{"id":19957,"date":"2024-10-02T18:00:07","date_gmt":"2024-10-02T10:00:07","guid":{"rendered":"http:\/\/139.9.1.231\/?p=19957"},"modified":"2024-10-02T18:00:08","modified_gmt":"2024-10-02T10:00:08","slug":"qwen-audio-llm","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2024\/10\/02\/qwen-audio-llm\/","title":{"rendered":"QWen-Audio\u8bed\u97f3\u5927\u6a21\u578b"},"content":{"rendered":"\n<p class=\"has-text-align-center\"><a href=\"https:\/\/github.com\/QwenLM\/Qwen-Audio\">https:\/\/github.com\/QwenLM\/Qwen-Audio<\/a><\/p>\n\n\n\n<p class=\"has-text-align-center\"><strong>Qwen-Audio\uff1a\u901a\u8fc7\u7edf\u4e00\u7684\u5927\u89c4\u6a21\u97f3\u9891\u8bed\u8a00\u6a21\u578b\u63a8\u8fdb\u901a\u7528\u97f3\u9891\u7406\u89e3<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center\">Qwen-Audio&nbsp;<a href=\"https:\/\/www.modelscope.cn\/models\/qwen\/QWen-Audio\/summary\">\ud83e\udd16&nbsp;<\/a>|&nbsp;<a href=\"https:\/\/huggingface.co\/Qwen\/Qwen-Audio\">\ud83e\udd17<\/a>&nbsp; \uff5c Qwen-Audio-Chat&nbsp;<a href=\"https:\/\/www.modelscope.cn\/models\/qwen\/QWen-Audio-Chat\/summary\">\ud83e\udd16&nbsp;<\/a>|&nbsp;<a href=\"https:\/\/huggingface.co\/Qwen\/Qwen-Audio-Chat\">\ud83e\udd17<\/a>&nbsp; | &nbsp;&nbsp; Demo<a href=\"https:\/\/modelscope.cn\/studios\/qwen\/Qwen-Audio-Chat-Demo\/summary\">&nbsp;\ud83e\udd16<\/a>&nbsp;|&nbsp;<a href=\"https:\/\/huggingface.co\/spaces\/Qwen\/Qwen-Audio\">\ud83e\udd17<\/a><\/p>\n\n\n\n<p class=\"has-text-align-center\">&nbsp;&nbsp;<a href=\"https:\/\/qwen-audio.github.io\/Qwen-Audio\/\">Homepage<\/a>&nbsp; \uff5c &nbsp;&nbsp;<a href=\"http:\/\/arxiv.org\/abs\/2311.07919\">Paper<\/a>&nbsp;&nbsp; | &nbsp;&nbsp;&nbsp;<a href=\"https:\/\/github.com\/QwenLM\/Qwen\/blob\/main\/assets\/wechat.png\">WeChat<\/a>&nbsp;&nbsp; | &nbsp;&nbsp;<a href=\"https:\/\/discord.gg\/z3GAxXZ9Ce\">Discord<\/a><\/p>\n\n\n\n\n\n<p>\u672c\u6587\u63d0\u51fa\u4e86Qwen-Audio\u6a21\u578b\uff0c\u65e8\u5728\u901a\u8fc7\u6269\u5927\u97f3\u9891\u8bed\u8a00\u9884\u8bad\u7ec3\u7684\u8303\u56f4\uff0c\u8986\u76d6\u8d85\u8fc730\u4e2a\u4efb\u52a1\u548c\u591a\u79cd\u97f3\u9891\u7c7b\u578b\uff0c\u5982\u4eba\u58f0\u3001\u81ea\u7136\u58f0\u97f3\u3001\u97f3\u4e50\u548c\u6b4c\u66f2\uff0c\u4ece\u800c\u4fc3\u8fdb\u901a\u7528\u97f3\u9891\u7406\u89e3\u80fd\u529b\u7684\u63d0\u5347\u3002\u7136\u800c\uff0c\u76f4\u63a5\u8054\u5408\u8bad\u7ec3\u6240\u6709\u4efb\u52a1\u548c\u6570\u636e\u96c6\u53ef\u80fd\u5bfc\u81f4\u5e72\u6270\u95ee\u9898\uff0c\u56e0\u4e3a\u4e0d\u540c\u6570\u636e\u96c6\u76f8\u5173\u7684\u6587\u672c\u6807\u7b7e\u7531\u4e8e\u4efb\u52a1\u7126\u70b9\u3001\u8bed\u8a00\u3001\u6807\u6ce8\u7684\u7ec6\u7c92\u5ea6\u548c\u6587\u672c\u7ed3\u6784\u7684\u5dee\u5f02\u800c\u5b58\u5728\u663e\u8457\u53d8\u5316\u3002\u4e3a\u4e86\u89e3\u51b3\u4e00\u5bf9\u591a\u7684\u5e72\u6270\u95ee\u9898\uff0c\u6211\u4eec\u7cbe\u5fc3\u8bbe\u8ba1\u4e86\u4e00\u4e2a<strong>\u591a\u4efb\u52a1\u8bad\u7ec3\u6846\u67b6<\/strong>\uff0c\u901a\u8fc7\u5bf9\u89e3\u7801\u5668\u7684\u5206\u5c42\u6807\u7b7e\u5e8f\u5217\u8fdb\u884c\u6761\u4ef6\u5316\uff0c\u4fc3\u8fdb\u77e5\u8bc6\u5171\u4eab\u5e76\u901a\u8fc7\u5171\u4eab\u548c\u7279\u5b9a\u6807\u7b7e\u5206\u522b\u907f\u514d\u5e72\u6270\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cQwen-Audio\u5728\u591a\u79cd\u57fa\u51c6\u4efb\u52a1\u4e2d\u5b9e\u73b0\u4e86\u5353\u8d8a\u7684\u6027\u80fd\uff0c\u800c\u65e0\u9700\u4efb\u4f55\u4efb\u52a1\u7279\u5b9a\u7684\u5fae\u8c03\uff0c\u8d85\u8d8a\u4e86\u540c\u7c7b\u6a21\u578b\u3002\u5728Qwen-Audio\u7684\u57fa\u7840\u4e0a\uff0c\u6211\u4eec\u8fdb\u4e00\u6b65\u5f00\u53d1\u4e86Qwen-Audio-Chat\uff0c\u5141\u8bb8\u591a\u79cd\u97f3\u9891\u548c\u6587\u672c\u8f93\u5165\uff0c\u5b9e\u73b0\u591a\u8f6e\u5bf9\u8bdd\u5e76\u652f\u6301\u591a\u79cd\u4ee5\u97f3\u9891\u4e3a\u4e2d\u5fc3\u7684\u573a\u666f\u3002<\/p>\n\n\n\n<p>Qwen-Audio \u53ef\u4ee5\u4ee5\u591a\u79cd\u97f3\u9891 (\u5305\u62ec\u8bf4\u8bdd\u4eba\u8bed\u97f3\u3001\u81ea\u7136\u97f3\u3001\u97f3\u4e50\u3001\u6b4c\u58f0)\u548c\u6587\u672c\u4f5c\u4e3a\u8f93\u5165\uff0c\u5e76\u4ee5\u6587\u672c\u4f5c\u4e3a\u8f93\u51fa\u3002Qwen-Audio \u7cfb\u5217\u6a21\u578b\u7684\u7279\u70b9\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul><li><strong>\u97f3\u9891\u57fa\u77f3\u6a21\u578b<\/strong>\uff1aQwen-Audio\u662f\u4e00\u4e2a\u6027\u80fd\u5353\u8d8a\u7684\u901a\u7528\u7684\u97f3\u9891\u7406\u89e3\u6a21\u578b\uff0c\u652f\u6301\u5404\u79cd\u4efb\u52a1\u3001\u8bed\u8a00\u548c\u97f3\u9891\u7c7b\u578b\u3002\u5728Qwen-Audio\u7684\u57fa\u7840\u4e0a\uff0c\u6211\u4eec\u901a\u8fc7\u6307\u4ee4\u5fae\u8c03\u5f00\u53d1\u4e86Qwen-Audio-Chat\uff0c\u652f\u6301\u591a\u8f6e\u3001\u591a\u8bed\u8a00\u5bf9\u8bdd\u3002Qwen-Audio\u548cQwen-Audio-Chat\u6a21\u578b\u5747\u5df2\u5f00\u6e90\u3002<\/li><li><strong>\u517c\u5bb9\u591a\u79cd\u590d\u6742\u97f3\u9891\u7684\u591a\u4efb\u52a1\u5b66\u4e60\u6846\u67b6<\/strong>\uff1a\u4e3a\u4e86\u907f\u514d\u7531\u4e8e\u6570\u636e\u6536\u96c6\u6765\u6e90\u4e0d\u540c\u4ee5\u53ca\u4efb\u52a1\u7c7b\u578b\u4e0d\u540c\uff0c\u5e26\u6765\u7684<strong>\u97f3\u9891\u5230\u6587\u672c\u7684\u4e00\u5bf9\u591a\u7684\u5e72\u6270\u95ee\u9898<\/strong>\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd<strong>\u591a\u4efb\u52a1\u8bad\u7ec3\u6846\u67b6<\/strong>\uff0c\u5b9e\u73b0\u76f8\u4f3c\u4efb\u52a1\u7684\u77e5\u8bc6\u5171\u4eab\uff0c\u5e76\u5c3d\u53ef\u80fd\u51cf\u5c11\u4e0d\u540c\u4efb\u52a1\u4e4b\u95f4\u7684\u5e72\u6270\u3002\u901a\u8fc7\u63d0\u51fa\u7684\u6846\u67b6\uff0cQwen-Audio\u53ef\u4ee5\u5bb9\u7eb3\u8bad\u7ec3\u8d85\u8fc730\u591a\u79cd\u4e0d\u540c\u7684\u97f3\u9891\u4efb\u52a1\uff1b<\/li><li><strong>\u51fa\u8272\u7684\u6027\u80fd<\/strong>\uff1aQwen-Audio\u5728\u4e0d\u9700\u8981\u4efb\u4f55\u4efb\u52a1\u7279\u5b9a\u7684\u5fae\u8c03\u7684\u60c5\u51b5\u4e0b\uff0c\u5728\u5404\u79cd\u57fa\u51c6\u4efb\u52a1\u4e0a\u53d6\u5f97\u4e86\u9886\u5148\u7684\u7ed3\u679c\u3002\u5177\u4f53\u5f97\uff0cQwen-Audio\u5728Aishell1\u3001cochlscene\u3001ClothoAQA\u548cVocalSound\u7684\u6d4b\u8bd5\u96c6\u4e0a\u90fd\u8fbe\u5230\u4e86SOTA\uff1b<\/li><li><strong>\u652f\u6301\u591a\u8f6e\u97f3\u9891\u548c\u6587\u672c\u5bf9\u8bdd\uff0c\u652f\u6301\u5404\u79cd\u8bed\u97f3\u573a\u666f<\/strong>\uff1aQwen-Audio-Chat\u652f\u6301\u58f0\u97f3\u7406\u89e3\u548c\u63a8\u7406\u3001\u97f3\u4e50\u6b23\u8d4f\u3001\u591a\u97f3\u9891\u5206\u6790\u3001\u591a\u8f6e\u97f3\u9891-\u6587\u672c\u4ea4\u9519\u5bf9\u8bdd\u4ee5\u53ca\u5916\u90e8\u8bed\u97f3\u5de5\u5177\u7684\u4f7f\u7528\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"694\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-46-1024x694.png\" alt=\"\" class=\"wp-image-20747\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-46-1024x694.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-46-300x203.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-46-768x520.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-46.png 1210w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u56fe3<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"789\" height=\"742\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-45.png\" alt=\"\" class=\"wp-image-20741\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-45.png 789w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-45-300x282.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-45-768x722.png 768w\" sizes=\"(max-width: 789px) 100vw, 789px\" \/><figcaption>\u56fe 1\uff1aQwen-Audio \u548c\u591a\u4efb\u52a1\u97f3\u9891\u6587\u672c\u5b66\u4e60\u6a21\u578b\u4e4b\u524d\u7684\u9876\u7ea7\u6027\u80fd\uff0c\u4f8b\u5982 SpeechT5\u3001SpeechNet\u3001SpeechLLaMA\u3001SALMONN\u548c Pengi\u3002\u6211\u4eec\u5c55\u793a\u4e86 12 \u4e2a\u6570\u636e\u96c6\u7684\u6d4b\u8bd5\u96c6\u7ed3\u679c\uff0c\u5305\u62ec\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b \uff08ASR\uff09\u3001\u8bed\u97f3\u5230\u6587\u672c\u7ffb\u8bd1 \uff08S2TT\uff09\u3001\u81ea\u52a8\u97f3\u9891\u5b57\u5e55 \uff08AAC\uff09\u3001\u58f0\u5b66\u573a\u666f\u5206\u7c7b \uff08ASC\uff09\u3001\u8bed\u97f3\u60c5\u611f\u8bc6\u522b \uff08SER\uff09\u3001\u97f3\u9891\u95ee\u7b54 \uff08AQA\uff09\u3001\u58f0\u97f3\u5206\u7c7b \uff08VSC\uff09 \u548c\u97f3\u7b26\u5206\u6790 \uff08MNA\uff09\u3002ASR \u6570\u636e\u96c6\uff08\u4f8b\u5982 Librispeech\u3001Aishell1 \u548c Aishell2\uff09\u7684\u7ed3\u679c\u5f15\u7528 1 &#8211; WER%\u3002CoVoST2 \u7684\u7ed3\u679c\u662f\u4e03\u4e2a\u7ffb\u8bd1\u65b9\u5411\uff08en-de\u3001de-en\u3001en-zh\u3001zh-en\u3001es-en\u3001fr-en \u548c it-en\uff09\u7684\u5e73\u5747 BLEU \u5206\u6570\u3002Qwen-Audio \u65e0\u9700\u4efb\u4f55\u7279\u5b9a\u4e8e\u4efb\u52a1\u7684\u5fae\u8c03\u5373\u53ef\u5b9e\u73b0\u5353\u8d8a\u7684\u6027\u80fd\uff0c\u8d85\u8d8a\u4e86\u540c\u7c7b\u4ea7\u54c1\u3002<\/figcaption><\/figure>\n\n\n\n<h2>Methodology\u00a0<\/h2>\n\n\n\n<p>\u672c\u8282\u63d0\u4f9b\u4e86Qwen-Audio\u548cQwen-Audio-Chat\u7684\u8be6\u7ec6\u4fe1\u606f\uff0c\u8fd9\u4e9b\u6a21\u578b\u65e8\u5728\u5b9e\u73b0\u901a\u7528\u97f3\u9891\u7406\u89e3\u548c\u57fa\u4e8e\u4eba\u7c7b\u6307\u4ee4\u7684\u7075\u6d3b\u4e92\u52a8\u3002\u9996\u5148\uff0c\u5728\u7b2c1\u8282\u4e2d\u4ecb\u7ecd\u4e86Qwen-Audio\u548cQwen-Audio-Chat\u7684\u6a21\u578b\u7ed3\u6784\u3002\u6211\u4eec\u7684\u6a21\u578b\u8bad\u7ec3\u8fc7\u7a0b\u5206\u4e3a\u4e24\u4e2a\u9636\u6bb5\uff1a<strong>\u591a\u4efb\u52a1\u9884\u8bad\u7ec3<\/strong>\u548c<strong>\u76d1\u7763\u5fae\u8c03<\/strong>\u3002\u6211\u4eec\u5728\u7b2c2\u8282\u4e2d\u63cf\u8ff0\u4e86<strong>\u901a\u8fc7\u591a\u4efb\u52a1\u5b66\u4e60\u8fdb\u884c\u7684Qwen-Audio\u8bad\u7ec3<\/strong>\u3002\u968f\u540e\uff0c\u5728\u7b2c3\u8282\u4e2d\u63cf\u8ff0\u4e86Qwen-Audio-Chat\u7684\u76d1\u7763\u5fae\u8c03\u8fc7\u7a0b\uff0c\u4f7f\u5176\u80fd\u591f\u5b9e\u73b0\u7075\u6d3b\u7684\u4eba\u673a\u4e92\u52a8\u3002<\/p>\n\n\n\n<h3>\u6a21\u578b\u67b6\u6784<\/h3>\n\n\n\n<p>Qwen-Audio \u6a21\u578b\u7684\u67b6\u6784\u5982\u56fe\u00a03\u00a0\u6240\u793a\u3002Qwen-Audio \u5305\u542b\u4e00\u4e2a\u97f3\u9891\u7f16\u7801\u5668\u548c\u4e00\u4e2a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u3002\u7ed9\u5b9a\u914d\u5bf9\u6570\u636e\u00a0(\ud835\udc82,\ud835\udc99)\u00a0\uff0c\u5176\u4e2d\u00a0\ud835\udc82\u00a0\u548c\u00a0\ud835\udc99\u00a0\u8868\u793a\u97f3\u9891\u5e8f\u5217\u548c\u6587\u672c\u5e8f\u5217\uff0c\u8bad\u7ec3\u76ee\u6807\u662f\u5c06\u4e0b\u4e00\u4e2a\u6587\u672c\u6807\u8bb0\u6982\u7387\u6700\u5927\u5316\u4e3a\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-47.png\" alt=\"\" class=\"wp-image-20760\" width=\"506\" height=\"29\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-47.png 742w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-47-300x17.png 300w\" sizes=\"(max-width: 506px) 100vw, 506px\" \/><\/figure><\/div>\n\n\n\n<h4>Audio Encoder\u00a0\u97f3\u9891\u7f16\u7801\u5668<\/h4>\n\n\n\n<p>\u97f3\u9891\u7f16\u7801\u5668Qwen-Audio\u91c7\u7528\u5355\u4e00\u97f3\u9891\u7f16\u7801\u5668\u5904\u7406\u591a\u79cd\u7c7b\u578b\u7684\u97f3\u9891\u3002\u8be5\u97f3\u9891\u7f16\u7801\u5668\u57fa\u4e8eWhisper-large-v2\u6a21\u578b\u521d\u59cb\u5316\uff0c\u8be5\u6a21\u578b\u4e3a32\u5c42Transformer\u7ed3\u6784\uff0c\u5305\u542b\u4e24\u4e2a\u5377\u79ef\u4e0b\u91c7\u6837\u5c42\u4f5c\u4e3a\u524d\u7aef\u3002\u97f3\u9891\u7f16\u7801\u5668\u7531640M\u53c2\u6570\u6784\u6210\u3002\u5c3d\u7ba1<strong>Whisper\u662f\u9488\u5bf9\u8bed\u97f3\u8bc6\u522b\u548c\u7ffb\u8bd1\u8fdb\u884c\u76d1\u7763\u8bad\u7ec3\u7684\uff0c\u5176\u7f16\u7801\u8868\u793a\u4ecd\u7136\u5305\u542b\u4e30\u5bcc\u7684\u4fe1\u606f\uff0c\u5982\u80cc\u666f\u566a\u58f0\uff0c\u751a\u81f3\u53ef\u4ee5\u7528\u4e8e\u6062\u590d\u539f\u59cb\u8bed\u97f3<\/strong>\u3002\u5728\u97f3\u9891\u6570\u636e\u9884\u5904\u7406\u8fc7\u7a0b\u4e2d\uff0cWhisper\u5c06\u5176\u91cd\u91c7\u6837\u81f316kHz\uff0c\u5e76\u4f7f\u752825ms\u7684\u7a97\u53e3\u5927\u5c0f\u548c10ms\u7684\u6b65\u957f\u5c06\u539f\u59cb\u6ce2\u5f62\u8f6c\u6362\u4e3a80\u901a\u9053\u6885\u5c14\u8c31\u56fe\u3002\u6b64\u5916\uff0c\u6a21\u578b\u8fd8\u5305\u542b\u4e00\u4e2a\u6b65\u5e45\u4e3a2\u7684\u6c60\u5316\u5c42\uff0c\u4ee5\u51cf\u5c11\u97f3\u9891\u8868\u793a\u7684\u957f\u5ea6\u3002\u56e0\u6b64\uff0c<strong>\u7f16\u7801\u5668\u8f93\u51fa\u7684\u6bcf\u4e00\u5e27\u5927\u7ea6\u5bf9\u5e94\u4e8e\u539f\u59cb\u97f3\u9891\u4fe1\u53f7\u768440ms\u7247\u6bb5<\/strong>\u3002\u5728\u8bad\u7ec3\u65f6\uff0c\u91c7\u7528SpecAugment\u4f5c\u4e3a\u6570\u636e\u589e\u5f3a\u6280\u672f\u3002<\/p>\n\n\n\n<p>\u5927\u578b\u8bed\u8a00\u6a21\u578bQwen-Audio\u5c06\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4f5c\u4e3a\u5176\u57fa\u7840\u7ec4\u4ef6\u3002\u8be5\u6a21\u578b\u4f7f\u7528\u4eceQwen-7B\u4e2d\u83b7\u5f97\u7684\u9884\u8bad\u7ec3\u6743\u91cd\u8fdb\u884c\u521d\u59cb\u5316\u3002Qwen-7B\u662f\u4e00\u4e2a32\u5c42\u7684Transformer\u89e3\u7801\u5668\u6a21\u578b\uff0c\u9690\u85cf\u5c42\u5927\u5c0f\u4e3a4096\uff0c\u603b\u53c2\u6570\u91cf\u4e3a7.7B\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\/2024\/10\/image-48.png\" alt=\"\" class=\"wp-image-20773\" width=\"475\" height=\"451\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-48.png 712w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-48-300x285.png 300w\" sizes=\"(max-width: 475px) 100vw, 475px\" \/><\/figure><\/div>\n\n\n\n<h4>\u591a\u4efb\u52a1\u9884\u8bad\u7ec3<\/h4>\n\n\n\n<p>\u5728\u97f3\u9891\u5904\u7406\u9886\u57df\uff0c\u5df2\u5f00\u53d1\u51fa\u591a\u6837\u5316\u7684\u97f3\u9891\u6570\u636e\u96c6\u4ee5\u5e94\u5bf9\u7279\u5b9a\u4efb\u52a1\uff0c\u5982\u88681\u6240\u793a\u3002Qwen-Audio\u65e8\u5728\u5229\u7528\u5e7f\u6cdb\u7684\u97f3\u9891\u6570\u636e\u96c6\u8fdb\u884c\u8054\u5408\u8bad\u7ec3\uff0c\u76ee\u6807\u662f\u8bad\u7ec3\u4e00\u4e2a\u7edf\u4e00\u7684\u6a21\u578b\uff0c\u80fd\u591f\u652f\u6301\u6240\u6709\u97f3\u9891\u4efb\u52a1\uff0c<strong>\u4ece\u800c\u6d88\u9664\u5728\u5904\u7406\u4e0d\u540c\u4efb\u52a1\u65f6\u7e41\u7410\u7684\u6a21\u578b\u5207\u6362\u9700\u6c42<\/strong>\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c<strong>\u5728\u8054\u5408\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u5404\u4efb\u52a1\u53ef\u4ee5\u76f8\u4e92\u53d7\u76ca<\/strong>\uff0c\u539f\u56e0\u5728\u4e8e\uff1a1\uff09\u76f8\u4f3c\u4efb\u52a1\u80fd\u591f\u901a\u8fc7\u77e5\u8bc6\u5171\u4eab\u548c\u534f\u540c\u5b66\u4e60\u800c\u83b7\u76ca\uff0c\u56e0\u4e3a\u5b83\u4eec\u5173\u6ce8\u97f3\u9891\u4fe1\u53f7\u4e2d\u5d4c\u5165\u7684\u57fa\u672c\u4fe1\u606f\uff1b2\uff09\u4f9d\u8d56\u4e8e\u4f4e\u5c42\u6b21\u611f\u77e5\u80fd\u529b\u7684\u4efb\u52a1\u53ef\u4ee5\u5e2e\u52a9\u9700\u8981\u9ad8\u5c42\u6b21\u7406\u89e3\u6216\u63a8\u7406\u80fd\u529b\u7684\u4efb\u52a1\u3002<\/p>\n\n\n\n<p>\u7136\u800c\uff0c<strong>\u7531\u4e8e\u4efb\u52a1\u805a\u7126\u3001\u8bed\u8a00\u3001\u6807\u6ce8\u7684\u7ec6\u7c92\u5ea6\u548c\u6587\u672c\u7ed3\u6784\u7b49\u65b9\u9762\u7684\u5dee\u5f02\uff0c\u4e0d\u540c\u6570\u636e\u96c6\u5728\u6587\u672c\u6807\u7b7e\u4e0a\u5b58\u5728\u663e\u8457\u53d8\u5316<\/strong><em>\uff08\u4f8b\u5982\uff0c\u6709\u4e9b\u6570\u636e\u662f\u7ed3\u6784\u5316\u7684\uff0c\u800c\u5176\u4ed6\u6570\u636e\u5219\u662f\u975e\u7ed3\u6784\u5316\u7684\uff09<\/em>\u3002<strong>\u4e3a\u4e86\u8bad\u7ec3\u9002\u7528\u4e8e\u4e0d\u540c\u4efb\u52a1\u7684\u7f51\u7edc\uff0c\u4ec5\u4ec5\u6df7\u5408\u8fd9\u4e9b\u591a\u6837\u5316\u7684\u6570\u636e\u96c6\u65e0\u6cd5\u5b9e\u73b0\u76f8\u4e92\u589e\u5f3a\uff1b\u76f8\u53cd\uff0c\u5b83\u4f1a\u5f15\u5165\u5e72\u6270\u3002<\/strong>\u76ee\u524d\u5927\u591a\u6570\u73b0\u6709\u7684\u591a\u4efb\u52a1\u8bad\u7ec3\u65b9\u6cd5\u8981\u4e48\u5c06\u76f8\u4f3c\u4efb\u52a1\u5206\u7ec4\uff08\u4f8b\u5982\uff0c\u97f3\u9891\u63cf\u8ff0\u3001\u8f6c\u5f55\uff09\uff0c\u8981\u4e48\u4e3a\u6bcf\u4e2a\u6570\u636e\u96c6\u5206\u914d\u4e00\u4e2a\u6570\u636e\u96c6ID\uff0c\u4ee5\u907f\u514d\u5e72\u6270\u3002\u5c3d\u7ba1\u8fd9\u4e9b\u65b9\u6cd5\u53d6\u5f97\u4e86\u4e00\u5b9a\u6548\u679c\uff0c\u4f46\u4ecd\u6709\u5f88\u5927\u7684\u6539\u8fdb\u7a7a\u95f4\u3002<strong><em>Whisper<\/em>\u63d0\u51fa\u4e86\u4e00\u79cd\u591a\u4efb\u52a1\u8bad\u7ec3\u683c\u5f0f\uff0c\u901a\u8fc7\u5c06\u4efb\u52a1\u548c\u6761\u4ef6\u4fe1\u606f\u4f5c\u4e3a\u8f93\u5165\u7279\u5b9a\u4ee4\u724c\u7684\u5e8f\u5217\u4f20\u9012\u7ed9\u8bed\u8a00\u89e3\u7801\u5668\uff0c\u5982\u8bed\u97f3\u6d3b\u52a8\u68c0\u6d4b\u3001\u8bed\u8a00\u8bc6\u522b\u548c\u53e5\u5b50\u7ea7\u65f6\u95f4\u6233\u6807\u7b7e\u3002\u7136\u800c\uff0c<em>Whisper<\/em>\u4e3b\u8981\u96c6\u4e2d\u4e8e\u8bed\u97f3\u7ffb\u8bd1\u548c\u8bc6\u522b\u4efb\u52a1\u3002<\/strong><\/p>\n\n\n\n<h5>\u591a\u4efb\u52a1\u8bad\u7ec3\u683c\u5f0f\u6846\u67b6<\/h5>\n\n\n\n<p>\u53d7\u5230Whisper\u7684\u542f\u53d1\uff0c\u4e3a\u4e86\u878d\u5408\u4e0d\u540c\u7c7b\u578b\u7684\u97f3\u9891\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u591a\u4efb\u52a1\u8bad\u7ec3\u683c\u5f0f\u6846\u67b6\uff0c\u5177\u4f53\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ul><li><strong>\u8f6c\u5f55\u6807\u7b7e<\/strong>\uff1a\u9884\u6d4b\u7684\u542f\u52a8\u7531\u8f6c\u5f55\u6807\u7b7e\u8868\u793a\u3002\u4f7f\u7528&lt;|startoftranscripts|>\u6765\u6307\u793a\u6d89\u53ca\u51c6\u786e\u8f6c\u5f55\u53e3\u8bed\u548c\u6355\u6349\u8bed\u97f3\u5f55\u97f3\u8bed\u8a00\u5185\u5bb9\u7684\u4efb\u52a1\uff0c\u5982\u8bed\u97f3\u8bc6\u522b\u548c\u8bed\u97f3\u7ffb\u8bd1\u4efb\u52a1\u3002\u5bf9\u4e8e\u5176\u4ed6\u4efb\u52a1\uff0c\u5219\u4f7f\u7528&lt;|startofanalysis|>\u6807\u7b7e\u3002<\/li><li><strong>\u97f3\u9891\u8bed\u8a00\u6807\u7b7e<\/strong>\uff1a\u7136\u540e\uff0c\u6211\u4eec\u5f15\u5165\u4e00\u4e2a\u8bed\u8a00\u6807\u7b7e\uff0c<strong>\u6307\u793a\u97f3\u9891\u4e2d\u6240\u8bf4\u7684\u8bed\u8a00\u3002\u8be5\u6807\u7b7e\u4f7f\u7528\u5206\u914d\u7ed9\u8bad\u7ec3\u96c6\u4e2d\u6bcf\u79cd\u8bed\u8a00\u7684\u552f\u4e00\u4ee4\u724c\uff0c\u5171\u8ba1\u516b\u79cd\u8bed\u8a00<\/strong>\u3002\u5f53\u97f3\u9891\u7247\u6bb5\u4e0d\u5305\u542b\u4efb\u4f55\u8bed\u97f3\uff08\u4f8b\u5982\u81ea\u7136\u58f0\u97f3\u548c\u97f3\u4e50\uff09\u65f6\uff0c\u6a21\u578b\u8bad\u7ec3\u9884\u6d4b&lt;|unknown|>\u4ee4\u724c\u3002<\/li><li><strong>\u4efb\u52a1\u6807\u7b7e<\/strong>\uff1a\u540e\u7eed\u4ee4\u724c\u6307\u5b9a\u4efb\u52a1\u3002\u6211\u4eec\u5c06\u6536\u96c6\u7684\u97f3\u9891\u4efb\u52a1\u5206\u4e3a\u4e94\u7c7b\uff1a&lt;|transcribe|>\u3001&lt;|translate|>\u3001&lt;|caption|>\u3001&lt;|analysis|>\u548c&lt;|question-answer|>\u4efb\u52a1\u3002<strong>\u5bf9\u4e8e\u95ee\u7b54\uff08QA\uff09\u4efb\u52a1\uff0c\u6211\u4eec\u5728\u6807\u7b7e\u540e\u9644\u52a0\u76f8\u5e94\u7684\u95ee\u9898\u3002<\/strong><\/li><li><strong>\u6587\u672c\u8bed\u8a00\u6807\u7b7e<\/strong>\uff1a<strong>\u6807\u7b7e\u4ee4\u724c\u6307\u5b9a\u8f93\u51fa\u6587\u672c\u5e8f\u5217\u7684\u8bed\u8a00\u3002<\/strong><\/li><li><strong>\u65f6\u95f4\u6233\u6807\u7b7e<\/strong>\uff1a&lt;|timestamps|>\u6216&lt;|notimestamps|>\u4ee4\u724c\u7684\u5b58\u5728\u51b3\u5b9a\u6a21\u578b\u662f\u5426\u9700\u8981\u9884\u6d4b\u65f6\u95f4\u6233\u3002\u4e0eWhisper\u4f7f\u7528\u7684\u53e5\u5b50\u7ea7\u65f6\u95f4\u6233\u4e0d\u540c\uff0c\u5305\u542b&lt;|timestamps|>\u6807\u7b7e\u8981\u6c42\u6a21\u578b\u8fdb\u884c\u7ec6\u7c92\u5ea6\u7684\u5355\u8bcd\u7ea7\u65f6\u95f4\u6233\u9884\u6d4b\uff0c\u7b80\u79f0\u4e3aSRWT\uff08\u5177\u6709\u5355\u8bcd\u7ea7\u65f6\u95f4\u6233\u7684\u8bed\u97f3\u8bc6\u522b\uff09\u3002\u8fd9\u4e9b\u65f6\u95f4\u6233\u7684\u9884\u6d4b\u4e0e\u8f6c\u5f55\u5355\u8bcd\u4ea4\u9519\u8fdb\u884c\uff1a\u5f00\u59cb\u65f6\u95f4\u4ee4\u724c\u5728\u6bcf\u4e2a\u8f6c\u5f55\u4ee4\u724c\u4e4b\u524d\u9884\u6d4b\uff0c\u800c\u7ed3\u675f\u65f6\u95f4\u4ee4\u724c\u5728\u4e4b\u540e\u9884\u6d4b\u3002\u6839\u636e\u6211\u4eec\u7684\u5b9e\u9a8c\uff0cSRWT\u63d0\u9ad8\u4e86\u6a21\u578b\u5c06\u97f3\u9891\u4fe1\u53f7\u4e0e\u65f6\u95f4\u6233\u5bf9\u9f50\u7684\u80fd\u529b\u3002\u8fd9\u79cd\u6539\u8fdb\u7684\u5bf9\u9f50\u6709\u52a9\u4e8e\u6a21\u578b\u5bf9\u8bed\u97f3\u4fe1\u53f7\u7684\u5168\u9762\u7406\u89e3\uff0c\u4ece\u800c\u5728\u8bed\u97f3\u8bc6\u522b\u548c\u97f3\u9891\u95ee\u7b54\u4efb\u52a1\u7b49\u591a\u4e2a\u4efb\u52a1\u4e2d\u53d6\u5f97\u663e\u8457\u8fdb\u5c55\u3002<\/li><li><strong>\u8f93\u51fa\u6307\u4ee4<\/strong>\uff1a<strong>\u6700\u540e\uff0c\u6211\u4eec\u63d0\u4f9b\u8f93\u51fa\u6307\u4ee4\uff0c\u4ee5\u8fdb\u4e00\u6b65\u6307\u5b9a\u4efb\u52a1\u548c\u4e0d\u540c\u5b50\u4efb\u52a1\u6240\u9700\u7684\u683c\u5f0f\uff0c\u7136\u540e\u5f00\u59cb\u6587\u672c\u8f93\u51fa\u3002<\/strong><\/li><\/ul>\n\n\n\n<p>\u6211\u4eec\u6846\u67b6\u7684\u6307\u5bfc\u539f\u5219\u662f\u901a\u8fc7\u5171\u4eab\u6807\u7b7e\u6700\u5927\u9650\u5ea6\u5730\u63d0\u9ad8\u76f8\u4f3c\u4efb\u52a1\u4e4b\u95f4\u7684\u77e5\u8bc6\u5171\u4eab\uff0c\u4ece\u800c\u63d0\u5347\u5b83\u4eec\u7684\u6027\u80fd\u3002\u540c\u65f6\uff0c\u6211\u4eec<strong>\u786e\u4fdd\u4e0d\u540c\u4efb\u52a1\u548c\u8f93\u51fa\u683c\u5f0f\u53ef\u4ee5\u533a\u5206<\/strong>\uff0c\u4ee5\u907f\u514d\u6a21\u578b\u7684\u4e00\u5bf9\u591a\u6620\u5c04\u95ee\u9898\u3002\u6709\u5173Qwen-Audio\u591a\u4efb\u52a1\u683c\u5f0f\u7684\u6982\u8ff0\uff0c\u8bf7\u53c2\u89c1\u56fe3\u3002<\/p>\n\n\n\n<h4>\u76d1\u7763\u5fae\u8c03<\/h4>\n\n\n\n<p><strong>\u591a\u4efb\u52a1\u6a21\u578b\u7684\u5e7f\u6cdb\u9884\u8bad\u7ec3\u8d4b\u4e88\u4e86\u5b83\u4eec\u5bf9\u97f3\u9891\u7684\u5e7f\u6cdb\u7406\u89e3\u3002\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u6211\u4eec\u91c7\u7528\u57fa\u4e8e\u6307\u4ee4\u7684\u5fae\u8c03\u6280\u672f\uff0c\u4ee5\u63d0\u9ad8\u6a21\u578b\u4e0e\u4eba\u7c7b\u610f\u56fe\u7684\u5bf9\u9f50\u80fd\u529b\uff0c\u4ece\u800c\u5f62\u6210\u4e00\u4e2a\u4ea4\u4e92\u5f0f\u804a\u5929\u6a21\u578b<\/strong>\uff0c\u79f0\u4e3aQwen-Audio-Chat\u3002\u4e3a\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\uff0c\u6211\u4eec\u624b\u52a8\u521b\u5efa\u6bcf\u4e2a\u4efb\u52a1\u7684\u793a\u4f8b\u3002\u8fd9\u4e9b\u793a\u4f8b\u5305\u62ec\u539f\u59cb\u6587\u672c\u6807\u7b7e\u3001\u95ee\u9898\u548c\u7b54\u6848\u3002\u968f\u540e\uff0c\u6211\u4eec\u5229\u7528GPT-3.5\u57fa\u4e8e\u63d0\u4f9b\u7684\u539f\u59cb\u6587\u672c\u6807\u7b7e\u751f\u6210\u66f4\u591a\u7684\u95ee\u9898\u548c\u7b54\u6848\u3002\u6b64\u5916\uff0c\u6211\u4eec\u8fd8\u901a\u8fc7\u624b\u52a8\u6807\u6ce8\u3001\u6a21\u578b\u751f\u6210\u548c\u7b56\u7565\u4e32\u8054\u521b\u5efa\u4e86\u4e00\u5957\u97f3\u9891\u5bf9\u8bdd\u6570\u636e\u96c6\u3002\u8be5\u6570\u636e\u96c6\u5e2e\u52a9\u6211\u4eec\u5c06\u63a8\u7406\u3001\u6545\u4e8b\u751f\u6210\u548c\u591a\u56fe\u50cf\u7406\u89e3\u80fd\u529b\u878d\u5165\u6a21\u578b\u4e2d\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u6709\u6548\u5904\u7406\u591a\u97f3\u9891\u5bf9\u8bdd\u548c\u591a\u4e2a\u97f3\u9891\u8f93\u5165\uff0c\u6211\u4eec\u5f15\u5165\u4e86\u7528\u201cAudio id:\u201d\u6807\u8bb0\u4e0d\u540c\u97f3\u9891\u7684\u7ea6\u5b9a\uff0c\u5176\u4e2d<em>id<\/em>\u5bf9\u5e94\u4e8e\u97f3\u9891\u8f93\u5165\u5bf9\u8bdd\u7684\u987a\u5e8f\u3002\u5728\u5bf9\u8bdd\u683c\u5f0f\u65b9\u9762\uff0c\u6211\u4eec\u4f7f\u7528ChatML\uff08OpenAI\uff09\u683c\u5f0f\u6784\u5efa\u6307\u4ee4\u8c03\u4f18\u6570\u636e\u96c6\u3002\u5728\u8fd9\u79cd\u683c\u5f0f\u4e2d\uff0c\u6bcf\u4e2a\u4ea4\u4e92\u7684\u58f0\u660e\u7528\u4e24\u4e2a\u7279\u6b8a\u4ee4\u724c\uff08&lt;im_start>\u548c&lt;im_end>\uff09\u8fdb\u884c\u6807\u8bb0\uff0c\u4ee5\u4fbf\u4e8e\u5bf9\u8bdd\u7ed3\u675f\u3002<\/p>\n\n\n\n<p><strong>\u4e3a\u4e86\u4fc3\u8fdb\u5728\u591a\u8f6e\u5bf9\u8bdd\u4e2d\u6765\u81ea\u97f3\u9891\u548c\u7eaf\u6587\u672c\u6a21\u6001\u7684\u591a\u6837\u5316\u8f93\u5165\uff0c\u6211\u4eec\u5728\u6b64\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7ed3\u5408\u4f7f\u7528\u4e0a\u8ff0\u4ee5\u97f3\u9891\u4e3a\u4e2d\u5fc3\u7684\u6307\u4ee4\u6570\u636e\u548c\u7eaf\u6587\u672c\u6307\u4ee4\u6570\u636e\u3002<\/strong>\u8fd9\u79cd\u65b9\u6cd5\u4f7f\u6a21\u578b\u80fd\u591f\u65e0\u7f1d\u5904\u7406\u591a\u79cd\u8f93\u5165\u5f62\u5f0f\u3002\u6307\u4ee4\u8c03\u4f18\u6570\u636e\u7684\u603b\u91cf\u4e3a20k\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"361\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-49-1024x361.png\" alt=\"\" class=\"wp-image-20798\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-49-1024x361.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-49-300x106.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-49-768x271.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-49.png 1236w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"288\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-50-1024x288.png\" alt=\"\" class=\"wp-image-20800\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-50-1024x288.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-50-300x85.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-50-768x216.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-50.png 1239w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2>Experiments<\/h2>\n\n\n\n<h3>\u8bbe\u7f6e<\/h3>\n\n\n\n<p>\u5728<strong>\u591a\u4efb\u52a1\u9884\u8bad\u7ec3\u9636\u6bb5\uff0c\u6211\u4eec\u51bb\u7ed3\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u6743\u91cd\uff0c\u4ec5\u4f18\u5316\u97f3\u9891\u7f16\u7801\u5668<\/strong>\u3002\u8be5\u8bad\u7ec3\u6a21\u578b\u88ab\u79f0\u4e3aQwen-Audio\u3002\u5728\u968f\u540e\u7684<strong>\u76d1\u7763\u5fae\u8c03\u9636\u6bb5\uff0c\u6211\u4eec\u56fa\u5b9a\u97f3\u9891\u7f16\u7801\u5668\u7684\u6743\u91cd\uff0c\u4ec5\u4f18\u5316LLM\u3002\u6700\u7ec8\u6a21\u578b\u88ab\u6807\u8bb0\u4e3aQwen-Audio-Chat<\/strong>\u3002\u4e24\u4e2a\u9636\u6bb5\u7684\u8be6\u7ec6\u8bad\u7ec3\u914d\u7f6e\u5217\u5728\u88686\u4e2d\u3002<\/p>\n\n\n\n<h3>\u8bc4\u4f30<\/h3>\n\n\n\n<p>\u4e3a\u4e86\u8bc4\u4f30Qwen-Audio\u7684\u901a\u7528\u7406\u89e3\u80fd\u529b\uff0c\u5982\u88682\u6240\u793a\uff0c\u6211\u4eec\u8fdb\u884c\u4e86\u5168\u9762\u7684\u8bc4\u4f30\uff0c\u6db5\u76d6\u591a\u79cd\u4efb\u52a1\uff0c\u5305\u62ec\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u3001\u8bed\u97f3\u8f6c\u6587\u672c\u7ffb\u8bd1\uff08S2TT\uff09\u3001\u81ea\u52a8\u97f3\u9891\u63cf\u8ff0\uff08AAC\uff09\u3001\u58f0\u5b66\u573a\u666f\u5206\u7c7b\uff08ASC\uff09\u3001\u8bed\u97f3\u60c5\u611f\u8bc6\u522b\uff08SER\uff09\u3001\u97f3\u9891\u95ee\u7b54\uff08AQA\uff09\u3001\u58f0\u4e50\u58f0\u97f3\u5206\u7c7b\uff08VSC\uff09\u548c\u97f3\u4e50\u97f3\u7b26\u5206\u6790\uff08MNA\uff09\u3002\u6b64\u6b21\u8bc4\u4f30\u6d89\u53ca12\u4e2a\u6570\u636e\u96c6\u3002\u8bc4\u4f30\u6570\u636e\u96c6\u4e25\u683c\u6392\u9664\u5728\u8bad\u7ec3\u6570\u636e\u4e4b\u5916\uff0c\u4ee5\u907f\u514d\u6570\u636e\u6cc4\u9732\u3002\u4e24\u4e2a\u9636\u6bb5\u7684\u8be6\u7ec6\u8bad\u7ec3\u914d\u7f6e\u5217\u5728\u88686\u4e2d\u3002<\/p>\n\n\n\n<h3>\u4e3b\u8981\u7ed3\u679c<\/h3>\n\n\n\n<p>\u5728\u672c\u8282\u4e2d\uff0c\u6211\u4eec\u5bf9Qwen-Audio\u6a21\u578b\u8fdb\u884c\u4e86\u5168\u9762\u8bc4\u4f30\uff0c\u8bc4\u4f30\u5176\u5728\u5404\u79cd\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\uff0c\u800c\u65e0\u9700\u4efb\u4f55\u4efb\u52a1\u7279\u5b9a\u7684\u5fae\u8c03\u3002\u9996\u5148\uff0c\u6211\u4eec\u68c0\u67e5\u5176\u5728\u82f1\u8bed\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u65b9\u9762\u7684\u7ed3\u679c\uff0c\u5982\u88683\u6240\u793a\uff0cQwen-Audio\u7684\u8868\u73b0\u4f18\u4e8e\u4ee5\u5f80\u7684\u591a\u4efb\u52a1\u5b66\u4e60\u6a21\u578b\u3002\u5177\u4f53\u800c\u8a00\uff0c\u5b83\u5728librispeech\u7684test-clean\u548ctest-other\u6570\u636e\u96c6\u4e0a\u5206\u522b\u53d6\u5f97\u4e862.0%\u548c4.2%\u7684\u8bcd\u9519\u8bef\u7387\uff08WER\uff09\u3002\u540c\u6837\uff0c\u4e2d\u6587\u666e\u901a\u8bdd\u7684ASR\u7ed3\u679c\u663e\u793aQwen-Audio\u5728\u4e0e\u4e4b\u524d\u65b9\u6cd5\u7684\u5bf9\u6bd4\u4e2d\u8868\u73b0\u51fa\u7ade\u4e89\u529b\u3002\u6839\u636e\u6211\u4eec\u6240\u77e5\uff0cQwen-Audio\u5728Aishell1\u7684\u5f00\u53d1\u96c6\u548c\u6d4b\u8bd5\u96c6\u4e0a\u8fbe\u5230\u4e86\u6700\u65b0\u7684\u7814\u7a76\u6210\u679c\u3002\u6b64\u5916\uff0c\u6211\u4eec\u8fd8\u8bc4\u4f30\u4e86Qwen-Audio\u5728CoVoST2\u6570\u636e\u96c6\u4e0a\u7684\u8bed\u97f3\u7ffb\u8bd1\u6027\u80fd\u3002\u7ed3\u679c\u663e\u793a\uff0cQwen-Audio\u5728\u6240\u6709\u4e03\u4e2a\u7ffb\u8bd1\u65b9\u5411\u4e0a\u5747\u663e\u8457\u8d85\u8d8a\u57fa\u7ebf\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u6700\u540e\uff0c\u6211\u4eec\u5206\u6790\u4e86Qwen-Audio\u5728\u5404\u79cd\u97f3\u9891\u5206\u6790\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\uff0c\u5305\u62ecAAC\u3001SWRT\u3001ASC\u3001SER\u3001AQA\u3001VSC\u548cMNA\uff0c\u7ed3\u679c\u6c47\u603b\u5728\u88683\u4e2d\u3002\u5728\u8fd9\u4e9b\u4efb\u52a1\u4e2d\uff0cQwen-Audio\u59cb\u7ec8\u663e\u8457\u4f18\u4e8e\u57fa\u7ebf\u6a21\u578b\u3002\u7279\u522b\u5730\uff0c\u5b83\u5728CochlScene\u3001ClothoAQA\u548cVocalSound\u4e0a\u53d6\u5f97\u4e86\u6700\u65b0\u7684\u7814\u7a76\u6210\u679c\uff0c\u5c55\u793a\u4e86\u6a21\u578b\u5f3a\u5927\u7684\u97f3\u9891\u7406\u89e3\u80fd\u529b\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\/2024\/10\/image-51.png\" alt=\"\" class=\"wp-image-20815\" width=\"543\" height=\"579\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-51.png 765w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-51-281x300.png 281w\" sizes=\"(max-width: 543px) 100vw, 543px\" \/><figcaption>\u88683\uff1a\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u3001\u8bed\u97f3\u8f6c\u6587\u672c\u7ffb\u8bd1\uff08S2TT\uff09\u3001\u81ea\u52a8\u97f3\u9891\u63cf\u8ff0\uff08AAC\uff09\u3001\u5e26\u6709\u8bcd\u7ea7\u65f6\u95f4\u6233\u7684\u8bed\u97f3\u8bc6\u522b\uff08SRWT\uff09\u3001\u58f0\u5b66\u573a\u666f\u5206\u7c7b\uff08ASC\uff09\u3001\u8bed\u97f3\u60c5\u611f\u8bc6\u522b\uff08SER\uff09\u3001\u97f3\u9891\u95ee\u7b54\uff08AQA\uff09\u3001\u58f0\u4e50\u58f0\u97f3\u5206\u7c7b\uff08VSC\uff09\u548c\u97f3\u4e50\u97f3\u7b26\u5206\u6790\uff08MNA\uff09\u4efb\u52a1\u7684\u7ed3\u679c\u3002\u5728SRWT\u4efb\u52a1\u4e2d\uff0cForced-aligner\uff08McAuliffe\u7b49\uff0c2017\uff09\u7684\u7ed3\u679c\u662f\u57fa\u4e8e\u771f\u5b9e\u8f6c\u5f55\u6587\u672c\u9884\u6d4b\u65f6\u95f4\u6233\uff0c\u800cParaformer-large-TP\uff08Gao\u7b49\uff0c2023\uff09\u548cQwen-Audio\u5219\u5728\u66f4\u5177\u6311\u6218\u6027\u7684\u573a\u666f\u4e2d\uff0c\u901a\u8fc7\u76f4\u63a5\u751f\u6210\u5305\u542b\u8f6c\u5f55\u6587\u672c\u548c\u65f6\u95f4\u6233\u7684\u5e8f\u5217\u6765\u5e94\u5bf9\u3002<\/figcaption><\/figure><\/div>\n\n\n\n<h4>\u4e92\u52a8\u804a\u5929\u7ed3\u679c<\/h4>\n\n\n\n<p>\u6211\u4eec\u901a\u8fc7\u56fe2\u4e2d\u7684\u793a\u4f8b\u6848\u4f8b\u5c55\u793a\u4e86Qwen-Audio-Chat\u7684\u5bf9\u8bdd\u80fd\u529b\u3002\u6b64\u5916\uff0c\u6211\u4eec\u8ba1\u5212\u5411\u516c\u4f17\u5f00\u653e\u8bad\u7ec3\u597d\u7684\u6a21\u578b\uff0c\u4ee5\u4fbf\u8fdb\u884c\u5728\u7ebf\u804a\u5929\u4e92\u52a8\u3002<\/p>\n\n\n\n<h4>\u8bcd\u7ea7\u65f6\u95f4\u6233\u9884\u6d4b\u5206\u6790<\/h4>\n\n\n\n<p>\u6211\u4eec\u901a\u8fc7\u8bad\u7ec3Qwen-Audio\u63d0\u51fa\u4e86\u5e26\u6709\u8bcd\u7ea7\u65f6\u95f4\u6233\u7684\u8bed\u97f3\u8bc6\u522b\u4efb\u52a1\uff08SRWT\uff09\uff0c<strong>\u65e8\u5728\u4e0d\u4ec5\u8bc6\u522b\u8bed\u97f3\u8f6c\u5f55\uff0c\u8fd8\u9884\u6d4b\u6bcf\u4e2a\u5355\u8bcd\u7684\u65f6\u95f4\u6233\u3002SRWT\u7684\u76ee\u7684\u6709\u4e24\u4e2a\uff1a\u9996\u5148\uff0c\u6539\u5584\u6a21\u578b\u5c06\u97f3\u9891\u4fe1\u53f7\u4e0e\u7ec6\u7c92\u5ea6\u65f6\u95f4\u6233\u5bf9\u9f50\u7684\u80fd\u529b\uff1b\u5176\u6b21\uff0c\u652f\u6301Qwen-Audio-Chat\u4e2d\u7684\u8bed\u97f3\u548c\u97f3\u9891\u7684\u57fa\u7840\u5bf9\u63a5\uff0c\u4ee5\u53ca\u57fa\u4e8e\u5bf9\u63a5\u7684\u95ee\u7b54\u4efb\u52a1\uff0c\u4f8b\u5982\u627e\u5230\u63d0\u5230\u67d0\u4eba\u59d3\u540d\u7684\u97f3\u9891\u7247\u6bb5\u7684\u5f00\u59cb\u548c\u7ed3\u675f\u65f6\u95f4\uff0c\u6216\u8bc6\u522b\u7ed9\u5b9a\u97f3\u9891\u4e2d\u662f\u5426\u51fa\u73b0\u67d0\u79cd\u58f0\u97f3\u3002<\/strong><\/p>\n\n\n\n<p>\u5728\u672c\u8282\u4e2d\uff0c\u6211\u4eec\u5728\u591a\u4efb\u52a1\u9884\u8bad\u7ec3\u4e2d\u6392\u9664\u4e86SRWT\u4efb\u52a1\u7684\u8bad\u7ec3\uff0c\u540c\u65f6\u4fdd\u6301\u5176\u4ed6\u4efb\u52a1\u4e0d\u53d8\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u53bb\u9664SRWT\u5e76\u4e0d\u5f71\u54cd\u8bad\u7ec3\u7684\u97f3\u9891\u6570\u636e\u96c6\u7684\u8986\u76d6\u8303\u56f4\uff0c\u56e0\u4e3aSRWT\u4efb\u52a1\u4e0e\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u4efb\u52a1\u5171\u4eab\u76f8\u540c\u7684\u97f3\u9891\u6570\u636e\u96c6\u3002\u7ed3\u679c\u5982\u88684\u548c\u88685\u6240\u793a\uff0c\u8bad\u7ec3\u4e2d\u5305\u542bSRWT\u7684\u6a21\u578b\u5728\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\u548c\u97f3\u9891\u95ee\u7b54\u4efb\u52a1\u4e2d\u8868\u73b0\u4f18\u8d8a\uff0c\u5305\u62ec\u81ea\u7136\u58f0\u97f3\u95ee\u7b54\u548c\u97f3\u4e50\u95ee\u7b54\u3002\u8fd9\u4e9b\u7ed3\u679c\u7a81\u663e\u4e86\u5c06\u7ec6\u7c92\u5ea6\u8bcd\u7ea7\u65f6\u95f4\u6233\u7eb3\u5165\u6a21\u578b\u4ee5\u589e\u5f3a\u901a\u7528\u97f3\u9891\u4fe1\u53f7\u5bf9\u63a5\u80fd\u529b\uff0c\u5e76\u8fdb\u800c\u63d0\u9ad8\u58f0\u97f3\u548c\u97f3\u4e50\u4fe1\u53f7\u95ee\u7b54\u4efb\u52a1\u6027\u80fd\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<h2>\u7ed3\u8bba<\/h2>\n\n\n\n<p>\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u63d0\u51fa\u4e86Qwen-Audio\u7cfb\u5217\uff0c\u8fd9\u662f\u4e00\u4e2a\u5177\u5907\u901a\u7528\u97f3\u9891\u7406\u89e3\u80fd\u529b\u7684\u5927\u89c4\u6a21\u97f3\u9891\u8bed\u8a00\u6a21\u578b\u96c6\u5408\u3002\u4e3a\u4e86\u878d\u5408\u4e0d\u540c\u7c7b\u578b\u7684\u97f3\u9891\u8fdb\u884c\u5171\u540c\u8bad\u7ec3\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u7edf\u4e00\u7684\u591a\u4efb\u52a1\u5b66\u4e60\u6846\u67b6\uff0c\u8be5\u6846\u67b6\u4fc3\u8fdb\u4e86\u76f8\u4f3c\u4efb\u52a1\u4e4b\u95f4\u7684\u77e5\u8bc6\u5171\u4eab\uff0c\u5e76\u907f\u514d\u4e86\u7531\u4e8e\u4e0d\u540c\u6587\u672c\u683c\u5f0f\u5f15\u8d77\u7684\u4e00\u5bf9\u591a\u6620\u5c04\u95ee\u9898\u3002\u5728\u6ca1\u6709\u4efb\u4f55\u4efb\u52a1\u7279\u5b9a\u5fae\u8c03\u7684\u60c5\u51b5\u4e0b\uff0c\u6240\u5f97\u5230\u7684Qwen-Audio\u6a21\u578b\u5728\u5404\u79cd\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8d85\u8d8a\u4e86\u4ee5\u5f80\u7684\u5de5\u4f5c\uff0c\u8bc1\u660e\u4e86\u5176\u901a\u7528\u97f3\u9891\u7406\u89e3\u80fd\u529b\u3002\u901a\u8fc7\u76d1\u7763\u6307\u4ee4\u5fae\u8c03\uff0cQwen-Audio-Chat\u5c55\u793a\u4e86\u4e0e\u4eba\u7c7b\u610f\u56fe\u5bf9\u9f50\u7684\u5f3a\u5927\u80fd\u529b\uff0c\u652f\u6301\u6765\u81ea\u97f3\u9891\u548c\u6587\u672c\u8f93\u5165\u7684\u591a\u8bed\u8a00\u548c\u591a\u8f6e\u5bf9\u8bdd\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\/2024\/10\/image-52.png\" alt=\"\" class=\"wp-image-20822\" width=\"508\" height=\"394\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-52.png 724w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-52-300x233.png 300w\" sizes=\"(max-width: 508px) 100vw, 508px\" \/><\/figure><\/div>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>https:\/\/github.com\/QwenLM\/Qwen-Audio Qwen-Audio\uff1a\u901a\u8fc7\u7edf\u4e00\u7684\u5927\u89c4 &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2024\/10\/02\/qwen-audio-llm\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">QWen-Audio\u8bed\u97f3\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":[21,4,9,38,34],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/19957"}],"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=19957"}],"version-history":[{"count":90,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/19957\/revisions"}],"predecessor-version":[{"id":20949,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/19957\/revisions\/20949"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=19957"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=19957"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=19957"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}