{"id":28924,"date":"2025-10-09T17:39:11","date_gmt":"2025-10-09T09:39:11","guid":{"rendered":"http:\/\/139.9.1.231\/?p=28924"},"modified":"2025-10-09T17:39:12","modified_gmt":"2025-10-09T09:39:12","slug":"wenetspeech-chuan","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2025\/10\/09\/wenetspeech-chuan\/","title":{"rendered":"WenetSpeech-Chuan\uff1a\u7528\u4e8e\u65b9\u8a00\u8bed\u97f3\u5904\u7406\u7684\u5927\u89c4\u6a21\u3001\u6ce8\u91ca\u4e30\u5bcc\u7684\u56db\u5ddd\u8bdd\u8bed\u6599\u5e93"},"content":{"rendered":"\n<p class=\"has-text-align-center\">\ud83d\udcd1&nbsp;<a href=\"https:\/\/arxiv.org\/abs\/2509.18004\">Paper<\/a>&nbsp;&nbsp;&nbsp; | &nbsp;&nbsp; \ud83d\udc19&nbsp;<a href=\"https:\/\/github.com\/ASLP-lab\/WenetSpeech-Chuan\">GitHub<\/a>&nbsp;&nbsp;&nbsp; | &nbsp;&nbsp; \ud83e\udd17&nbsp;<a href=\"https:\/\/huggingface.co\/collections\/ASLP-lab\/wenetspeech-chuan-68bade9d02bcb1faece65bda\">HuggingFace<\/a><br>\ud83c\udfa4&nbsp;<a href=\"https:\/\/aslp-lab.github.io\/WenetSpeech-Chuan\/\">Demo Page<\/a>&nbsp;&nbsp;&nbsp; | &nbsp;&nbsp; \ud83d\udcac&nbsp;<a href=\"https:\/\/github.com\/ASLP-lab\/WenetSpeech-Chuan?tab=readme-ov-file#contact\">Contact Us<\/a><\/p>\n\n\n\n<p>WenetSpeech-Chuan \u5305\u542b10000\u5c0f\u65f6\u5927\u89c4\u6a21\u5ddd\u6e1d\u65b9\u8a00\u8bed\u97f3\u8bed\u6599\uff0c\u6807\u6ce8\u4e30\u5bcc\uff0c\u662f\u76ee\u524d\u5ddd\u6e1d\u65b9\u8a00\u8bed\u97f3\u7814\u7a76\u6700\u5927\u7684\u5f00\u6e90\u8d44\u6e90\u3002\u6db5\u76d6\u5341\u5927\u9886\u57df\uff1a\u77ed\u89c6\u9891\u3001\u5a31\u4e50\u3001\u76f4\u64ad\u3001\u7eaa\u5f55\u7247\u3001\u6709\u58f0\u8bfb\u7269\u3001\u620f\u5267\u3001\u8bbf\u8c08\u3001\u65b0\u95fb\u7b49\u3002<strong>\u5f00\u53d1\u5e76\u5f00\u6e90\u4e86Chuan-Pipeilne(\u65b9\u8a00\u8bed\u97f3\u6570\u636e\u5904\u7406\u6846\u67b6)\uff0c <\/strong>\u6536\u96c6\u4e86\u5927\u89c4\u6a21\u7684\u3001\u81ea\u7136\u754c\u4e2d\u7684\u8bed\u97f3\u5f55\u97f3\uff0c\u6db5\u76d6\u6545\u4e8b\u8bb2\u8ff0\u3001\u620f\u5267\u3001\u8bc4\u8bba\u3001\u89c6\u9891\u535a\u5ba2\u3001\u7f8e\u98df\u3001\u5a31\u4e50\u3001\u65b0\u95fb\u548c\u6559\u80b2\u7b49\u591a\u4e2a\u9886\u57df\u3002\u8fd9\u4e9b\u957f\u5f55\u97f3\u901a\u8fc7\u8bed\u97f3\u97f3\u9891\u68c0\u6d4b (VAD) \u88ab\u5206\u5272\u6210\u77ed\u7247\u6bb5\uff0c\u4ece\u800c\u751f\u6210\u7528\u4e8e\u8f6c\u5f55\u548c\u8d28\u91cf\u8bc4\u4f30\u7684\u8bdd\u8bed\u7ea7\u6570\u636e\u3002<\/p>\n\n\n\n<h2>Chuan-Pipeline<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"123\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-35-1024x123.png\" alt=\"\" class=\"wp-image-28934\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-35-1024x123.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-35-300x36.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-35-768x92.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-35-1536x184.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-35.png 1585w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>&nbsp;WenetSpeech\u2013Chuan \u6d41\u7a0b\u6982\u89c8<\/figcaption><\/figure>\n\n\n\n<p>&nbsp;<strong>Chuan-Pipeline<\/strong>\u6d41\u7a0b\u80fd\u7cfb\u7edf\u5730\u5c06\u539f\u59cb\u3001\u672a\u6807\u6ce8\u7684\u97f3\u9891\u8f6c\u5316\u4e3a\u4e00\u4e2a\u5185\u5bb9\u4e30\u5bcc\u3001\u6807\u6ce8\u5b8c\u5584\u7684\u8bed\u6599\u5e93\uff0c\u7528\u4e8e\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u548c\u8bed\u97f3\u5408\u6210\uff08TTS\uff09\u3002<\/p>\n\n\n\n<h3>Pre-Processing and Labeling<\/h3>\n\n\n\n<p>\u7ba1\u9053\u7684\u521d\u59cb\u9636\u6bb5\u4e3b\u8981\u5173\u6ce8\u6570\u636e\u83b7\u53d6\u3001\u5206\u5272\uff0c\u4ee5\u53ca\u4e3a\u8bed\u97f3\u7247\u6bb5\u6dfb\u52a0\u591a\u7ef4\u526f\u8bed\u8a00\u6807\u7b7e\u3002\u539f\u59cb\u6570\u636e\u7684\u83b7\u53d6\u59cb\u4e8e\u4ece\u5728\u7ebf\u89c6\u9891\u5e73\u53f0\u6316\u6398\u5143\u6570\u636e\uff0c\u4ee5\u8bc6\u522b\u53ef\u80fd\u5305\u542b\u56db\u5ddd\u65b9\u8a00\u7684\u5185\u5bb9\u3002<strong>\u7ecf\u8fc7\u521d\u6b65\u4eba\u5de5\u5ba1\u6838\u4ee5\u786e\u8ba4\u76ee\u6807\u65b9\u8a00\u7684\u5b58\u5728\u540e<\/strong>\uff0c<strong>\u83b7\u53d6\u7684\u97f3\u9891\u6d41\u5c06\u8fdb\u5165\u591a\u9636\u6bb5\u5904\u7406\u6d41\u7a0b<\/strong>\uff1a<\/p>\n\n\n\n<ol><li><strong>VAD \u4e0e\u5206\u5272<\/strong>\uff1a\u4f7f\u7528\u8bed\u97f3\u6d3b\u52a8\u68c0\u6d4b\uff08VAD\uff09\u5c06\u957f\u97f3\u9891\u6d41\u5207\u5206\u4e3a<strong> 5\u201325<\/strong> \u79d2\u7684\u7247\u6bb5<strong>\uff0c\u540c\u65f6\u53bb\u9664\u6c89\u9ed8\u548c\u566a\u58f0\u7b49\u975e\u8bed\u97f3\u90e8\u5206<\/strong>\u3002<\/li><li><strong>\u5355\u8bf4\u8bdd\u4eba\u9009\u62e9\u4e0e\u805a\u7c7b<\/strong>\uff1a\u9996\u5148\u4f7f\u7528 pyannote \u5de5\u5177\u5305\u9694\u79bb\u5355\u8bf4\u8bdd\u4eba\u7247\u6bb5\u3002\u968f\u540e\uff0c\u4f7f\u7528 CAM++ \u6a21\u578b\u63d0\u53d6\u8bf4\u8bdd\u4eba\u5d4c\u5165\uff0c\u5e76\u8fdb\u884c\u805a\u7c7b\uff0c<strong>\u4e3a\u540c\u4e00\u8bf4\u8bdd\u4eba\u7684\u6240\u6709\u8bed\u53e5\u5206\u914d\u4e00\u81f4\u7684\u8bf4\u8bdd\u4eba ID<\/strong>\u3002<\/li><li><strong>\u526f\u8bed\u8a00\u6ce8\u91ca<\/strong>\uff1a<\/li><\/ol>\n\n\n\n<ul><li><em><strong>\u6027\u522b\u8bc6\u522b<\/strong>\uff1a\u4f7f\u7528\u9884\u8bad\u7ec3\u5206\u7c7b\u5668\uff08\u51c6\u786e\u7387 98.7%\uff09\u786e\u5b9a\u8bf4\u8bdd\u4eba\u6027\u522b\u3002<\/em><\/li><li><em><strong>\u5e74\u9f84\u4f30\u8ba1<\/strong>\uff1a\u57fa\u4e8e Vox-Profile \u57fa\u51c6\u8bc4\u6d4b\uff0c\u5c06\u5e74\u9f84\u5212\u5206\u4e3a\u513f\u7ae5\u3001\u9752\u5c11\u5e74\u3001\u9752\u5e74\u3001\u4e2d\u5e74\u548c\u8001\u5e74\u9636\u6bb5\u3002<\/em><\/li><li><em><strong>\u60c5\u7eea\u6807\u6ce8<\/strong>\uff1a\u901a\u8fc7 Emotion2vec \u548c SenseVoice \u7684\u9884\u6d4b\u7ed3\u679c\u8fdb\u884c\u591a\u6570\u8868\u51b3\uff0c\u8986\u76d6\u4e03\u7c7b\u60c5\u7eea\uff1a\u9ad8\u5174\u3001\u6124\u6012\u3001\u60b2\u4f24\u3001\u4e2d\u6027\u3001\u6050\u60e7\u3001\u60ca\u8bb6\u548c\u538c\u6076<\/em>\u3002<\/li><\/ul>\n\n\n\n<h3>\u8d28\u91cf\u8bc4\u4f30<\/h3>\n\n\n\n<p>\u81ea\u52a8\u5316\u8d28\u91cf\u8bc4\u4f30\uff1a\u7528\u65f6\u95f4\u6233\u5bf9\u9f50\u7684\u8bed\u97f3\u4f5c\u4e3a\u8f93\u5165\uff0c\u63d0\u53d6\u97f3\u9891\u65f6\u957f\u548c\u4fe1\u566a\u6bd4\uff08SNR\uff09\u7b49\u6307\u6807\u3002\u968f\u540e\uff0c\u8fd9\u4e9b\u7279\u5f81\u7528\u4e8e\u8ba1\u7b97<strong>\u8bcd\u7ea7\u865a\u62df\u4e3b\u89c2\u8bc4\u4ef7\u5206\u6570\uff08WVMOS\uff09<\/strong>\uff0c\u4f5c\u4e3a\u611f\u77e5\u97f3\u9891\u8d28\u91cf\u7684\u66ff\u4ee3\u6307\u6807\u3002\u4f4e\u8d28\u91cf\u7684\u97f3\u9891\u6837\u672c\u5c06\u88ab\u4e22\u5f03\u3002<\/p>\n\n\n\n<h3>LLM-GER\u7ea0\u9519\u5904\u7406<\/h3>\n\n\n\n<p>\u4e3a\u4e86\u63d0\u9ad8\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u8f6c\u5199\u7684\u51c6\u786e\u6027\uff0c\u5e76\u5728\u5df2\u6709\u7814\u7a76\u7684\u57fa\u7840\u4e0a\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u5957\u9488\u5bf9\u56db\u5ddd\u65b9\u8a00\u7684\u9c81\u68d2 ASR \u8f6c\u5199\u6846\u67b6\u3002\u6211\u4eec\u7684\u65b9\u6cd5\u88ab\u79f0\u4e3a <strong>\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u7684\u9519\u8bef\u7ea0\u6b63 ROVER\uff08LLM Generative Error Correction based ROVER, LLM-GER\uff09<\/strong>\uff0c<strong>\u65e8\u5728\u5c06\u591a\u4e2a ASR \u7cfb\u7edf\u7684\u8f93\u51fa\u878d\u5408\u4e3a\u5355\u4e00\u3001\u51c6\u786e\u4e14\u53ef\u9760\u7684\u8f6c\u5199\u7ed3\u679c\u3002<\/strong><\/p>\n\n\n\n<p>\u9996\u5148\uff0c\u4e09\u5957\u4e0d\u540c\u7684 ASR \u7cfb\u7edf\uff08FireRed-ASR\u3001SenseVoice-Small \u548c TeleASR\uff09\u751f\u6210\u521d\u6b65\u5019\u9009\u8f6c\u5199\u3002\u968f\u540e\uff0c\u8fd9\u4e9b\u8f6c\u5199\u7531 <strong>Qwen3<\/strong> \u8fdb\u884c\u878d\u5408\uff0c\u5229\u7528\u5176\u5f3a\u5927\u7684\u65b9\u8a00\u7406\u89e3\u80fd\u529b\uff0c\u5e76\u7ed3\u5408\u6211\u4eec\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u63d0\u793a\uff08prompt\uff09\u8fdb\u884c\u9519\u8bef\u7ea0\u6b63\uff0c\u540c\u65f6\u4fdd\u6301\u539f\u59cb\u8bed\u4e49\u548c token \u957f\u5ea6\u4e0d\u53d8\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-36-626x1024.png\" alt=\"\" class=\"wp-image-28952\" width=\"526\" height=\"860\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-36-626x1024.png 626w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-36-183x300.png 183w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-36-768x1256.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-36.png 822w\" sizes=\"(max-width: 526px) 100vw, 526px\" \/><\/figure><\/div>\n\n\n\n<p>\u901a\u8fc7\u8fd9\u79cd\u65b9\u6cd5\uff0c\u5145\u5206\u53d1\u6325\u4e86\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5728\u89c4\u8303\u5316\u56db\u5ddd\u65b9\u8a00\u8868\u8fbe\u65b9\u9762\u7684\u80fd\u529b\uff0c\u540c\u65f6<strong>\u6574\u5408\u4e86\u591a\u5957 ASR \u7cfb\u7edf\u7684\u4e92\u8865\u4f18\u52bf<\/strong>\u3002\u8fd9\u6837\u7684\u7ec4\u5408\u4e3a <strong>WenetSpeech-Chuan<\/strong> \u6570\u636e\u96c6\u751f\u6210\u4e86\u9ad8\u8d28\u91cf\u7684\u8f6c\u5199\u7ed3\u679c\u3002\u5bf9\u6d4b\u8bd5\u96c6\u7684\u8ba1\u7b97\u7ed3\u679c\u663e\u793a\uff0c<strong>\u4e0e\u5355\u4e00 ASR \u7cfb\u7edf\u7684\u8f6c\u5199\u76f8\u6bd4\uff0cLLM-GER \u5e73\u5747\u53ef\u5c06\u8f6c\u5199\u51c6\u786e\u7387\u63d0\u9ad8\u7ea6 15%\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"540\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-37-1024x540.png\" alt=\"\" class=\"wp-image-28962\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-37-1024x540.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-37-300x158.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-37-768x405.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-37.png 1254w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3>\u6807\u70b9\u7b26\u53f7\u9884\u6d4b<\/h3>\n\n\n\n<p>\u5e26\u6807\u70b9\u7684\u51c6\u786e\u8f6c\u5199\u5bf9\u4e8e TTS \u8bad\u7ec3\u81f3\u5173\u91cd\u8981\uff0c\u4f46<strong>\u4ec5\u4f9d\u9760\u6587\u672c\u7684\u6807\u70b9\u9884\u6d4b\u5f80\u5f80\u4e0e\u5b9e\u9645\u8bed\u97f3\u505c\u987f\u4e0d\u5339\u914d<\/strong>\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u7ed3\u5408\u97f3\u9891\u4e0e\u6587\u672c\u6a21\u6001\u7684<strong>\u591a\u6a21\u6001\u6807\u70b9\u9884\u6d4b\u65b9\u6cd5<\/strong>\u3002<\/p>\n\n\n\n<p>\u5728<strong>\u97f3\u9891\u6a21\u6001\u65b9\u9762\uff0c\u6211\u4eec\u4f7f\u7528<\/strong> <strong>Kaldi \u6a21\u578b\u5bf9\u97f3\u9891\u4e0e\u6587\u672c\u8fdb\u884c\u5f3a\u5236\u5bf9\u9f50\uff0c\u4ece\u800c\u83b7\u5f97\u6bcf\u4e2a\u8bcd\u7684\u65f6\u95f4\u6233\u548c\u505c\u987f\u65f6\u957f<\/strong>\uff0c<strong>\u5e76\u6839\u636e\u9608\u503c\u5c06\u505c\u987f\u5212\u5206\u4e3a\u77ed\u505c\u987f\u6216\u957f\u505c\u987f\uff08\u4f8b\u5982\uff0c\u77ed\u505c\u987f 0.25 \u79d2\uff0c\u957f\u505c\u987f 0.5 \u79d2\uff09\u3002<\/strong><\/p>\n\n\n\n<p>\u5728\u6587\u672c\u6a21\u6001\u65b9\u9762\uff0c\u6211\u4eec<strong>\u4f7f\u7528 BiLSTM \u6807\u70b9\u6a21\u578b\u5728\u505c\u987f\u5019\u9009\u4f4d\u7f6e\u9884\u6d4b\u6807\u70b9\uff1a\u77ed\u505c\u987f\u5bf9\u5e94\u9017\u53f7\uff0c\u957f\u505c\u987f\u5bf9\u5e94\u53e5\u53f7\u3001\u95ee\u53f7\u6216\u611f\u53f9\u53f7\u3002\u9608\u503c\u901a\u8fc7\u4eba\u5de5\u53cd\u9988\u8fdb\u884c\u8fed\u4ee3\u4f18\u5316\uff0c\u4ee5\u786e\u4fdd\u6807\u70b9\u4e0e\u5b9e\u9645\u8bed\u97f3\u505c\u987f\u4fdd\u6301\u4e00\u81f4\u3002<\/strong><\/p>\n\n\n\n<p class=\"has-light-gray-background-color has-background\"><strong><em>ps\uff1a<\/em>\u8be5\u65b9\u6cd5\u5b58\u5728\u7684\u7684\u95ee\u9898\uff1a\u7531\u4e8e\u4e0d\u6d89\u53ca\u8bed\u97f3\u4fe1\u606f\uff0c\u5355\u6a21\u6001\u6a21\u578b\u65f6\u5e38\u65e0\u6cd5\u83b7\u77e5\u8bf4\u8bdd\u4eba\u7684\u60c5\u611f\u6001\u5ea6\uff0c\u8fd9\u4f1a\u5bfc\u81f4\u6a21\u578b\u5728\u4e00\u4e9b\u53e5\u5b50\u672b\u5c3e\u96be\u4ee5\u6289\u62e9\u4ee5\u53e5\u53f7\u8fd8\u662f\u95ee\u53f7\u4f5c\u4e3a\u7ed3\u675f\u7b26\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"318\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-38-1024x318.png\" alt=\"\" class=\"wp-image-28965\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-38-1024x318.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-38-300x93.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-38-768x238.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-38.png 1053w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2>WenetSpeech-Chuan Corpus<\/h2>\n\n\n\n<p>\u901a\u8fc7\u5c06 Chuan-Pipeline \u5e94\u7528\u4e8e\u6536\u96c6\u5230\u7684\u591a\u6e90\u539f\u59cb\u6570\u636e\uff0c\u6211\u4eec\u6784\u5efa\u4e86\u00a0<strong>WenetSpeech-Chuan<\/strong>\u00a0\u8bed\u6599\u5e93\uff0c\u8fd9\u662f\u4e00\u4e2a\u9762\u5411\u56db\u5ddd\u65b9\u8a00\u7684\u5927\u89c4\u6a21\u3001\u591a\u6807\u7b7e\u3001\u591a\u9886\u57df\u7684\u8d44\u6e90\u3002\u672c\u8282\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u8be5\u8bed\u6599\u5e93\uff0c\u5305\u62ec\u5176\u5143\u6570\u636e\u3001\u97f3\u9891\u683c\u5f0f\u3001\u6570\u636e\u591a\u6837\u6027\u4ee5\u53ca\u8bad\u7ec3\u96c6\u548c\u8bc4\u4f30\u96c6\u7684\u8bbe\u8ba1\u539f\u5219\u3002<\/p>\n\n\n\n<p>\u4e3a\u6bcf\u4e2a\u97f3\u9891\u7247\u6bb5\u5206\u914d\u4e00\u4e2a\u7f6e\u4fe1\u5ea6\uff0c\u7528\u4e8e\u8861\u91cf\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u8f6c\u5f55\u7684\u8d28\u91cf\u3002 \u5982\u8868 1 \u6240\u793a\uff0c\u6211\u4eec\u9009\u53d6\u4e86 <strong>3,714 \u5c0f\u65f6\u7684\u5f3a\u6807\u7b7e\u6570\u636e\uff08Strong Label\uff09<\/strong>\uff0c\u5176\u7f6e\u4fe1\u5ea6\u5927\u4e8e 0.90\u3002 <strong>6,299 \u5c0f\u65f6\u7684\u5f31\u6807\u7b7e\u6570\u636e\uff08Weak Label\uff09<\/strong>\uff0c\u7f6e\u4fe1\u5ea6\u4ecb\u4e8e 0.60 \u4e0e 0.90 \u4e4b\u95f4\uff0c\u88ab\u4fdd\u5b58\u5728\u6211\u4eec\u7684\u5143\u6570\u636e\u4e2d\uff0c\u7528\u4e8e\u534a\u76d1\u7763\u8bad\u7ec3\u6216\u5176\u4ed6\u7528\u9014\u3002 \u603b\u7684\u6765\u8bf4\uff0c<strong>WenetSpeech-Chuan<\/strong> \u5171\u5305\u542b <strong>10,013 \u5c0f\u65f6\u7684\u539f\u59cb\u97f3\u9891<\/strong>\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\/10\/image.png\" alt=\"\" class=\"wp-image-28976\" width=\"430\" height=\"100\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image.png 484w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-300x69.png 300w\" sizes=\"(max-width: 430px) 100vw, 430px\" \/><\/figure><\/div>\n\n\n\n<p><strong>WenetSpeech-Chuan<\/strong> \u7684\u6765\u6e90\u9886\u57df\uff0c\u5171\u5305\u542b 9 \u4e2a\u7c7b\u522b\u3002 \u5176\u4e2d\uff0c<strong>\u77ed\u89c6\u9891\u5360\u6bd4\u6700\u5927\uff0852.83%\uff09<\/strong>\uff0c\u5176\u6b21\u662f <strong>\u5a31\u4e50\uff0820.08%\uff09<\/strong> \u548c <strong>\u76f4\u64ad\uff0818.35%\uff09<\/strong>\u3002 \u5176\u4ed6\u9886\u57df\u5305\u62ec\u7eaa\u5f55\u7247\u3001\u6709\u58f0\u4e66\u3001\u8bbf\u8c08\u3001\u65b0\u95fb\u3001\u6717\u8bfb\u548c\u7535\u89c6\u5267\uff0c\u5360\u6bd4\u8f83\u5c0f\uff0c\u4f46\u63d0\u5347\u4e86\u6570\u636e\u96c6\u7684\u591a\u6837\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"628\" height=\"405\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-1.png\" alt=\"\" class=\"wp-image-28978\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-1.png 628w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-1-300x193.png 300w\" sizes=\"(max-width: 628px) 100vw, 628px\" \/><\/figure>\n\n\n\n<p>\u57fa\u4e8e <strong>WVMOS \u6307\u6807<\/strong> \u8ba1\u7b97\u5f97\u5230\u7684\u97f3\u9891\u8d28\u91cf\u8bc4\u5206\u4e3b\u8981\u96c6\u4e2d\u5728 <strong>2.5 \u5230 4.0 \u533a\u95f4<\/strong>\uff0c\u5176\u4e2d <strong>3.0 \u5230 3.5 \u4e4b\u95f4\u5b58\u5728\u4e00\u4e2a\u663e\u8457\u5cf0\u503c<\/strong>\u3002 \u8fd9\u4e00\u5206\u5e03\u8868\u660e\uff0c\u8bed\u6599\u5e93\u7684\u5927\u90e8\u5206\u97f3\u9891\u5c5e\u4e8e <strong>\u4e2d\u9ad8\u8d28\u91cf\u8bed\u97f3<\/strong>\uff0c\u5728\u5e72\u51c0\u5f55\u97f3\u4e0e\u771f\u5b9e\u73af\u5883\u58f0\u5b66\u6761\u4ef6\u4e4b\u95f4\u53d6\u5f97\u4e86\u5e73\u8861\uff0c\u4ece\u800c\u4f7f\u5176\u5728\u8bad\u7ec3\u901a\u7528\u8bed\u97f3\u6a21\u578b\u65f6\u5177\u5907\u8f83\u5f3a\u7684\u9c81\u68d2\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"577\" height=\"417\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-2.png\" alt=\"\" class=\"wp-image-28980\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-2.png 577w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-2-300x217.png 300w\" sizes=\"(max-width: 577px) 100vw, 577px\" \/><\/figure>\n\n\n\n<p><strong>WenetSpeech-Chuan Eval Benchmark\uff1a<\/strong><\/p>\n\n\n\n<p>ASR \u8bc4\u6d4b\u96c6\uff1a\u4eba\u5de5\u6807\u6ce89.7 \u5c0f\u65f6\u7684\u8bc4\u6d4b\u96c6\u5212\u5206\u4e3a Easy \u548c Hard \u4e24\u4e2a\u5b50\u96c6<\/p>\n\n\n\n<p>TTS \u8bc4\u6d4b\u96c6\uff1a<\/p>\n\n\n\n<ul><li><strong>WSC-Eval-TTS-easy<\/strong>\uff1a\u5305\u542b\u6765\u81ea\u591a\u4e2a\u9886\u57df\u7684\u65b9\u8a00\u8bcd\u53e5\u5b50\uff1b<\/li><li><strong>WSC-Eval-TTS-hard<\/strong>\uff1a\u7531\u957f\u53e5\u5b50\u548c\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u751f\u6210\u7684\u591a\u6837\u5316\u98ce\u683c\u53e5\u5b50\u7ec4\u6210\uff0c\u4f8b\u5982\u7ed5\u53e3\u4ee4\u3001\u4fd7\u8bed\u548c\u60c5\u611f\u5316\u8bed\u97f3\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"564\" height=\"145\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-3.png\" alt=\"\" class=\"wp-image-28986\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-3.png 564w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-3-300x77.png 300w\" sizes=\"(max-width: 564px) 100vw, 564px\" \/><\/figure>\n\n\n\n<h2>Experiments<\/h2>\n\n\n\n<h3>ASR<\/h3>\n\n\n\n<p>\u5982\u8868 3 \u6240\u793a\uff0c\u4e0d\u540c\u7c7b\u578b\u7684\u6a21\u578b\u5728\u56db\u5ddd\u65b9\u8a00\u6d4b\u8bd5\u96c6\u4e0a\u7684\u8868\u73b0\u5b58\u5728\u5dee\u5f02\u3002 \u9996\u5148\uff0c\u5728\u6240\u6709\u5f00\u6e90\u6a21\u578b\u4e2d\uff0c<strong>FireRedASR<\/strong> \u5728\u591a\u4e2a\u8bc4\u6d4b\u96c6\u4e0a\u8868\u73b0\u51fa\u76f8\u5bf9\u7a33\u5b9a\u7684\u8bc6\u522b\u6027\u80fd\u3002 \u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c<strong>FireRedASR-AED<\/strong> \u5728\u6240\u6709\u6d4b\u8bd5\u96c6\u4e0a\u7684\u5e73\u5747\u8bcd\u9519\u8bef\u7387\uff08WER\uff09\u4e3a <strong>15.14%<\/strong>\uff0c\u6210\u4e3a\u8868\u73b0\u6700\u4f18\u7684\u5f00\u6e90\u6a21\u578b\u3002 \u76f8\u6bd4\u4e4b\u4e0b\uff0c<strong>Qwen2.5-omni<\/strong> \u548c <strong>kimi-audio<\/strong> \u7b49\u6a21\u578b\u5728 <strong>MagicData-Dialogue \u6d4b\u8bd5\u96c6<\/strong> \u4e0a\u7684\u9519\u8bef\u7387\u663e\u8457\u504f\u9ad8\uff0c\u8868\u660e\u5176\u5bf9\u65b9\u8a00\u8bed\u97f3\u7684\u9002\u5e94\u6027\u4e0d\u8db3\u3002<\/p>\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\/10\/image-4.png\" alt=\"\" class=\"wp-image-28989\" width=\"691\" height=\"502\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-4.png 1012w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-4-300x218.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-4-768x558.png 768w\" sizes=\"(max-width: 691px) 100vw, 691px\" \/><\/figure>\n\n\n\n<p>\u6211\u4eec\u7ecf\u8fc7\u5fae\u8c03\u7684\u6a21\u578b\u5c55\u73b0\u51fa\u660e\u663e\u7684\u6027\u80fd\u63d0\u5347\u3002\u5728 WenetSpeech-Chuan \u4e0a\u5bf9 Paraformer \u548c Qwen2.5-omni \u8fdb\u884c\u5fae\u8c03\u540e\uff0c\u6574\u4f53\u6027\u80fd\u5206\u522b\u63d0\u5347\u4e86\u00a0<strong>11.7%<\/strong>\u00a0\u548c\u00a0<strong>11.02%<\/strong>\u00a0\uff0c\u5f70\u663e\u4e86 WenetSpeech-Chuan \u5728\u63d0\u5347\u65b9\u8a00\u8bc6\u522b\u80fd\u529b\u65b9\u9762\u7684\u663e\u8457\u6548\u679c\u3002\u6b64\u5916\uff0c\u5728\u989d\u5916\u4f7f\u7528 1000 \u5c0f\u65f6\u5185\u90e8\u6570\u636e\u8fdb\u884c\u6301\u7eed\u5fae\u8c03\u540e\uff0cParaformer \u5728\u6240\u6709\u6d4b\u8bd5\u96c6\u4e0a\u5747\u8fbe\u5230\u4e86\u00a0<strong>13.38%<\/strong>\u00a0\u7684\u5e73\u5747 CER\uff0c\u8fbe\u5230\u4e86\u5f53\u524d\u6700\u4f73\u6c34\u5e73\u00a0\uff0c\u8fd9\u8bc1\u660e\u4e86 ASR \u6a21\u578b\u5728\u4f7f\u7528\u9ad8\u8d28\u91cf\u65b9\u8a00\u6570\u636e\u8bad\u7ec3\u65f6\u5177\u6709\u5f3a\u5927\u7684\u8fc1\u79fb\u80fd\u529b\u548c\u9002\u5e94\u6027\u3002<\/p>\n\n\n\n<p>\u7efc\u4e0a\u6240\u8ff0\uff0c\u6211\u4eec\u7684\u8bc4\u4f30\u7ed3\u679c\u6e05\u695a\u5730\u8868\u660e\uff0c\u5728\u4fdd\u6301\u666e\u901a\u8bdd\u8bc6\u522b\u80fd\u529b\u6ca1\u6709\u660e\u663e\u4e0b\u964d\u7684\u540c\u65f6\uff0cWenetSpeech-Chuan \u5927\u5927\u589e\u5f3a\u4e86\u6a21\u578b\u8bc6\u522b\u56db\u5ddd\u65b9\u8a00\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<h3>Speech Synthesis<\/h3>\n\n\n\n<p>CosyVoice2-WSC \u5728\u5ba2\u89c2\u548c\u4e3b\u89c2\u6307\u6807\u4e0a\u5747\u5c55\u73b0\u51fa\u6781\u5177\u7ade\u4e89\u529b\u7684\u8868\u73b0\u3002\u5728\u7b80\u5355\u5206\u7c7b\u4e0b\uff0c\u5176 CER \u8fbe\u5230 4.28%\uff0c\u63a5\u8fd1 Qwen-TTS \u7684 4.13%\uff0c\u540c\u65f6\u5b9e\u73b0\u4e86\u66f4\u9ad8\u7684\u611f\u77e5\u8d28\u91cf\u548c\u6700\u4f73\u7684\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u5ea6\u3002\u5728\u56f0\u96be\u5206\u7c7b\u4e0b\uff0c\u5176 CER \u4e0a\u5347\u81f3 8.78%\uff0c\u800c Qwen-TTS \u4ec5\u4e3a 7.35%\uff0c\u4f46\u4ecd\u4fdd\u6301\u4e86\u66f4\u9ad8\u7684\u611f\u77e5\u8d28\u91cf\uff0cSIM \u9ad8\u4e8e 62%\uff0c\u5728\u6311\u6218\u6027\u573a\u666f\u4e2d\u5c55\u73b0\u51fa\u66f4\u4f73\u7684\u9c81\u68d2\u6027\u3002<\/p>\n\n\n\n<p>\u4e0e\u9519\u8bef\u7387\u8f83\u9ad8\u7684 Step-Audio-TTS \u548c CosyVoice2 \u57fa\u7ebf\u76f8\u6bd4\uff0cCosyVoice2-WSC \u5728\u51c6\u786e\u7387\u548c\u611f\u77e5\u8d28\u91cf\u4e4b\u95f4\u53d6\u5f97\u4e86\u66f4\u4f73\u7684\u5e73\u8861\u3002\u7ecf\u8fc7\u5fae\u8c03\u540e\uff0cCosyVoice2-WSC-SFT \u53d6\u5f97\u4e86\u8fdb\u4e00\u6b65\u7684\u63d0\u5347\u3002\u5728\u7b80\u5355\u5212\u5206\u4e2d\uff0c\u5176 CER \u6700\u4f4e\uff0c\u4e3a 4.08%\uff0cSIM \u6700\u9ad8\uff0c\u4e3a 78.84%\uff0c\u540c\u65f6 MOS \u5bb6\u65cf\u5f97\u5206\u4e5f\u5904\u4e8e\u9886\u5148\u5730\u4f4d\u3002\u5728\u56f0\u96be\u5212\u5206\u4e2d\uff0c\u5176 CER \u964d\u81f3 7.22%\uff0c\u5e76\u4fdd\u6301\u4e86\u6700\u4f73 AMOS \u5f97\u5206\uff0c\u8fd9\u8868\u660e\u5fae\u8c03\u80fd\u591f\u540c\u65f6\u63d0\u5347\u51c6\u786e\u7387\u548c\u611f\u77e5\u8d28\u91cf\u3002<\/p>\n\n\n\n<p>\u603b\u800c\u8a00\u4e4b\uff0c\u8fd9\u4e9b\u7ed3\u679c\u8bc1\u5b9e\u4e86 WenetSpeech-Chuan \u6570\u636e\u96c6\u4e3a\u6784\u5efa\u7a33\u5065\u3001\u9ad8\u8d28\u91cf\u7684\u56db\u5ddd\u65b9\u8a00 TTS \u7cfb\u7edf\u5960\u5b9a\u4e86\u575a\u5b9e\u7684\u57fa\u7840\u3002<\/p>\n\n\n\n<h2>\u7ed3\u8bba<\/h2>\n\n\n\n<p>WenetSpeech-Chuan\uff0c\u8fd9\u662f\u76ee\u524d\u4e2d\u56fd\u6700\u5927\u7684\u56db\u5ddd\u65b9\u8a00\u5f00\u6e90\u8bed\u6599\u5e93\uff0c\u5305\u542b\u8d85\u8fc7 10,000 \u5c0f\u65f6\u7684\u591a\u7ef4\u8bed\u97f3\u6807\u6ce8\u3002\u4e3a\u4e86\u6784\u5efa\u8be5\u6570\u636e\u96c6\uff0c\u6211\u4eec\u5f00\u53d1\u4e86 Chuan-Pipeline\uff0c\u8fd9\u662f\u4e00\u4e2a\u529f\u80fd\u5168\u9762\u7684\u6570\u636e\u5904\u7406\u5de5\u5177\u5305\uff0c\u80fd\u591f\u652f\u6301\u8fd9\u4e00\u5927\u89c4\u6a21\u8d44\u6e90\u7684\u521b\u5efa\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ud83d\udcd1&nbsp;Paper&nbsp;&nbsp;&nbsp; | &nbsp;&nbsp; \ud83d\udc19&nbsp;Gi &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2025\/10\/09\/wenetspeech-chuan\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span 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