{"id":30172,"date":"2026-02-15T09:31:52","date_gmt":"2026-02-15T01:31:52","guid":{"rendered":"http:\/\/139.9.1.231\/?p=30172"},"modified":"2026-02-15T09:31:56","modified_gmt":"2026-02-15T01:31:56","slug":"qwen3-asr","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2026\/02\/15\/qwen3-asr\/","title":{"rendered":"Qwen3-ASR \u652f\u6301\u591a\u8bed\u79cd\u8bc6\u522b\u5927\u6a21\u578b"},"content":{"rendered":"\n<ul class=\"has-light-gray-background-color has-background\"><li><strong>Github:&nbsp;<a href=\"https:\/\/github.com\/QwenLM\/Qwen3-ASR\">https:\/\/github.com\/QwenLM\/Qwen3-ASR<\/a><\/strong><\/li><li><strong>HuggingFace:&nbsp;<a href=\"https:\/\/huggingface.co\/collections\/Qwen\/qwen3-asr\">https:\/\/huggingface.co\/collections\/Qwen\/qwen3-asr<\/a><\/strong><\/li><li><strong>ModelScope\uff1a<a href=\"https:\/\/www.modelscope.cn\/collections\/Qwen\/Qwen3-ASR\">https:\/\/www.modelscope.cn\/collections\/Qwen\/Qwen3-ASR<\/a><\/strong><\/li><li><strong>paper<\/strong>:<strong><em>https:\/\/github.com\/QwenLM\/Qwen3-ASR\/blob\/main\/assets\/Qwen3_ASR.pdf<\/em><\/strong><\/li><\/ul>\n\n\n\n<p><strong>Qwen3-ASR&nbsp;<\/strong>\u662f\u7531Qwen\u5f00\u53d1\u7684\u4e00\u7cfb\u5217\u529f\u80fd\u5f3a\u5927\u7684\u8bed\u97f3\u8bc6\u522b\u6a21\u578b\uff0c\u5305\u62ec\u4e24\u4e2a\u5f3a\u5927\u4e14\u5168\u9762\u7684\u8bed\u97f3\u8bc6\u522b\u6a21\u578b Qwen3-ASR-1.7B \u4e0e Qwen3-ASR-0.6B\uff0c\u4ee5\u53ca\u4e00\u4e2a\u521b\u65b0\u7684\u8bed\u97f3\u5f3a\u5236\u5bf9\u9f50\u6a21\u578b Qwen3-ForcedAligner-0.6B\u3002Qwen3-ASR \u7cfb\u5217\u7684\u8bed\u97f3\u8bc6\u522b\u6a21\u578b\u652f\u6301 52 \u4e2a\u8bed\u79cd\u4e0e\u65b9\u8a00\u7684\u8bed\u79cd\u8bc6\u522b\u4e0e\u8bed\u97f3\u8bc6\u522b\u3002<\/p>\n\n\n\n<p>\u4f9d\u6258\u521b\u65b0\u7684\u9884\u8bad\u7ec3 AuT \u8bed\u97f3\u7f16\u7801\u5668\u4e0e Qwen3-Omni \u57fa\u5ea7\u6a21\u578b\u7684\u5f3a\u5927\u591a\u6a21\u6001\u80fd\u529b\uff0cQwen3-ASR \u5b9e\u73b0\u4e86\u7cbe\u51c6\u4e0e\u7a33\u5b9a\u7684\u8bed\u97f3\u8bc6\u522b\uff0c\u5176 1.7B \u6a21\u578b\u5728\u4e2d\u6587\u3001\u82f1\u6587\u3001\u4e2d\u6587\u53e3\u97f3\u4e0e\u6b4c\u5531\u8bc6\u522b\u7b49\u573a\u666f\u4e0b\u8fbe\u5230 SOTA\uff0c\u5177\u6709\u590d\u6742\u6587\u672c\u8bc6\u522b\u80fd\u529b\u4ee5\u53ca\u5f3a\u566a\u58f0\u4e0b\u7684\u7a33\u5b9a\u6027\uff1b0.6B \u6a21\u578b\u5728\u6027\u80fd\u4e0e\u6548\u7387\u4e0a\u5b9e\u73b0\u4e86\u5747\u8861\uff0c\u5728\u4fdd\u8bc1\u8bed\u97f3\u8bc6\u522b\u51c6\u786e\u7387\u7684\u60c5\u51b5\u4e0b\uff0c128 \u5e76\u53d1\u5f02\u6b65\u670d\u52a1\u63a8\u7406\u80fd\u591f\u8fbe\u5230 2000 \u500d\u541e\u5410\uff0c\u5373 10 \u79d2\u949f\u5904\u7406\u4e94\u4e2a\u5c0f\u65f6\u4ee5\u4e0a\u7684\u97f3\u9891\u3002<\/p>\n\n\n\n<p>\u5f3a\u5236\u5bf9\u9f50\u6a21\u578b <em>Qwen3-ForcedAligner-0.6B<\/em> \u662f\u57fa\u4e8e NAR LLM \u63a8\u7406\u7684\u65f6\u95f4\u6233\u9884\u6d4b\u6a21\u578b\uff0c\u652f\u6301 11 \u4e2a\u8bed\u79cd\u7684\u4efb\u610f\u4f4d\u7f6e\u7684\u7075\u6d3b\u7cbe\u51c6\u7684\u5f3a\u5236\u5bf9\u9f50\uff0c\u5176\u65f6\u95f4\u6233\u9884\u6d4b\u7cbe\u5ea6\u8d85\u8d8a\u4f20\u7edf\u7684 WhisperX\uff0cNemo-Forced-Aligner \u7b49\u6a21\u578b\uff0c\u5355\u5e76\u53d1\u63a8\u7406 RTF \u8fbe\u5230\u4e86\u9ad8\u6548\u7684 0.0089\u3002<\/p>\n\n\n\n\n\n<h2>Introduction<\/h2>\n\n\n\n<p>\u6838\u5fc3\u7279\u6027\u4e0e\u8d21\u732e\u53ef\u6982\u62ec\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ul><li><strong>\u5b9e\u73b0\u4e00\u4f53\u5316 ASR \u4e0e LID \u7684\u6700\u5148\u8fdb\u6027\u80fd\u3002<\/strong><br>Qwen3-ASR-1.7B \u4e0e Qwen3-ASR-0.6B \u652f\u6301 30 \u79cd\u8bed\u8a00\u300122 \u79cd\u4e2d\u6587\u65b9\u8a00\u7684\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff0c\u4ee5\u53ca\u8986\u76d6\u5168\u7403\u4e0d\u540c\u56fd\u5bb6\u548c\u5730\u533a\u7684\u82f1\u8bed\u53d8\u4f53\u3002\u8fd9\u4e24\u6b3e\u6a21\u578b\u5728\u590d\u6742\u73af\u5883\u4e0b\u540c\u6837\u5177\u5907\u9c81\u68d2\u8bc6\u522b\u80fd\u529b\uff0c\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\u6b4c\u5531\u8bed\u97f3\u4e0e\u6b4c\u66f2\u8bc6\u522b\u3001\u566a\u58f0\u73af\u5883\u8bc6\u522b\u4ee5\u53ca\u590d\u6742\u6587\u672c\u6a21\u5f0f\uff08\u5982<strong>\u6df7\u5408\u8bed\u8a00<\/strong>\u3001\u53e3\u8bed\u5316\u8868\u8fbe\u7b49\uff09\u7684\u8bc6\u522b\u3002<\/li><li><strong>\u63d0\u51fa\u65b0\u578b\u8bed\u97f3\u5f3a\u5236\u5bf9\u9f50\u67b6\u6784\u3002<\/strong><br><strong>\u9996\u6b21\u5f15\u5165\u4e86\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8bed\u97f3\u5f3a\u5236\u5bf9\u9f50\u5668<\/strong>\uff0c\u53ef\u5728\u7075\u6d3b\u65f6\u95f4\u7c92\u5ea6\u4e0b\u751f\u6210\u9ad8\u7cbe\u5ea6\u65f6\u95f4\u6233\uff0c<strong>\u5305\u62ec\u8bcd\u7ea7\u3001\u53e5\u7ea7\u548c\u6bb5\u843d\u7ea7<\/strong>\u3002\u4e0d\u540c\u4e8e\u73b0\u6709\u5de5\u5177\uff08\u5982<strong> Montreal Forced Aligner, MFA \u548c NeMo Forced Aligner, NFA<\/strong>\uff09\uff0c\u6211\u4eec\u7684 <strong>Qwen3-ForcedAligner-0.6B<\/strong> <strong>\u63d0\u4f9b\u7edf\u4e00\u7684\u591a\u8bed\u8a00\u89e3\u51b3\u65b9\u6848\uff0c\u5f25\u8865\u4e86 Qwen3-ASR \u7cfb\u5217\u4e2d\u7f3a\u4e4f\u4e00\u4f53\u5316\u5f3a\u5236\u5bf9\u9f50\u7cfb\u7edf\u7684\u4e0d\u8db3\uff0c\u8865\u5168\u4e86\u7efc\u5408\u53e3\u8bed\u8bed\u8a00\u5904\u7406\u4f53\u7cfb\u4e2d\u7684\u5173\u952e\u529f\u80fd\u6a21\u5757\u3002<\/strong><\/li><li><strong>\u5f00\u6e90\u6a21\u578b\u4e0e\u5b8c\u6574\u7684\u63a8\u7406\u53ca\u5fae\u8c03\u6846\u67b6\u3002<\/strong><br>\u9664\u53d1\u5e03\u4e09\u6b3e\u6a21\u578b\u6743\u91cd\u5916\uff0c\u6211\u4eec\u8fd8\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5b8c\u5168\u5f00\u6e90\u3001\u6613\u4e8e\u4f7f\u7528\u7684\u4ee3\u7801\u6846\u67b6\uff0c\u652f\u6301\u591a\u79cd\u63a8\u7406\u80fd\u529b\uff08\u5982<strong>\u591a\u7c92\u5ea6\u5bf9\u9f50\u3001\u6d41\u5f0f\u8f6c\u5199\u548c\u591a\u8bed\u8a00\u5904\u7406<\/strong>\uff09\uff0c\u5e76\u63d0\u4f9b\u53ef\u590d\u73b0\u7684\u5fae\u8c03\u65b9\u6848\u3002\u6211\u4eec\u5e0c\u671b\u8fd9\u4e00\u7edf\u4e00\u5de5\u5177\u94fe\u80fd\u591f\u52a0\u901f\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\u9886\u57df\u7684\u7814\u7a76\u4e0e\u5e94\u7528\u5f00\u53d1\u3002<\/li><\/ul>\n\n\n\n<h2>Qwen3-ASR<\/h2>\n\n\n\n<h3>Architecture<\/h3>\n\n\n\n<p>Qwen3-ASR \u7cfb\u5217\u6a21\u578b\u4ee5 <strong>Qwen3-Omni<\/strong> \u4f5c\u4e3a\u57fa\u7840\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u5df2\u88ab\u9a8c\u8bc1\u5177\u5907\u5f3a\u5927\u7684\u97f3\u9891\u7406\u89e3\u80fd\u529b\u3002\u5f85\u8bc6\u522b\u8bed\u97f3\u9996\u5148\u8f93\u5165\u81f3 <strong>AuT \u7f16\u7801\u5668<\/strong>\u3002<strong>AuT \u7f16\u7801\u5668\u72ec\u7acb\u4e8e Qwen3-Omni \u548c Qwen3-ASR \u8fdb\u884c\u9884\u8bad\u7ec3\u3002<\/strong><\/p>\n\n\n\n<p>\u5982\u56fe 2\uff08\u5de6\uff09\u6240\u793a\uff0cAuT \u662f\u4e00\u79cd\u57fa\u4e8e <strong>Attention Encoder-Decoder (AED)<\/strong> \u67b6\u6784\u7684 ASR \u6a21\u578b\u3002\u5176\u5bf9 128 \u7ef4 Fbank \u7279\u5f81\u8fdb\u884c <strong>8 \u500d\u4e0b\u91c7\u6837<\/strong>\uff0c\u4ece\u800c\u751f\u6210 <strong>12.5Hz token \u7387<\/strong>\u7684\u97f3\u9891\u8868\u793a\u3002\u4e3a\u517c\u987e\u6d41\u5f0f\u4e0e\u79bb\u7ebf\u63a8\u7406\u80fd\u529b\uff0c\u6211\u4eec\u91c7\u7528 <strong>\u52a8\u6001 Flash Attention \u7a97\u53e3\u673a\u5236<\/strong>\uff0c\u7a97\u53e3\u5927\u5c0f\u5728 1 \u79d2\u81f3 8 \u79d2\u4e4b\u95f4\u81ea\u9002\u5e94\u53d8\u5316\uff0c\u4f7f Qwen3-ASR \u65e2\u53ef\u5904\u7406\u77ed\u8bed\u97f3\u5757\u8fdb\u884c\u6d41\u5f0f\u63a8\u7406\uff0c\u4e5f\u53ef\u652f\u6301\u957f\u8bed\u97f3\u7684\u79bb\u7ebf\u63a8\u7406\u3002<\/p>\n\n\n\n<p>\u672c\u6b21\u53d1\u5e03\u6a21\u578b\u7684\u6574\u4f53\u67b6\u6784\u5982\u56fe 2\uff08\u53f3\uff09\u6240\u793a\uff0c\u5177\u4f53\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ul><li><strong>Qwen3-ASR-1.7B<\/strong><br>\u7531 Qwen3-1.7B \u4e3b\u5e72\u6a21\u578b\u3001\u4e00\u4e2a projector \u6a21\u5757\u4ee5\u53ca\u4e00\u4e2a\u53c2\u6570\u89c4\u6a21\u4e3a <strong>3 \u4ebf\uff08300M\uff09<\/strong>\u3001\u9690\u85cf\u7ef4\u5ea6\u4e3a <strong>1024<\/strong> \u7684 AuT \u7f16\u7801\u5668\u6784\u6210\u3002\u8be5\u6a21\u578b\u5728\u591a\u8bed\u8a00\u53ca\u65b9\u8a00\u8bed\u97f3\u8bc6\u522b\u4efb\u52a1\u4e0a\u8868\u73b0\u7a81\u51fa\uff0c\u540c\u65f6\u5728\u590d\u6742\u58f0\u5b66\u73af\u5883\u548c\u590d\u6742\u6587\u672c\u6a21\u5f0f\u4e0b\u5177\u6709\u8f83\u5f3a\u9c81\u68d2\u6027\u3002<\/li><li><strong>Qwen3-ASR-0.6B<\/strong><br>\u7531 Qwen3-0.6B \u4e3b\u5e72\u6a21\u578b\u3001\u4e00\u4e2a projector \u6a21\u5757\u4ee5\u53ca\u4e00\u4e2a\u53c2\u6570\u89c4\u6a21\u4e3a <strong>1.8 \u4ebf\uff08180M\uff09<\/strong>\u3001\u9690\u85cf\u7ef4\u5ea6\u4e3a <strong>896<\/strong> \u7684 AuT \u7f16\u7801\u5668\u6784\u6210\u3002\u8be5\u7d27\u51d1\u578b\u6a21\u578b\u5728\u8bc6\u522b\u7cbe\u5ea6\u4e0e\u63a8\u7406\u6548\u7387\u4e4b\u95f4\u53d6\u5f97\u826f\u597d\u5e73\u8861\uff0c\u5728\u53c2\u6570\u89c4\u6a21\u4f4e\u4e8e 10 \u4ebf\u7684 ASR \u6a21\u578b\u4e2d\u4fdd\u6301\u8f83\u5f3a\u7ade\u4e89\u529b\u3002<\/li><\/ul>\n\n\n\n<p>\u6574\u4f53\u800c\u8a00\uff0c\u8be5\u7cfb\u5217\u6a21\u578b\u901a\u8fc7\u6a21\u5757\u5316\u97f3\u9891\u7f16\u7801\u5668\u4e0e\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\u7684\u878d\u5408\uff0c\u5b9e\u73b0\u4e86\u9ad8\u6027\u80fd\u3001\u591a\u8bed\u8a00\u3001\u53ef\u6269\u5c55\u7684\u7edf\u4e00\u8bed\u97f3\u8bc6\u522b\u6846\u67b6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"966\" height=\"354\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image.png\" alt=\"\" class=\"wp-image-30176\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image.png 966w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-300x110.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-768x281.png 768w\" sizes=\"(max-width: 966px) 100vw, 966px\" \/><\/figure>\n\n\n\n<h3>\u8bad\u7ec3\u7b56\u7565<\/h3>\n\n\n\n<p>Qwen3-ASR \u7684\u8bad\u7ec3\u8fc7\u7a0b\u5305\u62ec <strong>AuT \u9884\u8bad\u7ec3\u3001Omni \u9884\u8bad\u7ec3\u4ee5\u53ca ASR \u540e\u8bad\u7ec3<\/strong> \u4e09\u4e2a\u9636\u6bb5\uff0c\u5176\u4e2d\u524d\u4e24\u4e2a\u9636\u6bb5\u4e0e Qwen3-Omni \u5b8c\u5168\u4e00\u81f4\u3002<\/p>\n\n\n\n<p><strong>\uff081\uff09AuT \u9884\u8bad\u7ec3<\/strong><\/p>\n\n\n\n<p>\u5728\u8be5\u9636\u6bb5\uff0c\u6211\u4eec\u7684\u76ee\u6807\u662f\u5728 AED\uff08Attention-based Encoder-Decoder\uff09\u6846\u67b6\u4e0b\uff0c\u5229\u7528\u5927\u89c4\u6a21\u6807\u6ce8\u6570\u636e\u8bad\u7ec3\u4e00\u4e2a\u9884\u8bad\u7ec3\u7f16\u7801\u5668\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u4f7f\u7528\u4e86\u7ea6 <strong>4000 \u4e07\u5c0f\u65f6\u7684\u4f2a\u6807\u6ce8 ASR \u6570\u636e<\/strong>\uff0c\u5176\u4e2d\u5927\u90e8\u5206\u4e3a\u4e2d\u6587\u548c\u82f1\u6587\u6570\u636e\u3002\u5b9e\u9a8c\u8868\u660e\uff0c\u8be5\u9884\u8bad\u7ec3\u7f16\u7801\u5668\u5728 <strong>\u52a8\u6001\u6ce8\u610f\u529b\u7a97\u53e3\u5927\u5c0f<\/strong> \u4e0b\u80fd\u591f\u63d0\u4f9b\u901a\u7528\u4e14\u7a33\u5b9a\u7684\u97f3\u9891\u8868\u793a\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<p><strong>\uff082\uff09Omni \u9884\u8bad\u7ec3<\/strong><\/p>\n\n\n\n<p>\u6211\u4eec\u4ee5\u9884\u8bad\u7ec3\u597d\u7684 Qwen3-Omni \u6a21\u578b\u4f5c\u4e3a ASR \u8bad\u7ec3\u7684\u57fa\u7840\u6a21\u578b\u3002<\/p>\n\n\n\n<p>Omni \u9884\u8bad\u7ec3\u5728 <strong>\u591a\u4efb\u52a1\u97f3\u9891\u3001\u89c6\u89c9\u548c\u6587\u672c\u6570\u636e<\/strong> \u4e0a\u8fdb\u884c\u3002\u5728\u8be5\u9636\u6bb5\uff0cQwen3-ASR-0.6B \u548c Qwen3-ASR-1.7B \u5747\u4f7f\u7528 <strong>3 \u4e07\u4ebf token<\/strong> \u8fdb\u884c\u8bad\u7ec3\uff0c\u4ece\u800c\u83b7\u5f97\u591a\u6a21\u6001\u7406\u89e3\u80fd\u529b\u3002<\/p>\n\n\n\n<p><strong>\uff083\uff09ASR \u76d1\u7763\u5fae\u8c03\uff08SFT\uff09<\/strong><\/p>\n\n\n\n<p>\u5728 SFT \u9636\u6bb5\uff0c\u6211\u4eec\u5bf9 ASR \u7684\u8f93\u5165\/\u8f93\u51fa\u683c\u5f0f\u8fdb\u884c\u98ce\u683c\u8fc1\u79fb\u8bad\u7ec3\uff0c\u6240\u4f7f\u7528\u7684\u6570\u636e\u89c4\u6a21\u663e\u8457\u5c0f\u4e8e\u9884\u8bad\u7ec3\u9636\u6bb5\uff0c<strong>\u4e14\u4e0e\u9884\u8bad\u7ec3\u8bed\u6599\u4e0d\u91cd\u53e0<\/strong>\u3002<\/p>\n\n\n\n<p>\u9664\u6807\u51c6\u7684\u4e2d\u6587\u3001\u82f1\u6587\u548c\u591a\u8bed\u79cd ASR \u6570\u636e\u5916\uff0cSFT \u9636\u6bb5\u8fd8\u4f7f\u7528\u4e86\uff1a<\/p>\n\n\n\n<ul><li><strong>\u975e\u8bed\u97f3\u6570\u636e<\/strong><\/li><li><strong>\u6d41\u5f0f\u589e\u5f3a\u6570\u636e<\/strong><\/li><li><strong>\u4e0a\u4e0b\u6587\u504f\u7f6e\u6570\u636e<\/strong><\/li><\/ul>\n\n\n\n<p>\u5177\u4f53\u800c\u8a00\uff0c\u6211\u4eec\u5c06\u6a21\u578b\u8bad\u7ec3\u4e3a\u4e00\u4e2a <strong>\u4ec5\u7528\u4e8e ASR \u7684\u6a21\u578b<\/strong>\uff0c<strong>\u4e0d\u9075\u5faa prompt \u4e2d\u7684\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\uff0c\u4ece\u800c\u7f13\u89e3\u6307\u4ee4\u6ce8\u5165\uff08instruction injection\uff09\u548c\u6307\u4ee4\u8ddf\u968f\u5931\u8d25\u7684\u95ee\u9898<\/strong>\u3002<\/p>\n\n\n\n<p>Qwen3-ASR \u5bf9\u7ed9\u5b9a\u97f3\u9891\u7684\u8f93\u51fa\u5206\u4e3a\u4e24\u79cd\u7c7b\u578b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"772\" height=\"192\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-11.png\" alt=\"\" class=\"wp-image-30396\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-11.png 772w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-11-300x75.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-11-768x191.png 768w\" sizes=\"(max-width: 772px) 100vw, 772px\" \/><\/figure>\n\n\n\n<p> <strong>\uff084\uff09<\/strong> <strong>ASR \u5f3a\u5316\u5b66\u4e60\uff08RL\uff09<\/strong><\/p>\n\n\n\n<p>\u5728\u6700\u540e\u9636\u6bb5\uff0c\u6211\u4eec\u91c7\u7528 <strong>Group Sequence Policy Optimization\uff08GSPO\uff09<\/strong> \u8fdb\u4e00\u6b65\u63d0\u5347\u8bc6\u522b\u8d28\u91cf\u3002\u4e8b\u5b9e\u8bc1\u660e\uff0c\u5f3a\u5316\u5b66\u4e60\u5728\u63d0\u5347\u6a21\u578b\u7684<strong>\u6297\u566a\u58f0\u80fd\u529b\u3001\u8f6c\u5199\u7a33\u5b9a\u6027\u4ee5\u53ca\u5904\u7406\u590d\u6742\u7591\u96be\u8bed\u97f3\u7684\u80fd\u529b<\/strong>\u65b9\u9762\u53d1\u6325\u4e86\u5173\u952e\u4f5c\u7528\u3002<\/p>\n\n\n\n<p>\u5728\u5f3a\u5316\u5b66\u4e60\u9636\u6bb5\u5171\u4f7f\u7528\u7ea6 <strong>5 \u4e07\u6761\u8bed\u97f3\u6570\u636e<\/strong>\uff0c\u5176\u4e2d\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul><li>35% \u7684\u4e2d\u82f1\u6587\u6570\u636e<\/li><li>35% \u7684\u591a\u8bed\u8a00\u6570\u636e<\/li><li>30% \u7684\u529f\u80fd\u6027\u6570\u636e<\/li><\/ul>\n\n\n\n<p>\u8be5\u9636\u6bb5\u7684\u76ee\u6807\u662f\u5728\u590d\u6742\u73af\u5883\u4e0b\u63d0\u5347\u8f6c\u5199\u7684\u7a33\u5b9a\u6027\u3002<\/p>\n\n\n\n<h3>\u7279\u70b9<\/h3>\n\n\n\n<p>\u57fa\u4e8e\u4e0a\u8ff0\u67b6\u6784\u4e0e\u8bad\u7ec3\u7b56\u7565\uff0c<strong>Qwen3-ASR \u7cfb\u5217\u6a21\u578b<\/strong>\u5728\u4ee5\u4e0b\u65b9\u9762\u8868\u73b0\u7a81\u51fa\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"392\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-13-1024x392.png\" alt=\"\" class=\"wp-image-30408\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-13-1024x392.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-13-300x115.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-13-768x294.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-13.png 1438w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption><strong>Qwen3-ASR-1.7B<\/strong> \u548c <strong>Qwen3-ASR-0.6B<\/strong> \u652f\u6301 <strong>52 \u79cd\u8bed\u8a00\u548c\u65b9\u8a00\uff0c\u5305\u62ec 30 \u79cd\u8bed\u8a00\u548c 22 \u79cd\u6c49\u8bed\u65b9\u8a00\u3002Qwen3-ForcedAligner-0.6B \u652f\u6301 11 \u79cd\u8bed\u8a00\u3002Seq. Len.\u8868\u793a\u5355\u6b21\u63a8\u7406\u7684\u6700\u5927\u97f3\u9891\u957f\u5ea6\uff08\u4ee5\u79d2\u4e3a\u5355\u4f4d\uff09\uff0cNAR \u8868\u793a\u975e\u81ea\u56de\u5f52\u63a8\u7406\u3002<\/strong><\/figcaption><\/figure>\n\n\n\n<p>\uff081\uff09<strong>\u9ad8\u7cbe\u5ea6\u4e2d\u82f1\u6587\u8bc6\u522b<\/strong>\u3002<br>\u5728\u5404\u4e2a\u8bad\u7ec3\u9636\u6bb5\u4e2d\uff0c\u4e2d\u82f1\u6587\u6570\u636e\u5360\u636e\u4e86\u8bad\u7ec3\u6570\u636e\u7684\u4e3b\u8981\u6bd4\u4f8b\u3002\u4e0e\u4f17\u591a\u7ade\u4e89\u7cfb\u7edf\u76f8\u6bd4\uff0c\u8be5\u6a21\u578b\u5728\u591a\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u53d6\u5f97\u4e86\u9886\u5148\u7684\u4e2d\u82f1\u6587\u8bc6\u522b\u6027\u80fd\u3002<\/p>\n\n\n\n<p>\uff082\uff09<strong>\u652f\u6301\u591a\u8bed\u8a00\u4e0e\u591a\u65b9\u8a00<\/strong>\u3002<br>Qwen3-ASR-1.7B \u548c Qwen3-ASR-0.6B \u652f\u6301 30 \u79cd\u8bed\u8a00\u548c 22 \u79cd\u65b9\u8a00\uff0c\u8be6\u89c1\u8868 1\u3002<\/p>\n\n\n\n<p>\uff083\uff09<strong>\u957f\u97f3\u9891\u4e0e\u6d41\u5f0f\u63a8\u7406\u80fd\u529b<\/strong>\u3002<br>Qwen3-ASR-1.7B \u548c Qwen3-ASR-0.6B \u539f\u751f\u652f\u6301\u6700\u957f\u4e0d\u8d85\u8fc7 20 \u5206\u949f\u7684\u5355\u6bb5\u8bed\u97f3\u8f93\u5165\uff0c\u5e76<strong>\u652f\u6301\u6d41\u5f0f\u4e0e\u79bb\u7ebf\u7edf\u4e00\u63a8\u7406\u3002<\/strong><\/p>\n\n\n\n<p>\uff084\uff09<strong>\u6b4c\u58f0\u4e0e\u6b4c\u66f2\u8bc6\u522b\u80fd\u529b<\/strong>\u3002<br>Qwen3-ASR-1.7B \u548c Qwen3-ASR-0.6B \u80fd\u591f\u51c6\u786e\u8bc6\u522b\u6b4c\u58f0\u4e0e\u6b4c\u66f2\u5185\u5bb9\u3002\u9664\u5177\u5907\u8f83\u5f3a\u7684\u6b4c\u58f0\u8bc6\u522b\u80fd\u529b\u5916\uff0c<strong>Qwen3-ASR \u7cfb\u5217\u8fd8\u652f\u6301\u5728\u542b\u6709\u80cc\u666f\u97f3\u4e50\uff08BGM\uff09\u7684\u60c5\u51b5\u4e0b\u76f4\u63a5\u8f6c\u5199\u5b8c\u6574\u6b4c\u66f2<\/strong>\uff0c\u4f53\u73b0\u51fa<strong>\u5bf9\u4f34\u594f\u548c\u590d\u6742\u97f3\u4e50\u6df7\u5408\u573a\u666f\u7684\u9c81\u68d2\u6027\u3002<\/strong><\/p>\n\n\n\n<h3>\u63a8\u7406\u6548\u7387<\/h3>\n\n\n\n<p>Qwen3-ASR \u7684\u901f\u5ea6\u57fa\u51c6\u6d4b\u8bd5\u5728\u4e24\u79cd\u573a\u666f\u4e0b\u8fdb\u884c\uff1a<strong>\u79bb\u7ebf\u6279\u91cf\u63a8\u7406<\/strong>\u548c<strong>\u5728\u7ebf\u5f02\u6b65\u63a8\u7406<\/strong>\u3002<\/p>\n\n\n\n<ul><li>\u524d\u8005\u901a\u8fc7 vLLM \u7684\u79bb\u7ebf\u6279\u91cf\u751f\u6210\u65b9\u5f0f\u8fdb\u884c\u8bc4\u4f30\uff1b<\/li><li>\u540e\u8005\u57fa\u4e8e vLLM Serve \u7684\u591a\u5e76\u53d1\u8bf7\u6c42\u8bbe\u7f6e\u8fdb\u884c\u8bc4\u4f30\uff0c\u66f4\u8d34\u8fd1\u5de5\u4e1a\u73af\u5883\u4e2d\u7684\u5b9e\u9645\u63a8\u7406\u6548\u7387\u8868\u73b0\u3002<\/li><\/ul>\n\n\n\n<p>\u6240\u6709\u5b9e\u9a8c\u5747\u57fa\u4e8e <strong>vLLM  v0.14.0<\/strong> \u8fd0\u884c\uff0c\u542f\u7528\u4e86 <strong>CUDA Graph<\/strong>\uff0c\u5e76\u91c7\u7528 <strong>bfloat16 \u7cbe\u5ea6<\/strong>\u8fdb\u884c\u63a8\u7406\u3002\u8868 2 \u7684\u7ed3\u679c\u663e\u793a\uff0c\u5728\u4e0d\u540c\u5e76\u53d1\u6c34\u5e73\u4e0b\uff0c<strong>Qwen3-ASR-0.6B<\/strong> \u7684\u5e73\u5747\u9996 <strong>Token<\/strong> \u5ef6\u8fdf\uff08Time-to-First-Token, TTFT\uff09\u6700\u4f4e\u53ef\u8fbe <strong>92 \u6beb\u79d2<\/strong>\u3002<\/p>\n\n\n\n<p>\u5728\u5e76\u53d1\u6570\u4e3a 128 \u65f6\uff1a<\/p>\n\n\n\n<ul><li>\u5b9e\u65f6\u56e0\u5b50\uff08Real-Time Factor, RTF\uff09\u6700\u4f4e\u53ef\u8fbe <strong>0.064<\/strong><\/li><li>\u541e\u5410\u91cf\u6700\u9ad8\u53ef\u8fbe <strong>2000<\/strong><\/li><\/ul>\n\n\n\n<p>\u8fd9\u610f\u5473\u7740\u8be5\u6a21\u578b\u6bcf\u79d2\u53ef\u4ee5\u5904\u7406 <strong>2000 \u79d2\u7684\u97f3\u9891<\/strong>\u3002<\/p>\n\n\n\n<h2>Qwen3-ForcedAligner<\/h2>\n\n\n\n<h3>Overview<\/h3>\n\n\n\n<p><strong>Qwen3-ForcedAligner-0.6B<\/strong> \u65e8\u5728\u5728\u5df2\u77e5\u5bf9\u5e94\u6587\u672c\u8f6c\u5199\u7684\u60c5\u51b5\u4e0b\uff0c\u4f30\u8ba1\u8bed\u97f3\u4e2d\u6bcf\u4e2a\u5355\u8bcd\u6216\u5b57\u7b26\u7684\u8d77\u59cb\u548c\u7ed3\u675f\u65f6\u95f4\u6233\u3002\u8be5\u6a21\u578b\u5c06\u5f3a\u5236\u5bf9\u9f50\uff08Forced Alignment\uff09\u4efb\u52a1\u91cd\u6784\u4e3a\u4e00\u79cd<strong>\u69fd\u4f4d\u586b\u5145\uff08slot-filling\uff09\u5f62\u5f0f\u3002\u5177\u4f53\u800c\u8a00\uff0c\u5728\u8f93\u5165\u8bed\u97f3\u53ca\u5176\u8f6c\u5199\u6587\u672c\u7684\u57fa\u7840\u4e0a\uff0c\u5728\u6587\u672c\u4e2d\u63d2\u5165\u7279\u6b8a\u6807\u8bb0 <code>[time]<\/code>\uff0c\u7528\u4e8e\u8868\u793a\u8bcd\u7ea7\u6216\u5b57\u7b26\u7ea7\u7684\u8d77\u6b62\u65f6\u95f4\u69fd\u4f4d\u3002\u968f\u540e\uff0cQwen3-ForcedAligner-0.6B \u76f4\u63a5\u9884\u6d4b\u6bcf\u4e2a\u69fd\u4f4d\u5bf9\u5e94\u7684\u79bb\u6563\u65f6\u95f4\u6233\u7d22\u5f15<\/strong>\u3002<\/p>\n\n\n\n<p>\u8868 2\uff1a&nbsp;Qwen3-ASR \u7cfb\u5217\u6a21\u578b\u7684\u6548\u7387\u3002Qwen3-ASR-0.6B \u548c Qwen3-ASR-1.7B \u652f\u6301\u57fa\u4e8e vLLM \u7684\u79bb\u7ebf\u6279\u5904\u7406\u548c\u5728\u7ebf\u5f02\u6b65\u63a8\u7406\u6a21\u5f0f\uff0c\u800c Qwen3-ForcedAligner-0.6B \u4ec5\u652f\u6301 PyTorch \u4e0b\u7684\u79bb\u7ebf\u6279\u5904\u7406\u63a8\u7406\u3002\u8868\u4e2d\u6240\u6709\u6d4b\u91cf\u7ed3\u679c\u5747\u57fa\u4e8e\u65f6\u957f\u7ea6\u4e3a 2 \u5206\u949f\uff08ASR\uff09\u548c 1 \u5206\u949f\uff08FA\uff09\u7684\u8f93\u5165\u97f3\u9891\uff0c\u6240\u6709\u63a8\u7406\u5747\u5728\u5355\u4e2a\u5178\u578b\u8ba1\u7b97\u8d44\u6e90\u4e0a\u6267\u884c\u3002Conc. \u8868\u793a\u5e76\u53d1\u7ea7\u522b\u3002TTFT p95 \u8868\u793a\u7b2c 95 \u767e\u5206\u4f4d TTFT \u5ef6\u8fdf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"699\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-14-1024x699.png\" alt=\"\" class=\"wp-image-30421\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-14-1024x699.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-14-300x205.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-14-768x525.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-14.png 1098w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u9ad8\u7cbe\u5ea6\u65f6\u95f4\u6233\u9884\u6d4b<\/strong><br>Qwen3-ForcedAligner-0.6B \u5728\u65f6\u95f4\u6233\u9884\u6d4b\u504f\u79fb\u65b9\u9762\u663e\u8457\u964d\u4f4e\u8bef\u5dee\u3002\u4e0e\u5176\u4ed6\u5f3a\u5236\u5bf9\u9f50\u65b9\u6cd5\u76f8\u6bd4\uff0c\u5728\u4eba\u5de5\u6807\u6ce8\u6d4b\u8bd5\u6570\u636e\u96c6\u4e0a\uff0c\u5176\u7d2f\u8ba1\u5e73\u5747\u65f6\u95f4\u504f\u79fb\u5b9e\u73b0\u4e86 <strong>67%\uff5e77% \u7684\u76f8\u5bf9\u4e0b\u964d<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\u5e7f\u6cdb\u7684\u5e94\u7528\u573a\u666f<\/strong><br>Qwen3-ForcedAligner-0.6B \u652f\u6301 <strong>11 \u79cd\u8bed\u8a00<\/strong> \u7684\u8bed\u97f3\u8f93\u5165\uff0c\u6700\u957f\u53ef\u8fbe  <strong>300 \u79d2<\/strong>\uff0c\u5305\u62ec\u8de8\u8bed\u8a00\u573a\u666f\u3002\u540c\u65f6\uff0c\u7528\u6237\u53ef\u4ee5\u7075\u6d3b\u5730\u5bf9\u4efb\u610f\u5355\u8bcd\u6216\u5b57\u7b26\u8fdb\u884c\u65f6\u95f4\u6233\u9884\u6d4b\u5b9a\u5236\u3002<\/p>\n\n\n\n<p><strong>\u5feb\u901f\u63a8\u7406\u901f\u5ea6<\/strong><br>Qwen3-ForcedAligner-0.6B \u6452\u5f03\u4e86\u4f20\u7edf\u7684\u201c\u4e0b\u4e00\u4e2a Token \u9884\u6d4b\u201d\u8303\u5f0f\uff0c\u91c7\u7528<strong>\u975e\u81ea\u56de\u5f52\uff08NAR\uff09\u63a8\u7406\u65b9\u5f0f<\/strong>\u8fdb\u884c\u65f6\u95f4\u6233\u9884\u6d4b\uff0c\u4ece\u800c\u663e\u8457\u63d0\u5347\u63a8\u7406\u6548\u7387\u3002<\/p>\n\n\n\n<h3>\u6a21\u578b\u8bbe\u8ba1<\/h3>\n\n\n\n<p>\u5982\u56fe 3 \u6240\u793a\uff0c<strong>Qwen3-ForcedAligner-0.6B<\/strong> \u91c7\u7528\u4e00\u4e2a\u9884\u8bad\u7ec3\u7684 <strong>AuT \u7f16\u7801\u5668\uff08AuT encoder\uff09<\/strong> \u6765\u5904\u7406\u8f93\u5165\u8bed\u97f3\u4fe1\u53f7\uff0c\u5e76\u751f\u6210\u8bed\u97f3\u5d4c\u5165\u8868\u793a\uff08speech embeddings\uff09\u3002\u8f6c\u5199\u6587\u672c\u4f1a\u88ab\u91cd\u65b0\u683c\u5f0f\u5316\uff1a\u4e3a\u6bcf\u4e2a\u5355\u8bcd\u6216\u5b57\u7b26\u6dfb\u52a0\u8d77\u59cb\u548c\u7ed3\u675f\u65f6\u95f4\u6233\u6807\u7b7e\u3002\u968f\u540e\uff0c\u6bcf\u4e2a\u65f6\u95f4\u6233\u6807\u7b7e\u90fd\u4f1a\u88ab\u66ff\u6362\u4e3a\u7279\u6b8a\u6807\u8bb0<strong> <code>[time]<\/code><\/strong>\uff0c\u5e76\u8f93\u5165\u5230\u5206\u8bcd\u5668\uff08tokenizer\uff09\u4e2d\u3002\u6b64\u5916\uff0c<strong>\u6587\u672c\u4e2d\u7684\u65f6\u95f4\u6233\u6807\u7b7e\u4f1a\u901a\u8fc7\u5c06\u65f6\u95f4\u6233\u6570\u503c\u9664\u4ee5 AuT \u7f16\u7801\u5668\u8f93\u51fa\u7684 80ms \u5e27\u65f6\u957f\u8fdb\u884c\u79bb\u6563\u5316\uff0c\u8f6c\u6362\u4e3a\u5bf9\u5e94\u7684\u65f6\u95f4\u7d22\u5f15\u3002<\/strong><\/p>\n\n\n\n<p>\u8bed\u97f3\u548c\u6587\u672c\u7684\u5d4c\u5165\u5e8f\u5217\u968f\u540e\u4e00\u8d77\u8f93\u5165\u5230 <strong>Qwen3-0.6B \u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09<\/strong> \u4e2d\u5904\u7406\uff0c\u4e4b\u540e\u901a\u8fc7\u4e00\u4e2a<strong>\u65f6\u95f4\u6233\u9884\u6d4b\u7ebf\u6027\u5c42\uff0c\u5bf9\u6574\u4e2a\u8f93\u5165\u5e8f\u5217\u7684\u65f6\u95f4\u6233\u7d22\u5f15\u8fdb\u884c\u9884\u6d4b<\/strong>\u3002<\/p>\n\n\n\n<p>\u5728\u672c\u5de5\u4f5c\u4e2d\uff0c\u65f6\u95f4\u6233\u9884\u6d4b\u7684\u6700\u5927\u7c7b\u522b\u6570\u4e3a <strong>3750<\/strong>\uff0c\u5bf9\u5e94\u652f\u6301\u6700\u957f <strong>300 \u79d2<\/strong>\u7684\u8bed\u97f3\u8f93\u5165\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"841\" height=\"514\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-15.png\" alt=\"\" class=\"wp-image-30428\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-15.png 841w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-15-300x183.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-15-768x469.png 768w\" sizes=\"(max-width: 841px) 100vw, 841px\" \/><\/figure>\n\n\n\n<p>\u5728\u8bad\u7ec3\u9636\u6bb5\uff0c\u4f1a\u5c06\u968f\u673a\u63a9\u853d\u7684\u65f6\u95f4\u6233\u69fd\u4f4d\u52a8\u6001\u63d2\u5165\u5230 token \u5e8f\u5217\u4e2d\uff0c\u7528\u4ee5\u8868\u793a\u5355\u8bcd\u6216\u5b57\u7b26\u7684\u8fb9\u754c\u3002\u968f\u540e\uff0c\u5c06\u7ec4\u5408\u540e\u7684\u5e8f\u5217\u8f93\u5165\u5230 <strong>Qwen3-0.6B \u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09<\/strong> \u4e2d\uff0c\u5e76\u901a\u8fc7\u65f6\u95f4\u6233\u9884\u6d4b\u5c42\u4e3a\u6bcf\u4e2a\u69fd\u4f4d\u9884\u6d4b\u5bf9\u5e94\u7684\u65f6\u95f4\u6233\u7d22\u5f15\u3002\u5728\u76d1\u7763\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u5bf9\u540c\u6b65\u5bf9\u9f50\u7684\u6807\u7b7e\u5e8f\u5217\u4e0e\u6a21\u578b\u8f93\u51fa\u5e8f\u5217\u4e4b\u95f4\u8ba1\u7b97<strong>\u4ea4\u53c9\u71b5\u635f\u5931\uff08cross-entropy loss\uff09<\/strong>\u3002<\/p>\n\n\n\n<h3>\u8bad\u7ec3\u7b56\u7565<\/h3>\n\n\n\n<p>\u8bad\u7ec3 <strong>Qwen3-ForcedAligner-0.6B<\/strong> \u9700\u8981\u5927\u91cf\u5e26\u6709<strong>\u8bcd\u7ea7\u6216\u5b57\u7b26\u7ea7\u65f6\u95f4\u6233\u6807\u6ce8<\/strong>\u7684\u8bed\u97f3\u2013\u6587\u672c\u5bf9\u3002\u7136\u800c\uff0c\u7531\u4e8e\u4eba\u5de5\u6807\u6ce8\u6210\u672c\u6781\u9ad8\uff0c\u672c\u6587\u91c7\u7528 <strong>Montreal Forced Aligner\uff08MFA\uff09<\/strong>\u751f\u6210\u7684<strong>\u4f2a\u65f6\u95f4\u6233\u6807\u7b7e<\/strong>\u3002MFA \u662f\u5f53\u524d\u6700\u51c6\u786e\u7684\u5f3a\u5236\u5bf9\u9f50\u65b9\u6cd5\u4e4b\u4e00\u3002<\/p>\n\n\n\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0cMFA \u751f\u6210\u7684\u4f2a\u6807\u7b7e\u5929\u7136\u5305\u542b\u566a\u58f0\u548c\u7cfb\u7edf\u6027\u504f\u79fb\u3002Qwen3-ForcedAligner \u5e76\u975e\u7b80\u5355\u590d\u73b0 MFA \u7684\u8f93\u51fa\uff0c\u800c\u662f\u5bf9\u8fd9\u4e9b\u4f2a\u6807\u7b7e\u8fdb\u884c<strong>\u84b8\u998f\u4e0e\u5e73\u6ed1<\/strong>\uff0c\u4ece\u800c\u83b7\u5f97<strong>\u66f4\u7a33\u5b9a\u3001\u65f6\u95f4\u504f\u79fb\u66f4\u5c0f\u7684\u65f6\u95f4\u6233\u9884\u6d4b\u7ed3\u679c<\/strong>\u3002<\/p>\n\n\n\n<p>\u4f20\u7edf\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LALMs\uff09\u901a\u5e38\u91c7\u7528\u4e00\u79cd\u8bad\u7ec3\u65b9\u6848\uff1a\u79fb\u9664\u8f93\u51fa\u5e8f\u5217\u7684\u6700\u540e\u4e00\u4e2a token \u4ee5\u53ca\u6807\u7b7e\u5e8f\u5217\u7684\u7b2c\u4e00\u4e2a token\uff0c\u5728\u4e24\u8005\u4e4b\u95f4\u5f15\u5165\u4e00\u4e2a\u4f4d\u7f6e\u504f\u79fb\uff0c\u5e76\u57fa\u4e8e\u6b64\u8ba1\u7b97\u4ea4\u53c9\u71b5\u635f\u5931\uff0c\u4ece\u800c\u5b9e\u73b0\u6807\u51c6\u7684\u201c\u4e0b\u4e00\u4e2a token \u9884\u6d4b\u201d\u8303\u5f0f\u3002\u7136\u800c\uff0c\u8be5\u8303\u5f0f\u5e76\u4e0d\u9002\u7528\u4e8e\u65f6\u95f4\u6233\u69fd\u4f4d\u7684\u586b\u5145\u4efb\u52a1\u3002<\/p>\n\n\n\n<p><strong>Qwen3-ForcedAligner-0.6B \u91c7\u7528\u56e0\u679c\u8bad\u7ec3\uff08causal training\uff09\u65b9\u5f0f<\/strong>\uff0c\u4fdd\u6301\u8f93\u51fa\u5e8f\u5217\u4e0e\u6807\u7b7e\u5e8f\u5217<strong>\u4e0d\u505a\u4f4d\u7f6e\u504f\u79fb<\/strong>\u3002\u8fd9\u6837\uff0c\u6a21\u578b\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u53ef\u4ee5\u663e\u5f0f\u5730\u8bc6\u522b\u65f6\u95f4\u6233\u69fd\u4f4d\uff0c\u5e76\u76f4\u63a5\u9884\u6d4b\u7528\u4e8e\u586b\u5145\u8fd9\u4e9b\u69fd\u4f4d\u7684\u65f6\u95f4\u6233\u7d22\u5f15\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u56e0\u679c\u8bad\u7ec3\u4f7f Qwen3-ForcedAligner-0.6B \u5728\u9884\u6d4b\u5f53\u524d\u65f6\u95f4\u6233\u69fd\u4f4d\u65f6\u80fd\u591f\u5229\u7528<strong>\u4e4b\u524d\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f<\/strong>\uff0c\u4ece\u800c\u4fdd\u8bc1\u6574\u4f53\u65f6\u95f4\u6233\u9884\u6d4b\u7684<strong>\u5168\u5c40\u4e00\u81f4\u6027<\/strong>\u3002\u4ea4\u53c9\u71b5\u635f\u5931\u4ec5\u5728\u65f6\u95f4\u6233\u69fd\u4f4d\u4e0a\u8ba1\u7b97\uff0c\u4f7f\u8bad\u7ec3\u76ee\u6807\u4e13\u6ce8\u4e8e<strong>\u65f6\u95f4\u6233\u69fd\u4f4d\u586b\u5145<\/strong>\u8fd9\u4e00\u6838\u5fc3\u4efb\u52a1\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u4e3a\u4e86\u589e\u5f3a\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\uff0cQwen3-ForcedAligner-0.6B \u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u91c7\u7528\u4e86<strong>\u52a8\u6001\u69fd\u4f4d\u63d2\u5165\u7b56\u7565<\/strong>\u3002\u5177\u4f53\u800c\u8a00\uff0c\u5bf9\u4e8e\u6837\u672c\u4e2d\u7684\u6bcf\u4e2a\u5355\u8bcd\u6216\u5b57\u7b26\uff0c\u6a21\u578b\u4f1a\u968f\u673a\u51b3\u5b9a\u662f\u5426\u5728\u5176\u540e\u63d2\u5165\u8d77\u59cb\u548c\u7ed3\u675f\u65f6\u95f4\u6233\u69fd\u4f4d\u3002<\/p>\n\n\n\n<h3>\u63a8\u7406\u4e0e\u53ef\u7528\u6027<\/h3>\n\n\n\n<p>\u7531\u4e8e\u8bad\u7ec3\u8fc7\u7a0b\u4e2d token \u5e8f\u5217\u4fdd\u6301<strong>\u672a\u504f\u79fb\uff08non-shifted\uff09<\/strong>\uff0c\u7528\u6237\u53ef\u4ee5\u5728\u4efb\u610f\u5355\u8bcd\u6216\u5b57\u7b26\u4e4b\u540e\u63d2\u5165\u8d77\u59cb\u548c\u7ed3\u675f\u65f6\u95f4\u6233\u69fd\u4f4d\u3002Qwen3-ForcedAligner-0.6B \u4f7f\u7528<strong>\u975e\u81ea\u56de\u5f52\uff08NAR\uff09\u89e3\u7801<\/strong>\uff0c\u80fd\u591f<strong>\u4e00\u6b21\u6027\u540c\u65f6\u9884\u6d4b\u6587\u672c\u4e2d\u6240\u6709\u65f6\u95f4\u6233\u69fd\u4f4d\u5bf9\u5e94\u7684\u65f6\u95f4\u7d22\u5f15<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\u5f53\u83b7\u5f97\u65f6\u95f4\u7d22\u5f15\u540e\uff0c\u5c06\u6bcf\u4e2a\u7d22\u5f15\u4e58\u4ee5 80ms\uff0c\u5373\u53ef\u6062\u590d\u51fa\u5b9e\u9645\u9884\u6d4b\u7684\u65f6\u95f4\u6233\u3002<\/strong><\/p>\n\n\n\n<p>Qwen3-ForcedAligner \u7684\u901f\u5ea6\u57fa\u51c6\u6d4b\u8bd5\u57fa\u4e8e FlashAttention \u548c bfloat16 \u8fdb\u884c\u3002\u7531\u4e8e\u8be5\u6a21\u578b\u662f\u975e\u81ea\u56de\u5f52\u7684\uff0cTransformers \u4e0e vLLM \u5728\u63a8\u7406\u901f\u5ea6\u4e0a\u7684\u5dee\u5f02\u76f8\u5bf9\u8f83\u5c0f\uff0c\u56e0\u6b64\u6240\u6709\u57fa\u51c6\u6d4b\u8bd5\u5747\u4f7f\u7528 Transformers \u8fdb\u884c\u3002\u8868 2 \u7684\u7ed3\u679c\u8868\u660e\uff0c\u5373\u4f7f\u5728\u9ad8\u5e76\u53d1\u573a\u666f\u4e0b\uff0c\u8be5\u6a21\u578b\u4ecd\u80fd\u4fdd\u6301\u63a5\u8fd1 0.001 \u7684\u5b9e\u65f6\u7387\uff08RTF\uff09\uff0c\u4e5f\u5c31\u662f\u8bf4\uff0c\u5b83\u53ef\u4ee5\u6bcf\u79d2\u5904\u7406 1,000 \u79d2\u7684\u97f3\u9891\u3002<\/p>\n\n\n\n<h2>Experiments<\/h2>\n\n\n\n<h3>\u8bc4\u4f30\u7ec6\u8282<\/h3>\n\n\n\n<h4>\u57fa\u7ebf\u7cfb\u7edf<\/h4>\n\n\n\n<p>\u4e3a\u9a8c\u8bc1 Qwen3-ASR \u7cfb\u5217\u6a21\u578b\u7684\u6027\u80fd\uff0c\u6211\u4eec\u5c06\u5176\u4e0e\u5f53\u524d\u6700\u5148\u8fdb\uff08SOTA\uff09\u7684\u95ed\u6e90 ASR API \u4ee5\u53ca\u5e7f\u6cdb\u4f7f\u7528\u7684\u5f00\u6e90\u6a21\u578b\u8fdb\u884c\u5bf9\u6bd4\u8bc4\u4f30\u3002\u5177\u4f53\u800c\u8a00\uff0c\u6211\u4eec\u5c06 Qwen3-ASR \u4e0e\u4e09\u79cd\u9886\u5148\u7684\u4e13\u6709\u670d\u52a1\u8fdb\u884c\u6bd4\u8f83\uff1a<\/p>\n\n\n\n<ul><li>OpenAI \u7684 GPT-4o-Transcribe<\/li><li>Google DeepMind \u7684 Gemini 2.5 Pro<\/li><li>ByteDance \u7684 Doubao-ASR<\/li><\/ul>\n\n\n\n<p>\u6b64\u5916\uff0c\u6211\u4eec\u8fd8\u7eb3\u5165\u4e86\u591a\u4e2a\u591a\u8bed\u8a00\u5f00\u6e90\u57fa\u7ebf\u6a21\u578b\uff1a<\/p>\n\n\n\n<ul><li>Whisper-large-v3<\/li><li>FunASR-MLT-Nano<\/li><li>GLM-ASR-Nano<\/li><\/ul>\n\n\n\n<p>\u8fd9\u4e9b\u57fa\u7ebf\u7cfb\u7edf\u6db5\u76d6\u4e86\u5f3a\u5927\u7684\u5546\u4e1a\u7cfb\u7edf\u4ee5\u53ca\u5177\u6709\u7ade\u4e89\u529b\u7684\u5f00\u6e90\u66ff\u4ee3\u65b9\u6848\uff0c\u4ece\u800c\u80fd\u591f\u5728\u5177\u6709\u4ee3\u8868\u6027\u7684\u771f\u5b9e\u573a\u666f\u4e0b\u5bf9 Qwen3-ASR \u8fdb\u884c\u5168\u9762\u8bc4\u4f30\u3002<\/p>\n\n\n\n<p>\u91c7\u7528\u56db\u90e8\u5206\u8bc4\u4f30\u534f\u8bae\u6765\u8861\u91cf Qwen3-ASR \u7cfb\u5217\u6a21\u578b\u7684\u8bed\u97f3\u8bc6\u522b\u6027\u80fd\uff1a<\/p>\n\n\n\n<ul><li>\u516c\u5171\u57fa\u51c6\u6d4b\u8bd5\uff08\u82f1\u8bed\u4e0e\u4e2d\u6587\uff09<\/li><li>\u5185\u90e8\u9c81\u68d2\u6027\u6d4b\u8bd5\u5957\u4ef6\uff1a\u5168\u9762\u7684\u5185\u90e8\u6d4b\u8bd5\u96c6\uff0c\u5728\u5177\u6709\u6311\u6218\u6027\u7684\u771f\u5b9e\u573a\u666f\u4e0b\u5bf9\u6a21\u578b\u8fdb\u884c\u538b\u529b\u6d4b\u8bd5<\/li><li>\u591a\u8bed\u8a00\u8bc4\u4f30<\/li><li>\u6b4c\u58f0\u8bc6\u522b\uff1a\u91cd\u70b9\u5173\u6ce8\u957f\u97f3\u9891\u573a\u666f\uff0c\u5373\u5c06\u6574\u9996\u6b4c\u66f2\u4f5c\u4e3a\u5355\u4e00\u8f93\u5165<\/li><\/ul>\n\n\n\n<h4>\u8bc4\u4f30\u6307\u6807<\/h4>\n\n\n\n<ul><li><strong>\u8bc6\u522b\u51c6\u786e\u7387<\/strong>\uff1aCER\/WER<\/li><li>\u8bed\u79cd\u8bc6\u522b\u51c6\u786e\u7387<\/li><li>\u65f6\u95f4\u6233\u7cbe\u5ea6\uff1a\u4f7f\u7528 Accumulated Average Shift\uff08AAS\uff09\u4f5c\u4e3a\u8bc4\u4f30\u6307\u6807\u3002AAS \u6570\u503c\u8d8a\u4f4e\u8868\u793a\u65f6\u95f4\u6233\u9884\u6d4b\u8d8a\u51c6\u786e\u3002\u9884\u6d4b\u65f6\u95f4\u6233\u4e0e\u53c2\u8003\u65f6\u95f4\u6233\u4e4b\u95f4\u7684\u5e73\u5747\u7edd\u5bf9\u5dee\u503c\uff1a<\/li><\/ul>\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\/2026\/02\/image-16.png\" alt=\"\" class=\"wp-image-30455\" width=\"227\" height=\"62\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-16.png 396w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-16-300x83.png 300w\" sizes=\"(max-width: 227px) 100vw, 227px\" \/><\/figure><\/div>\n\n\n\n<h3>English &amp; Chinese ASR Performance<\/h3>\n\n\n\n<h4>Opensource ASR Benchmarks<\/h4>\n\n\n\n<p>Qwen3-ASR \u5728\u82f1\u8bed\u3001\u666e\u901a\u8bdd\u548c\u591a\u79cd\u6c49\u8bed\u65b9\u8a00\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u5747\u8868\u73b0\u51fa\u8272\u3002\u5b83\u4e0d\u4ec5\u80fd\u4e0e\u9886\u5148\u7684\u5546\u4e1a API \u76f8\u5ab2\u7f8e\uff0c\u800c\u4e14\u6027\u80fd\u8fdc\u8d85\u5e7f\u6cdb\u4f7f\u7528\u7684\u5f00\u6e90\u57fa\u7ebf\u6a21\u578b\u3002\u4ece Qwen3-ASR-0.6B \u6269\u5c55\u5230 Qwen3-ASR-1.7B\uff0c\u6027\u80fd\u63d0\u5347\u663e\u8457\u4e14\u7a33\u5b9a\uff0c\u8868\u660e\u8be5\u6a21\u578b\u80fd\u591f\u6709\u6548\u53d7\u76ca\u4e8e\u5bb9\u91cf\u7684\u589e\u52a0\u3002<\/p>\n\n\n\n<p>\u5728\u82f1\u8bed\u57fa\u51c6\u6d4b\u8bd5\u4e0a\uff0cQwen3-ASR \u5728\u591a\u6837\u5316\u7684\u771f\u5b9e\u573a\u666f\u6570\u636e\uff08\u4f8b\u5982\u4f17\u5305\u6216\u7f51\u7edc\u91c7\u96c6\u8bed\u97f3\uff09\u4e0a\u8868\u73b0\u5c24\u4e3a\u51fa\u8272\u3002\u8fd9\u7c7b\u6570\u636e\u76f8\u6bd4\u6717\u8bfb\u5f0f\u8bed\u97f3\uff08read-speech\uff09\u901a\u5e38\u5b58\u5728\u66f4\u660e\u663e\u7684\u5206\u5e03\u504f\u79fb\u3002\u5728\u8fd9\u4e9b\u60c5\u51b5\u4e0b\uff0cQwen3-ASR-1.7B \u5728\u591a\u4e2a\u6570\u636e\u96c6\u4e0a\u53d6\u5f97\u4e86\u6574\u4f53\u6700\u4f73\u6210\u7ee9\uff0c\u540c\u65f6\u5728\u8bf8\u5982 LibriSpeech \u7b49\u6807\u51c6\u5b66\u672f\u8bc4\u6d4b\u4e2d\u4e5f\u4fdd\u6301\u63a5\u8fd1\u6700\u4f18\u7cfb\u7edf\u7684\u8868\u73b0\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u4e00\u4e9b\u5546\u4e1a API \u7684\u6027\u80fd\u5728\u4e0d\u540c\u6570\u636e\u96c6\u4e4b\u95f4\u6ce2\u52a8\u8f83\u5927\uff0c\u800c Qwen3-ASR \u5728\u5e7f\u6cdb\u7684\u82f1\u8bed\u573a\u666f\u4e0b\u5c55\u73b0\u51fa\u66f4\u4e3a\u7a33\u5b9a\u548c\u4e00\u81f4\u7684\u8bc6\u522b\u51c6\u786e\u7387\u3002<\/p>\n\n\n\n<p>\u5728\u666e\u901a\u8bdd\u57fa\u51c6\u4e0a\uff0cQwen3-ASR \u5c55\u73b0\u51fa\u660e\u663e\u4f18\u52bf\u3002\u5b83\u5728\u8868\u4e2d\u5927\u591a\u6570\u666e\u901a\u8bdd\u8bc4\u6d4b\u6570\u636e\u96c6\u4e0a\u53d6\u5f97\u4e86\u6700\u4f73\u6574\u4f53\u8868\u73b0\uff0c\u5e76\u5728\u66f4\u5177\u6311\u6218\u6027\u7684\u5927\u89c4\u6a21\u8bc4\u6d4b\u4e2d\u4f9d\u7136\u4fdd\u6301\u7a33\u5b9a\u6027\u80fd\u3002\u5c24\u5176\u662f\u5728 WenetSpeech \u6570\u636e\u96c6\u4e0a\uff08\u8be5\u6570\u636e\u96c6\u5305\u542b\u591a\u6837\u5316\u58f0\u5b66\u73af\u5883\u548c\u4f1a\u8bae\u573a\u666f\u8bed\u97f3\uff09\uff0cQwen3-ASR \u76f8\u6bd4\u73b0\u6709\u57fa\u7ebf\u6a21\u578b\u53d6\u5f97\u4e86\u663e\u8457\u9886\u5148\u3002<\/p>\n\n\n\n<p>\u5728\u4e2d\u6587\u65b9\u8a00\u57fa\u51c6\u4e0a\uff0cQwen3-ASR \u5728\u5b58\u5728\u663e\u8457\u53d1\u97f3\u548c\u8bcd\u6c47\u5dee\u5f02\u7684\u60c5\u51b5\u4e0b\u4ecd\u4fdd\u6301\u8f83\u5f3a\u7684\u8bc6\u522b\u7cbe\u5ea6\u3002\u5728\u7ca4\u8bed\u53ca\u5176\u4ed6\u65b9\u8a00\u6570\u636e\u96c6\u4e2d\uff0c\u5b83\u59cb\u7ec8\u4f4d\u5217\u8868\u73b0\u6700\u4f18\u7684\u7cfb\u7edf\u4e4b\u4e00\uff0c\u5e76\u4e14\u5728\u66f4\u5177\u6311\u6218\u6027\u7684\u957f\u8bed\u53e5\u573a\u666f\u4e0b\u8868\u73b0\u5c24\u4e3a\u7a81\u51fa\uff0c\u4f53\u73b0\u51fa\u8d85\u8d8a\u77ed\u53e5\u3001\u5e72\u51c0\u6d4b\u8bd5\u6761\u4ef6\u7684\u9c81\u68d2\u6027\u3002\u5c3d\u7ba1\u5728\u5c11\u6570\u7279\u5b9a\u65b9\u8a00\u573a\u666f\u4e2d\uff0c\u4e00\u4e9b\u4e13\u95e8\u4f18\u5316\u7684\u5546\u4e1a API \u7565\u5360\u4f18\u52bf\uff0c\u4f46\u603b\u4f53\u800c\u8a00\uff0cQwen3-ASR \u4f9d\u7136\u5177\u6709\u5f88\u5f3a\u7ade\u4e89\u529b\uff0c\u80fd\u591f\u5728\u65e0\u9700\u9488\u5bf9\u6bcf\u79cd\u65b9\u8a00\u5355\u72ec\u5b9a\u5236\u7684\u60c5\u51b5\u4e0b\u63d0\u4f9b\u901a\u7528\u4e14\u9ad8\u6027\u80fd\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n\n\n\n<p>\u603b\u4f53\u800c\u8a00\uff0c\u8868 3 \u603b\u7ed3\u4e86 Qwen3-ASR \u7684\u4e09\u5927\u4f18\u52bf\uff1a<\/p>\n\n\n\n<ol><li>\u5728\u82f1\u8bed\u57fa\u51c6\u4e0a\u5177\u5907\u5f3a\u5927\u7684\u8de8\u9886\u57df\u6cdb\u5316\u80fd\u529b\uff0c\u5c24\u5176\u662f\u5728\u8d85\u8d8a\u7cbe\u5fc3\u7b5b\u9009\u7684\u6717\u8bfb\u8bed\u97f3\u573a\u666f\u4e0b\u8868\u73b0\u7a81\u51fa\uff1b<\/li><li>\u5728\u666e\u901a\u8bdd\u591a\u4e2a\u516c\u5f00\u6570\u636e\u96c6\uff08\u5305\u62ec\u5927\u89c4\u6a21\u3001\u566a\u58f0\u8f83\u591a\u7684\u4f1a\u8bae\u8bed\u97f3\uff09\u4e0a\u8fbe\u5230\u5f53\u524d\u6700\u5148\u8fdb\u6c34\u5e73\uff1b<\/li><li>\u5728\u4e2d\u6587\u65b9\u8a00\u5904\u7406\u65b9\u9762\u8868\u73b0\u7a33\u5065\uff0c\u5c24\u5176\u662f\u5728\u7ca4\u8bed\u4ee5\u53ca\u957f\u77ed\u8bed\u53e5\u6df7\u5408\u7684\u65b9\u8a00\u8bed\u97f3\u4e0a\u5177\u6709\u663e\u8457\u4f18\u52bf\u3002<\/li><\/ol>\n\n\n\n<p>\u8fd9\u4e9b\u7ed3\u679c\u8868\u660e\uff0cQwen3-ASR \u5728\u591a\u6837\u5316\u7684\u516c\u5f00\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u5c55\u73b0\u51fa\u5f3a\u5927\u4e14\u53ef\u590d\u73b0\u7684\u6027\u80fd\uff0c\u540c\u65f6\u5728\u4e0e\u9876\u7ea7\u95ed\u6e90\u5546\u4e1a API \u7684\u5bf9\u6bd4\u4e2d\u4e5f\u4fdd\u6301\u4e86\u9ad8\u5ea6\u7ade\u4e89\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"596\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-17-1024x596.png\" alt=\"\" class=\"wp-image-30462\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-17-1024x596.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-17-300x175.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-17-768x447.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-17.png 1087w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h4>\u5185\u90e8 ASR \u57fa\u51c6\u6d4b\u8bd5<\/h4>\n\n\n\n<p>\u4e3a\u8fdb\u4e00\u6b65\u8bc4\u4f30\u6a21\u578b\u5728\u771f\u5b9e\u90e8\u7f72\u73af\u5883\u4e0b\u7684\u9c81\u68d2\u6027\uff0c\u6211\u4eec\u5728\u5185\u90e8\u9c81\u68d2\u6027\u6d4b\u8bd5\u5957\u4ef6\u4e0a\u5bf9 Qwen3-ASR \u8fdb\u884c\u4e86\u8bc4\u6d4b\uff0c\u7ed3\u679c\u6c47\u603b\u4e8e\u8868 4\u3002Qwen3-ASR \u5728\u6240\u6709\u5b50\u96c6\u4e0a\u5747\u8868\u73b0\u51fa\u7a33\u5b9a\u800c\u5f3a\u52b2\u7684\u6027\u80fd\uff0c\u5e76\u4e14\u4ece 0.6B \u6269\u5c55\u81f3 1.7B \u5e26\u6765\u4e86\u6301\u7eed\u4e14\u7a33\u5b9a\u7684\u6027\u80fd\u63d0\u5347\u3002<\/p>\n\n\n\n<p>\u5728\u5e26\u53e3\u97f3\u82f1\u8bed\u8bc4\u6d4b\u4e2d\uff0cQwen3-ASR \u53d6\u5f97\u4e86\u6240\u6709\u5bf9\u6bd4\u7cfb\u7edf\u4e2d\u6700\u4f4e\u7684\u8bcd\u9519\u8bef\u7387\uff08WER\uff09\uff0c\u4f18\u4e8e\u5546\u4e1a API \u548c\u5f00\u6e90\u57fa\u7ebf\u6a21\u578b\uff0c\u8868\u660e\u5176\u5bf9\u53e3\u97f3\u53d8\u5316\u5177\u6709\u66f4\u5f3a\u7684\u6cdb\u5316\u80fd\u529b\u3002\u5728\u666e\u901a\u8bdd\u8bc4\u6d4b\u4e2d\uff0cQwen3-ASR-1.7B \u5728\u6240\u6709\u6d4b\u8bd5\u5b50\u96c6\u4e0a\u5747\u53d6\u5f97\u6700\u4f73\u8868\u73b0\uff0c\u5c55\u73b0\u51fa\u5728\u590d\u6742\u58f0\u5b66\u73af\u5883\u548c\u591a\u6837\u8bf4\u8bdd\u6761\u4ef6\u4e0b\u7684\u9c81\u68d2\u6027\u3002<\/p>\n\n\n\n<p>\u5728\u4e2d\u6587\u65b9\u8a00\u8bc4\u6d4b\u4e2d\uff0cQwen3-ASR \u540c\u6837\u5728\u7ca4\u8bed\u5bf9\u8bdd\u6d4b\u8bd5\u548c 22 \u79cd\u65b9\u8a00\u6c47\u603b\u8bc4\u6d4b\u4e2d\u53d6\u5f97\u6700\u4f73\u7ed3\u679c\uff1b\u5c24\u5176\u662f<strong>\u5728\u591a\u65b9\u8a00\u6df7\u5408\u573a\u666f\u4e0b\uff0c\u6027\u80fd\u63d0\u5347\u66f4\u52a0\u663e\u8457<\/strong>\uff0c\u8868\u660e\u968f\u7740\u8bed\u8a00\u591a\u6837\u6027\u7684\u589e\u52a0\uff0c\u6a21\u578b\u7684\u9c81\u68d2\u6027\u8fdb\u4e00\u6b65\u589e\u5f3a\u3002<\/p>\n\n\n\n<p>\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u4e9b\u5185\u90e8\u8bc4\u6d4b\u7ed3\u679c\u4e0e\u516c\u5f00\u57fa\u51c6\u6d4b\u8bd5\u7684\u7ed3\u8bba\u4e00\u81f4\uff0c\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u4e86 Qwen3-ASR \u5728\u9ad8\u53d8\u5f02\u6027\u573a\u666f\u4e0b\u80fd\u591f\u63d0\u4f9b\u7a33\u5b9a\u4e14\u53ef\u9760\u7684\u8bc6\u522b\u8d28\u91cf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"398\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-18-1024x398.png\" alt=\"\" class=\"wp-image-30467\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-18-1024x398.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-18-300x117.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-18-768x299.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-18.png 1090w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3>Multilingual ASR and Language Identification<\/h3>\n\n\n\n<h4>\u00a0\u591a\u8bed\u8a00\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\u6027\u80fd<\/h4>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"548\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-19-1024x548.png\" alt=\"\" class=\"wp-image-30472\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-19-1024x548.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-19-300x160.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-19-768x411.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-19.png 1062w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u603b\u4f53\u800c\u8a00\uff0cQwen3-ASR-1.7B \u5728\u5927\u591a\u6570\u6d4b\u8bd5\u8bbe\u7f6e\u4e2d\u53d6\u5f97\u4e86\u6700\u4f73\u7684\u5e73\u5747\u6027\u80fd\uff0c\u5c55\u73b0\u51fa\u5f3a\u5927\u7684\u8de8\u8bed\u8a00\u548c\u8de8\u9886\u57df\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u800c Qwen3-ASR-0.6B \u5219\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5177\u6709\u7ade\u4e89\u529b\u7684\u8f7b\u91cf\u7ea7\u66ff\u4ee3\u65b9\u6848\u3002<\/p>\n\n\n\n<p>\u5728 MLS\u3001Common Voice \u548c MLC-SLM \u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0cQwen3-ASR-1.7B \u7684\u6027\u80fd\u59cb\u7ec8\u4f18\u4e8e\u6240\u6709\u8bc4\u4f30\u7684\u5f00\u6e90\u57fa\u7ebf\u6a21\u578b\uff0c\u5305\u62ec\u5e7f\u6cdb\u4f7f\u7528\u7684 Whisper-large-v3\uff0c\u5e76\u4e14\u663e\u8457\u4f18\u4e8e\u89c4\u6a21\u8f83\u5c0f\u7684\u591a\u8bed\u8a00\u6a21\u578b\u3002\u5bf9\u4e8e\u6db5\u76d6\u66f4\u591a\u8bed\u8a00\u548c\u591a\u6837\u5316\u5f55\u97f3\u6761\u4ef6\u7684 Fleurs \u6570\u636e\u96c6\uff0cQwen3-ASR-1.7B \u5728 12 \u79cd\u548c 20 \u79cd\u8bed\u8a00\u7684\u5b50\u96c6\u4e0a\u53d6\u5f97\u4e86\u6700\u4f73\u6027\u80fd\u3002\u7136\u800c\uff0c\u76f8\u5bf9\u4e8e Whisper-large-v3\uff0c\u5176\u5728\u5b8c\u6574\u7684 30 \u79cd\u8bed\u8a00\u8bbe\u7f6e\u4e0b\u7684\u6027\u80fd\u6709\u6240\u4e0b\u964d\uff0c\u8868\u660e\u5176\u5728\u5904\u7406\u65e5\u76ca\u589e\u957f\u7684\u8bed\u8a00\u591a\u6837\u6027\u548c\u957f\u5c3e\u8bed\u8a00\u65b9\u9762\u4ecd\u6709\u6539\u8fdb\u7a7a\u95f4\u3002\u5c3d\u7ba1\u5982\u6b64\uff0cQwen3-ASR-1.7B \u4ecd\u7136\u660e\u663e\u4f18\u4e8e 0.6B \u7248\u672c\uff0c\u8fd9\u8868\u660e\u6a21\u578b\u6269\u5c55\u80fd\u591f\u63d0\u9ad8\u5176\u5728\u66f4\u5177\u6311\u6218\u6027\u7684\u591a\u8bed\u8a00\u73af\u5883\u4e0b\u7684\u9c81\u68d2\u6027\u3002<\/p>\n\n\n\n<h4>Language Identification Performance<\/h4>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"897\" height=\"235\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-20.png\" alt=\"\" class=\"wp-image-30475\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-20.png 897w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-20-300x79.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-20-768x201.png 768w\" sizes=\"(max-width: 897px) 100vw, 897px\" \/><\/figure>\n\n\n\n<p>Qwen3-ASR \u4e0d\u4ec5\u80fd\u591f\u5c06\u8bed\u97f3\u89e3\u7801\u4e3a\u6587\u672c\uff0c\u8fd8\u53ef\u4ee5\u5728\u8fdb\u884c ASR \u89e3\u7801\u4e4b\u524d\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63d0\u793a\u5b8c\u6210\u8bed\u8a00\u8bc6\u522b\uff08LID\uff09\u3002\u5728\u672c\u8282\u4e2d\uff0c\u6211\u4eec\u5728 4 \u4e2a\u591a\u8bed\u8a00\u57fa\u51c6\u6570\u636e\u96c6\u4e0a\u8bc4\u4f30\u8bed\u8a00\u8bc6\u522b\u51c6\u786e\u7387\uff1a<\/p>\n\n\n\n<ul><li>FLEURS\uff0830 \u79cd\u8bed\u8a00\uff09<\/li><li>MLS\uff089 \u79cd\u8bed\u8a00\uff09<\/li><li>Common Voice\uff0813 \u79cd\u8bed\u8a00\uff09<\/li><li>MLC-SLM\uff0811 \u79cd\u8bed\u8a00\uff09<\/li><\/ul>\n\n\n\n<p>\u5404\u6570\u636e\u96c6\u6240\u8986\u76d6\u7684\u8bed\u8a00\u79cd\u7c7b\u8be6\u89c1\u7b2c 2.3 \u8282\u3002<\/p>\n\n\n\n<p>\u5982\u8868 6 \u6240\u793a\uff0c\u6211\u4eec\u5c06 Qwen3-ASR-0.6B \u548c Qwen3-ASR-1.7B \u4e0e Whisper-large-v3 \u8fdb\u884c\u5bf9\u6bd4\u3002Whisper-large-v3 \u662f\u4e00\u4e2a\u5177\u5907\u5185\u7f6e\u8bed\u8a00\u8bc6\u522b\u80fd\u529b\u7684\u5f3a\u5927\u591a\u8bed\u8a00 ASR \u6a21\u578b\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u4e24\u79cd Qwen3-ASR \u6a21\u578b\u5747\u4f18\u4e8e Whisper-large-v3\uff0c\u5728\u8fd9\u4e9b\u4e3b\u6d41\u8bed\u8a00\u4e0a\u5c55\u73b0\u51fa\u7a33\u5b9a\u800c\u6709\u6548\u7684\u8bed\u8a00\u8bc6\u522b\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u5728 FLEURS \u6570\u636e\u96c6\u4e0a\u7684\u5269\u4f59\u9519\u8bef\u4e3b\u8981\u6765\u6e90\u4e8e\u5bf9\u9a6c\u6765\u8bed\uff08ms\uff09\u548c\u5370\u5c3c\u8bed\uff08id\uff09\u7684\u6df7\u6dc6\u3002\u8fd9\u4e24\u79cd\u8bed\u8a00\u5728\u8bed\u8a00\u5b66\u4e0a\u9ad8\u5ea6\u63a5\u8fd1\uff0c\u4e14\u5728\u58f0\u5b66\u7279\u5f81\u4e0a\u5177\u6709\u8f83\u9ad8\u76f8\u4f3c\u6027\uff0c\u56e0\u6b64\u8f83\u6613\u4ea7\u751f\u8bc6\u522b\u6df7\u6dc6\u3002<\/p>\n\n\n\n<h4>Singing Voice &amp; Songs Recognition Performance<\/h4>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"378\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-21-1024x378.png\" alt=\"\" class=\"wp-image-30479\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-21-1024x378.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-21-300x111.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-21-768x284.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-21.png 1096w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption><strong>\u00a0\u6b4c\u58f0\u8bc6\u522b\u548c\u6b4c\u66f2\u8f6c\u5f55\u7ed3\u679c\u3002\u8868\u4e2d\u5217\u51fa\u4e86\u4ec5\u5305\u542b\u6b4c\u58f0\u7684\u57fa\u51c6\u6d4b\u8bd5\u548c\u5305\u542b\u80cc\u666f\u97f3\u4e50\u7684\u957f\u6b4c\u66f2\u7684\u8bcd\u9519\u8bef\u7387 (WER) (%)\u3002\u201cN\/A\u201d\u8868\u793a\u7531\u4e8e\u6027\u80fd\u4e0d\u4f73\uff0c\u8be5\u6a21\u578b\u4e0d\u652f\u6301\u957f\u6b4c\u66f2\u8bc6\u522b\u3002<\/strong><\/figcaption><\/figure>\n\n\n\n<p>\u8868 7 \u6c47\u62a5\u4e86\u6b4c\u58f0\u8f6c\u5199\u4ee5\u53ca\u5e26\u80cc\u666f\u97f3\u4e50\u7684\u957f\u65f6\u6b4c\u66f2\u8f6c\u5199\u7ed3\u679c\u3002\u603b\u4f53\u6765\u770b\uff0cQwen3-ASR-1.7B \u5728\u9762\u5bf9\u65cb\u5f8b\u5f15\u8d77\u7684\u53d1\u97f3\u53d8\u5316\u548c\u97f3\u4e50\u4f34\u594f\u5e72\u6270\u65f6\u8868\u73b0\u51fa\u8f83\u5f3a\u7684\u9c81\u68d2\u6027\uff0c\u5728\u6240\u8bc4\u6d4b\u7684\u6570\u636e\u96c6\u4e0a\u4f18\u4e8e\u5927\u591a\u6570\u5546\u4e1a API \u548c\u5f00\u6e90\u57fa\u7ebf\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u5728\u7eaf\u6b4c\u58f0\uff08\u65e0\u4f34\u594f\uff09\u57fa\u51c6\u4e0a\uff0cQwen3-ASR-1.7B \u5728\u4ee5\u4e0b\u6570\u636e\u96c6\u4e0a\u53d6\u5f97\u6700\u4f73\u8868\u73b0\uff1a<\/p>\n\n\n\n<ul><li>M4Singer<\/li><li>MIR-1k<\/li><li>PopCS<\/li><\/ul>\n\n\n\n<p>\u5728 OpenCpop \u4e0a\uff0c\u5176\u8868\u73b0\u7565\u4f4e\u4e8e FunASR-MLT-Nano\uff0c\u4f4d\u5217\u7b2c\u4e8c\uff0c\u4f46\u5dee\u8ddd\u8f83\u5c0f\u3002\u8fd9\u8868\u660e\u6a21\u578b\u5728\u4e0d\u540c\u6f14\u5531\u98ce\u683c\u548c\u5f55\u97f3\u6761\u4ef6\u4e0b\u5177\u6709\u8f83\u5f3a\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u5e76\u4e14\u5bf9\u97f3\u9ad8\u6f02\u79fb\u3001\u97f3\u7d20\u62c9\u957f\u4ee5\u53ca\u8282\u594f\u53d8\u5316\u7b49\u6b4c\u58f0\u7279\u6709\u73b0\u8c61\u7684\u654f\u611f\u6027\u8f83\u4f4e\u3002<\/p>\n\n\n\n<p>\u5728\u5305\u542b\u80cc\u666f\u97f3\u4e50\u7684\u5b8c\u6574\u6b4c\u66f2\u8f6c\u5199\u4efb\u52a1\u4e2d\uff0cQwen3-ASR-1.7B \u663e\u8457\u4f18\u4e8e\u5f00\u6e90\u57fa\u7ebf\u6a21\u578b\uff1bWhisper-large-v3 \u548c FunASR-MLT-Nano \u5728\u957f\u65f6\u3001\u97f3\u4e50\u6df7\u5408\u573a\u666f\u4e0b\u6027\u80fd\u660e\u663e\u4e0b\u964d\u3002Qwen3-ASR-1.7B \u5728\u82f1\u8bed\u548c\u4e2d\u6587\u6b4c\u66f2\u4e0a\u90fd\u53d6\u5f97\u4e86\u8f83\u9ad8\u51c6\u786e\u7387\uff1a\u5728\u4e2d\u6587\u6570\u636e\u96c6\u4e0a\u6392\u540d\u7b2c\u4e00\uff0c\u5728\u82f1\u8bed\u6570\u636e\u96c6\u4e0a\u4e5f\u4e0e\u8868\u73b0\u6700\u4f73\u7684\u5546\u4e1a\u7cfb\u7edf\u4fdd\u6301\u7ade\u4e89\u529b\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e9b\u7ed3\u679c\u8868\u660e\uff0cQwen3-ASR \u5728\u771f\u5b9e\u542b\u97f3\u4e50\u573a\u666f\u4e0b\u5177\u6709\u826f\u597d\u7684\u9002\u5e94\u80fd\u529b\uff0c\u5bf9\u80cc\u666f\u97f3\u4e50\u5e72\u6270\u5177\u6709\u8f83\u5f3a\u9c81\u68d2\u6027\uff0c\u5e76\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u7f29\u5c0f\u4e86\u4f20\u7edf\u8bed\u97f3\u8bc6\u522b\u4e0e\u6b4c\u58f0\/\u6b4c\u66f2\u8f6c\u5199\u4e4b\u95f4\u7684\u6027\u80fd\u5dee\u8ddd\u3002<\/p>\n\n\n\n<h4>Streaming Speech Recognition<\/h4>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"970\" height=\"202\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-22.png\" alt=\"\" class=\"wp-image-30484\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-22.png 970w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-22-300x62.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-22-768x160.png 768w\" sizes=\"(max-width: 970px) 100vw, 970px\" \/><\/figure>\n\n\n\n<p>\u672c\u8282\u5728\u79bb\u7ebf\uff08offline\uff09\u548c\u6d41\u5f0f\uff08streaming\uff09\u4e24\u79cd\u63a8\u7406\u6a21\u5f0f\u4e0b\u8bc4\u4f30 Qwen3-ASR-1.7B \u548c Qwen3-ASR-0.6B \u7684\u6027\u80fd\u3002\u5f97\u76ca\u4e8e\u52a8\u6001\u6ce8\u610f\u529b\u7a97\u53e3\u673a\u5236\uff0cQwen3-ASR \u7cfb\u5217\u6a21\u578b\u80fd\u591f\u81ea\u7136\u652f\u6301\u6d41\u5f0f\u63a8\u7406\u3002<\/p>\n\n\n\n<p>\u8868 8 \u5c55\u793a\u4e86\u5728\u4e09\u4e2a\u5f00\u6e90\u6d4b\u8bd5\u96c6\u4e0a\u7684\u8bc4\u6d4b\u7ed3\u679c\uff0c\u5b9e\u9a8c\u8bbe\u7f6e\u4e3a\uff1a\u5206\u5757\u5927\u5c0f\u4e3a 2 \u79d2\u30015 \u4e2a token \u56de\u9000\uff08fallback\uff09\uff0c\u5e76\u4fdd\u6301\u6700\u8fd1 4 \u4e2a\u5206\u5757\u5904\u4e8e\u672a\u56fa\u5b9a\uff08unfixed\uff09\u72b6\u6001\u3002<\/p>\n\n\n\n<p>\u603b\u4f53\u800c\u8a00\uff0cQwen3-ASR \u63d0\u4f9b\u4e86\u4e00\u4e2a\u540c\u65f6\u9002\u7528\u4e8e\u79bb\u7ebf\u4e0e\u6d41\u5f0f\u573a\u666f\u7684\u7edf\u4e00\u6a21\u578b\u67b6\u6784\uff0c\u5e76\u4e14\u5728\u6d41\u5f0f\u63a8\u7406\u6a21\u5f0f\u4e0b\u4ecd\u7136\u4fdd\u6301\u4e86\u8f83\u5f3a\u7684\u8bc6\u522b\u51c6\u786e\u7387\u3002<\/p>\n\n\n\n<h3>Precision of Timestamps<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"847\" height=\"699\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-23.png\" alt=\"\" class=\"wp-image-30487\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-23.png 847w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-23-300x248.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/02\/image-23-768x634.png 768w\" sizes=\"(max-width: 847px) 100vw, 847px\" \/><\/figure>\n\n\n\n<p>\u8868 9 \u62a5\u544a\u4e86 Qwen3-ForcedAligner-0.6B \u4e0e\u5176\u4ed6\u5f3a\u5236\u5bf9\u9f50\uff08forced-alignment\uff09\u65b9\u6cd5\u5728 MFA \u6807\u6ce8\u548c\u4eba\u5de5\u6807\u6ce8\u6d4b\u8bd5\u96c6\u4e0a\u7684 <strong>\u7d2f\u79ef\u5e73\u5747\u504f\u79fb\uff08AAS, Accumulated Average Shift\uff09<\/strong> \u8868\u73b0\u3002<\/p>\n\n\n\n<p>\u4e3b\u8981\u7ed3\u8bba\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ol><li><strong>\u591a\u8bed\u8a00\u8986\u76d6\u4e0e\u8de8\u8bed\u8a00\u80fd\u529b<\/strong><ul><li>\u5176\u4ed6\u65b9\u6cd5\u901a\u5e38\u9700\u8981<strong>\u7279\u5b9a\u8bed\u8a00\u6a21\u578b<\/strong>\uff0c\u652f\u6301\u8bed\u8a00\u6570\u91cf\u6709\u9650\u3002<\/li><li>Qwen3-ForcedAligner-0.6B \u901a\u8fc7\u5355\u4e00\u6a21\u578b\u8986\u76d6\u591a\u79cd\u8bed\u8a00\uff0c\u5e76\u80fd\u5904\u7406\u8de8\u8bed\u8a00\u548c\u6df7\u5408\u8bed\u8a00\uff08code-switched\uff09\u573a\u666f\u3002<\/li><\/ul><\/li><li><strong>\u957f\u77ed\u8bed\u97f3\u8868\u73b0\u7a33\u5b9a<\/strong><ul><li>Qwen3-ForcedAligner-0.6B \u5bf9\u77ed\u53e5\u548c\u957f\u53e5\u5747\u8868\u73b0\u4e00\u81f4\u3002<\/li><li>\u57fa\u7ebf\u65b9\u6cd5\u5728\u957f\u53e5\u6216\u957f\u8bed\u97f3\u4e0a\uff0c\u65f6\u95f4\u6233\u9884\u6d4b\u51c6\u786e\u5ea6\u663e\u8457\u4e0b\u964d\u3002<\/li><\/ul><\/li><li><strong>\u8bad\u7ec3\u6765\u6e90\u4e0e\u6cdb\u5316\u80fd\u529b<\/strong><ul><li>\u867d\u7136\u6a21\u578b\u4f7f\u7528 MFA \u4f2a\u6807\u6ce8\u8bad\u7ec3\uff0c\u4f46\u5728\u4eba\u5de5\u6807\u6ce8\u7684\u6d4b\u8bd5\u96c6\u4e0a\u4f9d\u7136\u4fdd\u6301\u8f83\u4f4e\u7684 AAS\u3002<\/li><li>\u8868\u660e\u6a21\u578b\u5177\u6709 <strong>\u5f3a\u5927\u7684\u5b9e\u9645\u573a\u666f\u6cdb\u5316\u80fd\u529b<\/strong>\uff0c\u80fd\u591f\u7a33\u5065\u9884\u6d4b\u5404\u7c7b\u8bed\u97f3\u7684\u65f6\u95f4\u6233\u3002<\/li><\/ul><\/li><\/ol>\n\n\n\n<p>\u7b80\u5355\u603b\u7ed3\uff1aQwen3-ForcedAligner-0.6B \u5728\u591a\u8bed\u8a00\u3001\u957f\u8bed\u97f3\u53ca\u771f\u5b9e\u6570\u636e\u4e0a\u7684\u65f6\u95f4\u6233\u9884\u6d4b\u90fd\u4f18\u4e8e\u4f20\u7edf\u65b9\u6cd5\u3002<\/p>\n\n\n\n<h2>\u7ed3\u8bba<\/h2>\n\n\n\n<p>\u672c\u6587\u4ecb\u7ecd\u4e86 <strong>Qwen3-ASR<\/strong> \u6a21\u578b\u5bb6\u65cf\uff0c\u5305\u62ec\u4e24\u6b3e\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u7cfb\u7edf\u548c\u4e00\u6b3e\u5f3a\u5236\u5bf9\u9f50\uff08FA, Forced Alignment\uff09\u6a21\u578b\uff0c\u8fd9\u4e9b\u6a21\u578b\u5747\u5728\u5927\u89c4\u6a21\u8bed\u97f3\u8bed\u6599\u4e0a\u8bad\u7ec3\u5f97\u5230\u3002<\/p>\n\n\n\n<p>\u6838\u5fc3\u7279\u70b9\u4e0e\u8d21\u732e\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ol><li><strong>\u6027\u80fd\u4e0e\u8bad\u7ec3\u7b56\u7565<\/strong><ul><li>\u5229\u7528\u57fa\u7840\u6a21\u578b <strong>Qwen3-Omni<\/strong> \u7684\u5f3a\u5927\u97f3\u9891\u7406\u89e3\u80fd\u529b\uff0c\u4ee5\u53ca\u56db\u9636\u6bb5\u8bad\u7ec3\u6d41\u7a0b\uff0c<br>Qwen3-ASR-1.7B \u548c Qwen3-ASR-0.6B \u5728\u8bed\u97f3\u8986\u76d6\u7387\u548c\u8bc6\u522b\u51c6\u786e\u7387\u4e0a\uff0c\u5747\u4f18\u4e8e\u540c\u7b49\u89c4\u6a21\u6216\u66f4\u5927\u89c4\u6a21\u7684\u7ade\u54c1\u6a21\u578b\u53ca\u5546\u4e1a API\u3002<\/li><\/ul><\/li><li><strong>\u591a\u8bed\u8a00\u4e0e\u8bed\u97f3\u573a\u666f\u652f\u6301<\/strong><ul><li>\u652f\u6301 30 \u79cd\u8bed\u8a00\u7684\u8bed\u8a00\u8bc6\u522b\uff08LID\uff09\u548c\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u3002<\/li><li>\u5728\u590d\u6742\u58f0\u5b66\u73af\u5883\u4e0b\u8868\u73b0\u7a33\u5065\uff0c\u5bf9\u53e3\u97f3\u4e0e\u65b9\u8a00\u5177\u5907\u9c81\u68d2\u6027\u3002<\/li><li>\u5bf9\u5531\u6b4c\u8bed\u97f3\u53ca\u5176\u4ed6\u771f\u5b9e\u573a\u666f\u8bed\u97f3\u540c\u6837\u6709\u6548\u3002<\/li><\/ul><\/li><li><strong>\u5f3a\u5236\u5bf9\u9f50\u6a21\u578b<\/strong><ul><li>\u5f15\u5165 <strong>Qwen3-ForcedAligner-0.6B<\/strong>\uff0c\u57fa\u4e8e LLM \u7684\u975e\u81ea\u56de\u5f52\uff08NAR\uff09\u65f6\u95f4\u6233\u9884\u6d4b\u5668\uff0c<br>\u652f\u6301 11 \u79cd\u8bed\u8a00\u7684\u5f3a\u5236\u5bf9\u9f50\uff0c\u7aef\u5230\u7aef\u5904\u7406\u65f6\u95f4\u4f4e\u4e8e 5 \u5206\u949f\u3002<\/li><li>\u5728\u65f6\u95f4\u6233\u51c6\u786e\u7387\u3001\u63a8\u7406\u901f\u5ea6\u548c\u8bed\u8a00\u8986\u76d6\u65b9\u9762\uff0c\u5747\u4f18\u4e8e\u4e09\u79cd\u4e3b\u6d41\u7aef\u5230\u7aef ASR \u57fa\u7840\u7684 FA \u65b9\u6848\u3002<\/li><\/ul><\/li><li><strong>\u5f00\u6e90\u4e0e\u6613\u7528\u6027<\/strong><ul><li>\u53d1\u5e03\u4e86\u4e09\u6b3e\u6a21\u578b\u6743\u91cd\uff0c\u540c\u65f6\u5f00\u6e90\u4e86\u7edf\u4e00\u3001\u6613\u7528\u7684\u63a8\u7406\u6846\u67b6\u3002<\/li><\/ul><\/li><\/ol>\n\n\n\n<p>\u603b\u7ed3\uff1aQwen3-ASR \u5bb6\u65cf\u5728\u771f\u5b9e\u573a\u666f\u8bc4\u6d4b\u548c\u516c\u5f00\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u5747\u8fbe\u5230 <strong>\u6700\u5148\u8fdb\u6c34\u5e73<\/strong>\uff0c\u800c\u5f00\u6e90\u7684\u5f3a\u5236\u5bf9\u9f50\u6a21\u578b\u89e3\u51b3\u4e86\u8bed\u97f3\u6280\u672f\u6808\u4e2d\u7684\u5173\u952e\u7a7a\u767d\u3002\u56e2\u961f\u5c06\u6301\u7eed\u63d0\u5347\u8be5\u5f00\u6e90\u6a21\u578b\u5bb6\u65cf\u7684\u51c6\u786e\u6027\u4e0e\u529f\u80fd\u6027\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Github:&nbsp;https:\/\/github.com\/QwenLM\/Qwen3-ASR Huggin &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2026\/02\/15\/qwen3-asr\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">Qwen3-ASR \u652f\u6301\u591a\u8bed\u79cd\u8bc6\u522b\u5927\u6a21\u578b<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[4,9,38,43,34],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/30172"}],"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=30172"}],"version-history":[{"count":113,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/30172\/revisions"}],"predecessor-version":[{"id":31017,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/30172\/revisions\/31017"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=30172"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=30172"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=30172"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}