/strong><\/td><\/tr><tr><td>FireRedASR2-AED<\/td><td>18.05\/64.40<\/td><td>36.91\/49.35<\/td><td>13.60\/85.02<\/td><td>22.85\/66.26<\/td><\/tr><tr><td>FireRedASR2-AED-WSM<\/td><td>46.06\/39.53<\/td><td><strong>57.73\/28.61<\/strong><\/td><td>57.73\/31.85<\/td><td>53.73\/33.33<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2>TTS Leaderboard<\/h2>\n\n\n\n<p>Lower CER is better; higher is better for all other metrics. \u2020 indicates a commercial API. \u2021 denotes a single-fixed-speaker API, for which SIM and S-MOS are not evaluated.<\/p>\n\n\n\n<p><strong>WS-Min-Eval-TTS Easy<\/strong><a href=\"https:\/\/github.com\/ASLP-lab\/WenetSpeech-Min-Repo#ws-min-eval-tts-easy\"><\/a><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>Model<\/th><th>CER (%) \u2193<\/th><th>SIM \u2191<\/th><th>I-MOS \u2191<\/th><th>S-MOS \u2191<\/th><th>A-MOS \u2191<\/th><\/tr><\/thead><tbody><tr><td>QwenAudio-3.0-TTS\u2020<\/td><td><strong>19.90<\/strong><\/td><td>0.672<\/td><td>3.88<\/td><td><strong>3.85<\/strong><\/td><td>3.62<\/td><\/tr><tr><td>Qwen3TTS-Flash\u2020\u2021<\/td><td>24.44<\/td><td>\u2013<\/td><td><strong>3.93<\/strong><\/td><td>\u2013<\/td><td><strong>3.93<\/strong><\/td><\/tr><tr><td>FireRedTTS3<\/td><td>33.76<\/td><td><strong>0.747<\/strong><\/td><td>3.30<\/td><td>3.32<\/td><td>3.13<\/td><\/tr><tr><td>VoxCPM2<\/td><td>28.16<\/td><td>0.707<\/td><td>3.45<\/td><td>3.54<\/td><td>3.38<\/td><\/tr><tr><td>MERaLiON-TTS<\/td><td>21.25<\/td><td>0.622<\/td><td>3.83<\/td><td>3.73<\/td><td>3.65<\/td><\/tr><tr><td>CosyVoice3<\/td><td>63.69<\/td><td>0.654<\/td><td>2.13<\/td><td>2.13<\/td><td>1.49<\/td><\/tr><tr><td>CosyVoice3-WSM<\/td><td>20.26<\/td><td>0.678<\/td><td>3.85<\/td><td>3.75<\/td><td>3.65<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>WS-Min-Eval-TTS Hard<a href=\"https:\/\/github.com\/ASLP-lab\/WenetSpeech-Min-Repo#ws-min-eval-tts-hard\"><\/a><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>Model<\/th><th>CER (%) \u2193<\/th><th>SIM \u2191<\/th><th>I-MOS \u2191<\/th><th>S-MOS \u2191<\/th><th>A-MOS \u2191<\/th><\/tr><\/thead><tbody><tr><td>QwenAudio-3.0-TTS\u2020<\/td><td><strong>35.09<\/strong><\/td><td>0.685<\/td><td><strong>3.75<\/strong><\/td><td>3.73<\/td><td>3.70<\/td><\/tr><tr><td>Qwen3TTS-Flash\u2020\u2021<\/td><td>38.02<\/td><td>\u2013<\/td><td><strong>3.75<\/strong><\/td><td>\u2013<\/td><td><strong>3.73<\/strong><\/td><\/tr><tr><td>FireRedTTS3<\/td><td>55.33<\/td><td><strong>0.731<\/strong><\/td><td>3.15<\/td><td>3.39<\/td><td>3.04<\/td><\/tr><tr><td>VoxCPM2<\/td><td>40.50<\/td><td>0.681<\/td><td>3.17<\/td><td>3.48<\/td><td>3.36<\/td><\/tr><tr><td>MERaLiON-TTS<\/td><td>37.28<\/td><td>0.622<\/td><td>3.58<\/td><td>3.73<\/td><td>3.63<\/td><\/tr><tr><td>CosyVoice3<\/td><td>60.35<\/td><td>0.610<\/td><td>2.00<\/td><td>2.40<\/td><td>1.43<\/td><\/tr><tr><td>CosyVoice3-WSM<\/td><td>35.98<\/td><td>0.669<\/td><td>3.65<\/td><td><strong>3.85<\/strong><\/td><td>3.70<\/td><\/tr><\/tbody><\/table><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>paper: https:\/\/arxiv.org\/abs\/2609.36834 code: https:\/\/g &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2026\/10\/26\/wenetspeech-min\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">WenetSpeech-Min\uff1a\u7528\u4e8e\u65b9\u8a00\u8bed\u97f3\u5904\u7406\u7684\u5927\u89c4\u6a21\u95fd\u5357\u8bed\u8bed\u97f3\u8bed\u6599\u5e93\u53ca\u53cc\u91cd\u8f6c\u5199<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[4,41,9,38,34],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/31792"}],"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=31792"}],"version-history":[{"count":17,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/31792\/revisions"}],"predecessor-version":[{"id":31811,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/31792\/revisions\/31811"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=31792"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=31792"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=31792"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}