{"id":25938,"date":"2025-05-04T13:36:52","date_gmt":"2025-05-04T05:36:52","guid":{"rendered":"http:\/\/139.9.1.231\/?p=25938"},"modified":"2025-06-20T08:41:42","modified_gmt":"2025-06-20T00:41:42","slug":"kimi-audio-llm","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2025\/05\/04\/kimi-audio-llm\/","title":{"rendered":"Kimi-Audio \u97f3\u9891\u57fa\u7840\u5927\u6a21\u578b"},"content":{"rendered":"\n<ul class=\"has-light-pink-background-color has-background\"><li><strong>\u9879\u76ee\u94fe\u63a5\uff1a<a rel=\"noreferrer noopener\" href=\"https:\/\/github.com\/MoonshotAI\/Kimi-Audio\" target=\"_blank\">https:\/\/github.com\/MoonshotAI\/Kimi-Audio<\/a><\/strong><\/li><li><strong>Paper\uff1a<a rel=\"noreferrer noopener\" href=\"https:\/\/arxiv.org\/pdf\/2504.18425\" target=\"_blank\">https:\/\/arxiv.org\/pdf\/2504.18425<\/a><\/strong><\/li><li><strong>Kimi-Audio-7B&nbsp;<a href=\"https:\/\/huggingface.co\/moonshotai\/Kimi-Audio-7B\">\ud83e\udd17<\/a>&nbsp; | Kimi-Audio-7B-Instruct&nbsp;<a href=\"https:\/\/huggingface.co\/moonshotai\/Kimi-Audio-7B-Instruct\">\ud83e\udd17<\/a>&nbsp; | \ud83d\udcd1&nbsp;<a href=\"https:\/\/arxiv.org\/pdf\/2504.18425\">Paper<\/a>&nbsp;&nbsp;&nbsp;<\/strong><\/li><\/ul>\n\n\n\n<p><strong><em>\u9075\u5faa\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u7684\u53d1\u5c55\u8f68\u8ff9\uff0c\u97f3\u9891\u5904\u7406\u6b63\u5feb\u901f\u4ece&#8221;\u5355\u4efb\u52a1\u4e13\u7528\u6a21\u578b&#8221;\u5411&#8221;\u591a\u4efb\u52a1\u901a\u7528\u6a21\u578b&#8221;\u6f14\u8fdb\u3002<\/em><\/strong><\/p>\n\n\n\n\n\n<p>Kimi-Audio\u88ab\u8bbe\u8ba1\u4e3a\u4e00\u4e2a\u901a\u7528\u7684\u97f3\u9891\u57fa\u7840\u6a21\u578b\uff0c\u80fd\u591f\u5728\u5355\u4e00\u7edf\u4e00\u6846\u67b6\u5185\u5904\u7406\u591a\u79cd\u97f3\u9891\u5904\u7406\u4efb\u52a1\u3002\u4e3b\u8981\u7279\u6027\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul><li><strong>\u901a\u7528\u80fd\u529b\uff1a<\/strong>\u652f\u6301\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u3001\u97f3\u9891\u95ee\u7b54\uff08AQA\uff09\u3001\u81ea\u52a8\u97f3\u9891\u63cf\u8ff0\uff08AAC\uff09\u3001\u8bed\u97f3\u60c5\u611f\u8bc6\u522b\uff08SER\uff09\u3001\u58f0\u97f3\u4e8b\u4ef6\/\u573a\u666f\u5206\u7c7b\uff08SEC\/ASC\uff09\u4ee5\u53ca\u7aef\u5230\u7aef\u8bed\u97f3\u5bf9\u8bdd\u7b49\u591a\u6837\u5316\u4efb\u52a1\u3002<\/li><li><strong>\u9876\u5c16\u6027\u80fd\uff1a<\/strong>\u5728\u591a\u9879\u97f3\u9891\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8fbe\u5230\u6700\u5148\u8fdb\u6c34\u5e73\uff08\u53c2\u89c1\u8bc4\u4f30\u90e8\u5206\u548c\u6280\u672f\u62a5\u544a\uff09\u3002<\/li><li><strong>\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\uff1a<\/strong>\u57fa\u4e8e\u8d85\u8fc71300\u4e07\u5c0f\u65f6\u7684\u591a\u6837\u5316<strong>\u97f3\u9891<\/strong>\u6570\u636e\uff08\u8bed\u97f3\u3001\u97f3\u4e50\u3001\u73af\u5883\u58f0\uff09\u548c<strong>\u6587\u672c<\/strong>\u6570\u636e\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u5177\u5907\u5f3a\u5927\u7684\u97f3\u9891\u63a8\u7406\u548c\u8bed\u8a00\u7406\u89e3\u80fd\u529b\u3002<\/li><li><strong>\u521b\u65b0\u67b6\u6784\uff1a<\/strong>\u91c7\u7528\u6df7\u5408\u97f3\u9891\u8f93\u5165\uff08\u8fde\u7eed\u58f0\u5b66\u5411\u91cf+\u79bb\u6563\u8bed\u4e49\u6807\u8bb0\uff09\u548c\u5177\u6709\u5e76\u884c\u8f93\u51fa\u5934\u7684LLM\u6838\u5fc3\u67b6\u6784\uff0c\u53ef\u540c\u6b65\u751f\u6210\u6587\u672c\u548c\u97f3\u9891\u6807\u8bb0\u3002<\/li><li><strong>\u9ad8\u6548\u63a8\u7406\uff1a<\/strong>\u914d\u5907<strong>\u57fa\u4e8e\u6d41\u5339\u914d\u6280\u672f\u7684\u5206\u5757\u6d41\u5f0f\u89e3\u7801\u5668\uff0c\u5b9e\u73b0\u4f4e\u5ef6\u8fdf\u97f3\u9891\u751f\u6210<\/strong>\u3002<\/li><li>\u5f00\u6e90\u8ba1\u5212\uff1a\u516c\u5f00\u9884\u8bad\u7ec3\u548c\u6307\u4ee4\u5fae\u8c03\u7684\u4ee3\u7801\u4e0e\u6a21\u578b\u68c0\u67e5\u70b9\uff0c\u5e76\u53d1\u5e03\u5b8c\u6574\u8bc4\u4f30\u5de5\u5177\u5305\u4ee5\u4fc3\u8fdb\u793e\u533a\u7814\u53d1\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"820\" height=\"615\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image.png\" alt=\"\" class=\"wp-image-25980\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image.png 820w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-300x225.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-768x576.png 768w\" sizes=\"(max-width: 820px) 100vw, 820px\" \/><\/figure>\n\n\n\n<h2>Introduction<\/h2>\n\n\n\n<p>\u73b0\u6709\u7814\u7a76\u5728\u6784\u5efa\u901a\u7528\u97f3\u9891\u57fa\u7840\u6a21\u578b\u65b9\u9762\u4ecd\u5b58\u5728\u4e0d\u8db3\uff1a<\/p>\n\n\n\n<p>    1\uff09\u4ec5\u805a\u7126\u7279\u5b9a\u4efb\u52a1\u7c7b\u578b\uff08\u5982\u97f3\u9891\u7406\u89e3\u3001\u97f3\u9891\u751f\u6210\u6216\u8bed\u97f3\u5bf9\u8bdd\uff09\uff1b<\/p>\n\n\n\n<p>    2\uff09<strong>\u5ffd\u89c6\u97f3\u9891\u9884\u8bad\u7ec3\uff0c\u4ec5\u5728\u4e0b\u6e38\u4efb\u52a1\u5fae\u8c03LLM<\/strong><\/p>\n\n\n\n<p>Kimi-Audio\u4f5c\u4e3a\u5f00\u6e90\u97f3\u9891\u57fa\u7840\u6a21\u578b\uff0c\u901a\u8fc7\u4e09\u5927\u6838\u5fc3\u8981\u7d20\u5b9e\u73b0\u6280\u672f\u7a81\u7834\uff1a<\/p>\n\n\n\n<p><strong>\u2022 \u67b6\u6784\u521b\u65b0<\/strong><br>\u6a21\u578b\u5305\u542b\u97f3\u9891\u5206\u8bcd\u5668\uff08\u8f93\u5165\uff09\u3001\u89e3\u5206\u5668\uff08\u8f93\u51fa\uff09\u548c\u97f3\u9891LLM\u6838\u5fc3\uff08\u5904\u7406\uff09\u4e09\u5927\u7ec4\u4ef6\u3002\u91c7\u7528\u79bb\u6563\u8bed\u4e49\u97f3\u9891\u6807\u8bb0\u4f5c\u4e3a\u57fa\u7840\u8868\u5f81\uff0c\u540c\u65f6\u5728\u8f93\u5165\u7aef\u878d\u5408\u8fde\u7eed\u58f0\u5b66\u5411\u91cf\u4ee5\u589e\u5f3a\u611f\u77e5\u80fd\u529b\uff0c\u5728\u8f93\u51fa\u7aef\u7ed3\u5408\u79bb\u6563\u6587\u672ctoken\u4ee5\u63d0\u5347\u751f\u6210\u80fd\u529b\u3002\u901a\u8fc7\u5c06\u97f3\u9891token\u7387\u538b\u7f29\u81f312.5Hz\uff0c\u6709\u6548\u5f25\u5408\u6587\u672c\u4e0e\u97f3\u9891\u5e8f\u5217\u7684\u6a21\u6001\u9e3f\u6c9f\u3002<\/p>\n\n\n\n<p><strong>\u2022 \u6570\u636e\u5de5\u7a0b<\/strong><br>\u6784\u5efa\u5305\u542b<strong>\u8bed\u97f3\u589e\u5f3a\u3001\u8bf4\u8bdd\u4eba\u5206\u79bb\u3001\u8f6c\u5199\u8fc7\u6ee4<\/strong>\u7b49\u6d41\u7a0b\u7684\u6570\u636e\u5904\u7406\u7ba1\u7ebf\uff0c\u91c7\u96c6<strong>\u8d851300\u4e07\u5c0f\u65f6\u9884\u8bad\u7ec3\u6570\u636e<\/strong>\u3002<strong>\u9488\u5bf9\u76d1\u7763\u5fae\u8c03\u9636\u6bb5\uff0c\u6211\u4eec\u521b\u65b0\u63d0\u51fa\u7eaf\u5f00\u6e90\u6570\u636e\u89e3\u51b3\u65b9\u6848\u2014\u2014\u4ec5\u4f9d\u8d56\u516c\u5f00\u8d44\u6e90\u4e0e\u5904\u7406\u5de5\u5177\u5373\u53ef\u6784\u5efa\u9ad8\u8d28\u91cfSFT\u6570\u636e\u96c6\uff0c\u65e0\u9700\u5546\u4e1a\u6570\u636e\u91c7\u8d2d<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\u2022 \u8bad\u7ec3\u7b56\u7565<\/strong><br>\u57fa\u4e8e\u9884\u8bad\u7ec3LLM\u521d\u59cb\u5316\u6a21\u578b\uff0c\u8bbe\u8ba1\u4e09\u7ea7\u6e10\u8fdb\u5f0f\u9884\u8bad\u7ec3\u4efb\u52a1\uff1a<strong>1\uff09\u5355\u6a21\u6001\uff08\u7eaf\u6587\u672c\/\u97f3\u9891\uff09\u77e5\u8bc6\u5b66\u4e60\uff1b2\uff09\u97f3\u9891-\u6587\u672c\u8de8\u6a21\u6001\u6620\u5c04\uff1b3\uff09\u97f3\u6587\u4ea4\u9519\u8054\u5408\u5efa\u6a21\u3002<\/strong>\u5728\u5fae\u8c03\u9636\u6bb5\u5f00\u53d1\u9ad8\u6548\u8bad\u7ec3\u65b9\u6848\u63d0\u5347\u4efb\u52a1\u6cdb\u5316\u6027\u3002<\/p>\n\n\n\n<p>\u9488\u5bf9\u97f3\u9891\u6a21\u578b\u8bc4\u4f30\u6807\u51c6\u4e0d\u7edf\u4e00\u7684\u95ee\u9898\uff0c\u5f00\u53d1\u4e86\u5305\u542b\u8bed\u97f3\u8bc6\u522b\u3001\u97f3\u9891\u7406\u89e3\u3001\u8bed\u97f3\u5bf9\u8bdd\u7b49\u5168\u7ef4\u5ea6\u8bc4\u6d4b\u5de5\u5177\u5305\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"739\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-1-1024x739.png\" alt=\"\" class=\"wp-image-26005\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-1-1024x739.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-1-300x217.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-1-768x554.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-1.png 1078w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2>Architecture<\/h2>\n\n\n\n<p>Kimi-Audio\u4f5c\u4e3a\u4e00\u79cd\u97f3\u9891\u57fa\u7840\u6a21\u578b\uff0c\u91c7\u7528\u7edf\u4e00\u67b6\u6784\u5b9e\u73b0\u97f3\u9891\u7406\u89e3\u3001\u751f\u6210\u4e0e\u5bf9\u8bdd\u7684\u5168\u65b9\u4f4d\u5904\u7406\u3002\u5982\u56fe2\u6240\u793a\uff0c\u7cfb\u7edf\u5305\u542b\u4e09\u5927\u6838\u5fc3\u7ec4\u4ef6\uff1a<\/p>\n\n\n\n<ol><li><strong>\u97f3\u9891\u5206\u8bcd\u5668<\/strong>\uff1a\u901a\u8fc712.5Hz\u5e27\u7387\u7684\u5411\u91cf\u91cf\u5316\u5c06\u8f93\u5165\u97f3\u9891\u8f6c\u6362\u4e3a\u79bb\u6563\u8bed\u4e49\u6807\u8bb0\uff0c\u540c\u65f6\u63d0\u53d6\u8fde\u7eed\u58f0\u5b66\u5411\u91cf\u589e\u5f3a\u611f\u77e5\u80fd\u529b\uff1b<\/li><li><strong>\u97f3\u9891\u5927\u6a21\u578b<\/strong>\uff1a\u91c7\u7528\u5171\u4eabTransformer\u5c42\u5904\u7406\u591a\u6a21\u6001\u8f93\u5165\u540e\uff0c\u901a\u8fc7\u5e76\u884c\u8f93\u51fa\u5934\u540c\u6b65\u751f\u6210\u8bed\u4e49\u6807\u8bb0\u4e0e\u6587\u672c\u6807\u8bb0\uff0c\u63d0\u5347\u751f\u6210\u80fd\u529b\uff1b<\/li><li><strong>\u97f3\u9891\u89e3\u7801\u5668<\/strong>\uff1a\u57fa\u4e8e\u6d41\u5339\u914d\u6280\u672f\u5c06\u9884\u6d4b\u7684\u79bb\u6563\u8bed\u4e49\u6807\u8bb0\u91cd\u5efa\u4e3a\u8fde\u8d2f\u97f3\u9891\u6ce2\u5f62\u3002<\/li><\/ol>\n\n\n\n<p>\u8be5\u4e00\u4f53\u5316\u67b6\u6784\u4f7fKimi-Audio\u80fd\u5728\u5355\u4e00\u6a21\u578b\u4e2d\u65e0\u7f1d\u5904\u7406\u8bed\u97f3\u8bc6\u522b\u3001\u7406\u89e3\u53ca\u5bf9\u8bdd\u7b49\u591a\u6837\u5316\u4efb\u52a1\u3002<\/p>\n\n\n\n<h3>\u97f3\u9891\u5206\u8bcd\u5668<\/h3>\n\n\n\n<p>\u672c\u6a21\u578b\u91c7\u7528<strong>\u79bb\u6563\u8bed\u4e49\u6807\u8bb0+\u8fde\u7eed\u58f0\u5b66\u5411\u91cf<\/strong>\u7684\u6df7\u5408\u5206\u8bcd\u7b56\u7565\uff0c\u5728\u4fdd\u7559\u79bb\u6563\u6807\u8bb0\u8bed\u4e49\u6548\u7387\u7684\u540c\u65f6\uff0c\u901a\u8fc7\u8fde\u7eed\u8868\u5f81\u6355\u6349\u4e30\u5bcc\u58f0\u5b66\u7ec6\u8282\u3002<\/p>\n\n\n\n<p>\u79bb\u6563\u8bed\u4e49token\uff1a\u7ee7\u627fGLM-4-Voice\u65b9\u6848\uff0c\u57fa\u4e8eWhisper\u7f16\u7801\u5668\u67b6\u6784\u5f15\u5165\u5411\u91cf\u91cf\u5316\u5c42\uff0c\u901a\u8fc7\u5355\u7801\u672c\u5c06\u8bed\u97f3\u8868\u5f81\u538b\u7f29\u4e3a12.5Hz\u4f4e\u5e27\u7387\u7684\u79bb\u6563\u6807\u8bb0\u5e8f\u5217\u3002\u8be5\u7ec4\u4ef6\u6e90\u81ea\u76d1\u7763\u5f0f\u8bed\u97f3\u5206\u8bcd\u5668\uff0c\u7531ASR\u6a21\u578b\u9a71\u52a8\u4f18\u5316\u3002<\/p>\n\n\n\n<p>\u8fde\u7eed\u58f0\u5b66\u7279\u5f81\uff1a\u4ece\u9884\u8bad\u7ec3Whisper\u6a21\u578b\u63d0\u53d650Hz\u5e27\u7387\u7684\u8fde\u7eed\u7279\u5f81\uff0c\u901a\u8fc7\u9002\u914d\u5668\u964d\u91c7\u6837\u81f312.5Hz\u540e\u4e0e\u79bb\u6563\u6807\u8bb0\u5d4c\u5165\u76f8\u52a0\uff0c\u4f5c\u4e3a\u97f3\u9891LLM\u7684\u8054\u5408\u8f93\u5165\u3002<\/p>\n\n\n\n<p><strong>\u6280\u672f\u4f18\u52bf<\/strong>\uff1a\u79bb\u6563\u6807\u8bb0\u63d0\u4f9b\u9ad8\u6548\u8bed\u4e49\u8868\u5f81\u3001\u8fde\u7eed\u7279\u5f81\u4fdd\u7559\u7ec6\u7c92\u5ea6\u58f0\u5b66\u4fe1\u606f\u300112.5Hz\u7edf\u4e00\u5e27\u7387\u5b9e\u73b0\u6a21\u6001\u5bf9\u9f50<\/p>\n\n\n\n<h3>\u97f3\u9891\u5927\u8bed\u8a00\u6a21\u578b<\/h3>\n\n\n\n<p>\u8be5\u6a21\u578b\u80fd\u4ea7\u751f\u591a\u6a21\u6001\u8f93\u51fa\uff0c\u5305\u62ec\u97f3\u9891\u7684\u79bb\u6563\u8bed\u4e49\u6807\u8bb0\u548c\u5bf9\u5e94\u6587\u672c\u6807\u8bb0\uff0c\u4ee5\u589e\u5f3a\u751f\u6210\u80fd\u529b\u3002\u4e3a\u5b9e\u73b0\u97f3\u9891\u8bed\u4e49\u6807\u8bb0\u4e0e\u6587\u672c\u54cd\u5e94\u7684\u540c\u6b65\u751f\u6210\uff0c\u6211\u4eec\u6539\u9020\u4e86\u6807\u51c6LLM\u67b6\u6784\uff0c\u5c06\u5176\u5212\u5206\u4e3a\u5171\u4eab\u529f\u80fd\u6a21\u5757\u4e0e\u4e13\u7528\u529f\u80fd\u6a21\u5757\uff1a\u539f\u59cbTransformer\u5e95\u5c42\uff08\u5373\u6700\u521d\u82e5\u5e72\u5c42\uff09\u7684\u5927\u90e8\u5206\u88ab\u7528\u4f5c\u5171\u4eab\u5c42\uff0c\u8fd9\u4e9b\u5c42\u901a\u8fc7\u5904\u7406\u8f93\u5165\u5e8f\u5217\u5b66\u4e60\u8de8\u6a21\u6001\u8868\u5f81\uff0c\u6574\u5408\u8f93\u5165\u6216\u4e0a\u4e0b\u6587\u4e2d\u6587\u672c\u4e0e\u97f3\u9891\u6a21\u6001\u7684\u4fe1\u606f\u3002\u57fa\u4e8e\u5171\u4eab\u5c42\uff0c<strong>\u67b6\u6784\u5206\u53c9\u4e3a\u4e24\u4e2a\u5e76\u884c\u7684Transformer\u5c42\u5934\u90e8\u2014\u2014\u6587\u672c\u5934\u90e8\u4e13\u95e8\u81ea\u56de\u5f52\u9884\u6d4b\u6587\u672c\u6807\u8bb0\u4ee5\u5f62\u6210\u6587\u672c\u8f93\u51fa\uff0c\u97f3\u9891\u5934\u90e8\u5219\u9884\u6d4b\u79bb\u6563\u97f3\u9891\u8bed\u4e49\u6807\u8bb0\uff0c<\/strong>\u8fd9\u4e9b\u9884\u6d4b\u7684\u97f3\u9891\u6807\u8bb0\u968f\u540e\u4f20\u5165\u97f3\u9891\u89e3\u6807\u8bb0\u5668\u6a21\u5757\u5408\u6210\u6700\u7ec8\u6ce2\u5f62\u8f93\u51fa\u3002<\/p>\n\n\n\n<p>\u4e3a\u5145\u5206\u5229\u7528\u9884\u8bad\u7ec3\u6587\u672cLLM\u7684\u5f3a\u5927\u8bed\u8a00\u80fd\u529b\uff0c\u5171\u4eabTransformer\u5c42\u548c\u6587\u672c\u5934\u90e8\u7684\u53c2\u6570\u76f4\u63a5\u521d\u59cb\u5316\u4e3a\u9884\u8bad\u7ec3\u6587\u672cLLM\u7684\u6743\u91cd\uff0c\u97f3\u9891\u5934\u90e8\u5c42\u5219\u968f\u673a\u521d\u59cb\u5316\u3002\u8be5\u7b56\u7565\u786e\u4fdd\u6a21\u578b\u5728\u4e60\u5f97\u9ad8\u6548\u97f3\u9891\u5904\u7406\u4e0e\u751f\u6210\u80fd\u529b\u7684\u540c\u65f6\uff0c\u59cb\u7ec8\u4fdd\u6301\u5353\u8d8a\u7684\u6587\u672c\u7406\u89e3\u4e0e\u751f\u6210\u6027\u80fd\u3002<\/p>\n\n\n\n<h3>\u97f3\u9891\u89e3\u7801\u5668<\/h3>\n\n\n\n<p>\u97f3\u9891\u89e3\u7801\u5668\u7684\u76ee\u6807\u662f\u6839\u636e\u79bb\u6563\u8bed\u4e49\u97f3\u9891\u6807\u8bb0\u751f\u6210\u9ad8\u8d28\u91cf\u3001\u5bcc\u6709\u8868\u73b0\u529b\u7684\u8bed\u97f3\u3002\u6211\u4eec\u91c7\u7528\u4e0eMoonCast\u76f8\u540c\u7684\u89e3\u6807\u8bb0\u5668\u67b6\u6784\uff0c\u8be5\u67b6\u6784\u5305\u542b\u4e24\u90e8\u5206\uff1a<\/p>\n\n\n\n<ul><li>1\uff09\u6d41\u5339\u914d\u6a21\u5757\uff0c<strong>\u5c0612.5Hz\u7684\u8bed\u4e49\u6807\u8bb0<\/strong>\u8f6c\u6362\u4e3a<strong>50Hz<\/strong>\u7684<strong>\u6885\u5c14\u9891\u8c31\u56fe<\/strong>\uff1b<\/li><li>2\uff09\u58f0\u7801\u5668\uff0c\u5c06\u6885\u5c14\u9891\u8c31\u56fe\u8f6c\u6362\u4e3a\u6ce2\u5f62\u3002<\/li><\/ul>\n\n\n\n<p>\u4e3a\u964d\u4f4e\u8bed\u97f3\u751f\u6210\u5ef6\u8fdf\uff0c\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e00\u79cd\u5206\u5757\u6d41\u5f0f\u89e3\u6807\u8bb0\u5668\u3002<strong>\u521d\u6b65\u5b9e\u9a8c\u8868\u660e\uff0c\u82e5\u7b80\u5355\u5c06\u8bed\u4e49\u6807\u8bb0\u5206\u5757\u72ec\u7acb\u89e3\u7801\uff0c\u4f1a\u5728\u5757\u8fb9\u754c\u51fa\u73b0\u65ad\u7eed\u95ee\u9898<\/strong>\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd<strong>\u5e26\u524d\u77bb\u673a\u5236\u7684\u5206\u5757\u81ea\u56de\u5f52\u6d41\u5f0f\u6846\u67b6\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u5206\u5757\u81ea\u56de\u5f52\u6d41\u5f0f\u6846\u67b6<\/strong><br>\u5c06\u97f3\u9891\u5206\u5272\u4e3a\u5757\uff08\u5982\u6bcf\u57571\u79d2\uff09\uff1a{c\u2081, c\u2082, &#8230;, c\u1d62, &#8230;, c_N}\uff0c\u5176\u4e2dN\u4e3a\u603b\u5757\u6570\u3002\u9996\u5148\uff0c\u4e3a\u5339\u914d\u8bed\u4e49\u6807\u8bb0\uff0812.5Hz\uff09\u4e0e\u6885\u5c14\u9891\u8c31\u56fe\uff0850Hz\uff09\u7684\u5e8f\u5217\u957f\u5ea6\uff0c\u5c06\u8bed\u4e49\u6807\u8bb0\u4e0a\u91c7\u68374\u500d\u3002\u5176\u6b21\uff0c\u5728\u8bad\u7ec3\u548c\u63a8\u7406\u65f6\u5e94\u7528<strong>\u5206\u5757\u56e0\u679c\u63a9\u7801<\/strong>\u2014\u2014\u5bf9\u4e8e\u5f53\u524d\u5757c\u1d62\uff0c\u6240\u6709\u5148\u524d\u5757c\u2c7c\uff08j&lt;i\uff09\u5747\u4f5c\u4e3a\u63d0\u793a\u3002\u8bbec\u1d62\u7684\u6885\u5c14\u9891\u8c31\u56fe\u4e3am\u1d62\uff0c\u5bf9\u5e94\u79bb\u6563\u8bed\u4e49\u97f3\u9891\u6807\u8bb0\u4e3aa\u1d62\u1d48\u3002\u6d41\u5339\u914d\u6a21\u578b\u7684\u524d\u5411\u6b65\u9aa4\u4f1a\u5c06m\u1d62\u4e0e\u9ad8\u65af\u566a\u58f0\u6df7\u5408\uff0c\u53cd\u5411\u6b65\u9aa4\u5219\u5728\u6761\u4ef6a\u1d62\u1d48\u548c\u5386\u53f2\u63d0\u793ac\u2c7c\uff08\u542bm\u2c7c\u4e0ea\u2c7c\u1d48\uff09\u4e0b\u53bb\u566a\u751f\u6210\u7eaf\u51c0\u7684m\u1d62\u3002\u63a8\u7406\u65f6\uff0c\u5f53LLM\u751f\u6210\u4e00\u4e2a\u97f3\u9891\u5757\u540e\uff0c\u6d41\u5339\u914d\u6a21\u578b\u4f1a\u7acb\u5373\u5c06\u5176\u89e3\u6807\u8bb0\u4e3a\u6885\u5c14\u9891\u8c31\u56fe\uff0c\u6700\u7ec8\u901a\u8fc7BigVGAN\u7801\u5668\u9010\u5757\u751f\u6210\u6ce2\u5f62\u3002<\/p>\n\n\n\n<p><strong>\u524d\u77bb\u673a\u5236<\/strong><br>\u5b9e\u9a8c\u53d1\u73b0\uff0c\u56e0\u679c\u6ce8\u610f\u529b\u673a\u5236\u56e0\u65e0\u6cd5\u611f\u77e5\u5757\u8fb9\u754c\u672a\u6765\u4e0a\u4e0b\u6587\uff0c\u5bfc\u81f4\u751f\u6210\u97f3\u9891\u5728\u8fb9\u754c\u5904\u4ecd\u5b58\u5728\u65ad\u7eed\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u63d0\u51fa<strong>\u65e0\u9700\u8bad\u7ec3\u7684\u524d\u77bb\u673a\u5236<\/strong>\uff1a\u5bf9\u4e8e\u5f53\u524d\u5757c\u1d62\uff0c\u4ece\u4e0b\u4e00\u5757c\u1d62\u208a\u2081\u63d0\u53d6n\u4e2a\uff08\u59824\u4e2a\uff09\u672a\u6765\u8bed\u4e49\u6807\u8bb0\u62fc\u63a5\u81f3c\u1d62\u672b\u7aef\uff0c\u5f62\u6210\u6269\u5c55\u5757\u0109\u1d62\u3002\u89e3\u6807\u8bb0\u0109\u1d62\u751f\u6210\u6885\u5c14\u9891\u8c31\u56fe\u540e\uff0c\u4ec5\u4fdd\u7559\u539f\u59cbc\u1d62\u5bf9\u5e94\u7684\u90e8\u5206\u3002<strong>\u8be5\u673a\u5236\u4ec5\u4f1a\u4f7f\u9996\u5757\u751f\u6210\u5ef6\u8fdfn\u4e2a\u6807\u8bb0\u7684\u65f6\u95f4\uff0c\u4f46\u663e\u8457\u6539\u5584\u8fb9\u754c\u8fde\u7eed\u6027\u3002<\/strong><\/p>\n\n\n\n<h2>Data<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"503\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-2-1024x503.png\" alt=\"\" class=\"wp-image-26015\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-2-1024x503.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-2-300x147.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-2-768x378.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-2.png 1314w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" 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L20 GPU\uff0c\u91c7\u7528\u652f\u6301AMX\u7b49\u5411\u91cf\u5316\u52a0\u901f\u6307\u4ee4\u7684\u82f1\u7279\u5c14\u81f3\u5f3a\u94c2\u91d18575C\u5904\u7406\u5668\u3002\u6574\u4e2a\u96c6\u7fa4\u603b\u8ba1\u63d0\u4f9b3,840\u4e2avCore\u300130TB\u5185\u5b58\u548c240\u5757NVIDIA L20 GPU\u3002\u7ecf\u6df1\u5ea6\u4f18\u5316\u540e\uff0c<strong>\u8be5\u6d41\u7a0b\u6bcf\u65e5\u53ef\u5904\u7406\u7ea620\u4e07\u5c0f\u65f6\u539f\u59cb\u97f3\u9891\u6570\u636e\u3002<\/strong><\/p>\n\n\n\n<h3>\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u6570\u636e<\/h3>\n\n\n\n<p>\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u4e4b\u540e\uff0c\u6211\u4eec\u901a\u8fc7<strong>\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09<\/strong>\u8fdb\u4e00\u6b65\u63d0\u5347&nbsp;<strong>Kimi-Audio<\/strong>&nbsp;\u5728\u6307\u4ee4\u8ddf\u968f\u548c\u97f3\u9891\u5904\u7406\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u3002SFT \u6570\u636e\u4e3b\u8981\u5206\u4e3a\u4e09\u7c7b\uff1a<strong>\u97f3\u9891\u7406\u89e3<\/strong>\u3001<strong>\u8bed\u97f3\u5bf9\u8bdd<\/strong>&nbsp;\u548c&nbsp;<strong>\u97f3\u9891\u8f6c\u6587\u672c\u5bf9\u8bdd<\/strong>\u3002<\/p>\n\n\n\n<h4>\u97f3\u9891\u7406\u89e3<\/h4>\n\n\n\n<p>\u6211\u4eec\u4e3b\u8981\u91c7\u7528\u5f00\u6e90\u6570\u636e\u96c6\u8fdb\u884c\u97f3\u9891\u7406\u89e3\u8bad\u7ec3\uff0c\u6db5\u76d6&nbsp;<strong>6 \u79cd\u4efb\u52a1<\/strong>\uff1a<\/p>\n\n\n\n<ul><li><strong>\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09<\/strong><\/li><li><strong>\u97f3\u9891\u95ee\u7b54\uff08AQA\uff09<\/strong><\/li><li><strong>\u81ea\u52a8\u97f3\u9891\u63cf\u8ff0\uff08AAC\uff09<\/strong><\/li><li><strong>\u8bed\u97f3\u60c5\u611f\u8bc6\u522b\uff08SER\uff09<\/strong><\/li><li><strong>\u58f0\u97f3\u4e8b\u4ef6\u5206\u7c7b\uff08SEC\uff09<\/strong><\/li><li><strong>\u97f3\u9891\u573a\u666f\u5206\u7c7b\uff08ASC\uff09<\/strong><\/li><\/ul>\n\n\n\n<p>\u5177\u4f53\u6570\u636e\u96c6\u53ca SFT \u9636\u6bb5\u7684\u8bad\u7ec3\u8f6e\u6b21\u8be6\u89c1\u8868 1\u3002<\/p>\n\n\n\n<p>\u9664\u5f00\u6e90\u6570\u636e\u5916\uff0c\u6211\u4eec\u8fd8\u4f7f\u7528\u4e86\uff1a<\/p>\n\n\n\n<ul><li><strong>55,000 \u5c0f\u65f6<\/strong>&nbsp;\u5185\u90e8 ASR \u6570\u636e<\/li><li><strong>5,200 \u5c0f\u65f6<\/strong>&nbsp;\u5185\u90e8\u97f3\u9891\u6570\u636e\uff08\u8986\u76d6 AAC\/AQA \u4efb\u52a1\uff09<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"574\" height=\"808\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-3.png\" alt=\"\" class=\"wp-image-26046\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-3.png 574w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-3-213x300.png 213w\" sizes=\"(max-width: 574px) 100vw, 574px\" \/><\/figure>\n\n\n\n<h4>\u8bed\u97f3\u5bf9\u8bdd<\/h4>\n\n\n\n<p>\u4e3a\u4e86\u6fc0\u6d3b&nbsp;<strong>Kimi-Audio<\/strong>&nbsp;\u6a21\u578b\u5728\u4e0d\u540c\u5bf9\u8bdd\u573a\u666f\u4e0b\u751f\u6210\u591a\u6837\u5316\u98ce\u683c\u3001\u9ad8\u8868\u73b0\u529b\u8bed\u97f3\u7684\u80fd\u529b\uff0c\u6211\u4eec\u6784\u5efa\u4e86\u5927\u89c4\u6a21\u7684<strong>\u8bed\u97f3\u5bf9\u8bdd\u6570\u636e<\/strong>\uff0c\u8fd9\u4e9b\u6570\u636e\u7531\u4e00\u7cfb\u5217<strong>\u7528\u6237\u67e5\u8be2<\/strong>\u548c<strong>\u52a9\u624b\u54cd\u5e94<\/strong>\u7ec4\u6210\u7684\u591a\u8f6e\u5bf9\u8bdd\u6784\u6210\u3002<\/p>\n\n\n\n<p><strong>\u7528\u6237\u67e5\u8be2\u751f\u6210<\/strong><\/p>\n\n\n\n<ul><li>\u6211\u4eec\u6307\u5bfc&nbsp;<strong>\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09<\/strong>&nbsp;\u7f16\u5199\u7528\u6237\u67e5\u8be2\u6587\u672c\uff0c\u7136\u540e\u4f7f\u7528&nbsp;<strong>Kimi-TTS<\/strong>&nbsp;\u7cfb\u7edf\u5c06\u5176\u8f6c\u6362\u4e3a\u8bed\u97f3\u3002<\/li><li>\u63d0\u793a\u8bed\u97f3\uff08prompt speech\uff09\u4ece\u5305\u542b&nbsp;<strong>\u8d85\u8fc7 125,000 \u79cd\u97f3\u8272<\/strong>&nbsp;\u7684\u5927\u89c4\u6a21\u97f3\u8272\u5e93\u4e2d\u968f\u673a\u9009\u62e9\u3002<\/li><\/ul>\n\n\n\n<p><strong>\u52a9\u624b\u54cd\u5e94\u751f\u6210<\/strong><\/p>\n\n\n\n<ul><li>\u6211\u4eec\u9009\u62e9\u4e00\u4f4d<strong>\u914d\u97f3\u6f14\u5458<\/strong>\u4f5c\u4e3a&nbsp;<strong>Kimi-Audio \u7684\u56fa\u5b9a\u97f3\u8272<\/strong>\uff0c\u5e76\u4ee5\u8be5\u97f3\u8272\u5408\u6210\u5177\u6709\u5408\u9002\u98ce\u683c\u548c\u60c5\u611f\u7684\u52a9\u624b\u54cd\u5e94\u3002<\/li><li>\u4ee5\u4e0b\u4ecb\u7ecd&nbsp;<strong>Kimi-Audio \u914d\u97f3\u6f14\u5458\u7684\u6570\u636e\u5f55\u5236\u8fc7\u7a0b<\/strong>\uff0c\u4ee5\u53ca\u7528\u4e8e\u5408\u6210\u591a\u6837\u5316\u98ce\u683c\u548c\u8868\u73b0\u529b\u54cd\u5e94\u7684&nbsp;<strong>Kimi-TTS<\/strong>&nbsp;\u548c&nbsp;<strong>Kimi-VC<\/strong>&nbsp;\u7cfb\u7edf\u3002<\/li><\/ul>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<p><strong>Kimi-Audio \u914d\u97f3\u6f14\u5458\u7684\u6570\u636e\u5f55\u5236<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u5b9e\u73b0\u751f\u6210\u8bed\u97f3\u7684<strong>\u591a\u6837\u5316\u98ce\u683c\u548c\u9ad8\u8868\u73b0\u529b<\/strong>\uff0c\u6211\u4eec\u9009\u62e9\u4e86\u4e00\u4f4d\u914d\u97f3\u6f14\u5458\u4f5c\u4e3a&nbsp;<strong>Kimi-Audio \u7684\u56fa\u5b9a\u97f3\u8272<\/strong>\uff0c\u5e76\u5728\u4e13\u4e1a\u5f55\u97f3\u68da\u4e2d\u7cbe\u5fc3\u5f55\u5236\u4e86\u8be5\u97f3\u8272\u7684\u6570\u636e\u96c6\u3002<\/p>\n\n\n\n<p><strong>\u5f55\u5236\u8bbe\u8ba1<\/strong><\/p>\n\n\n\n<ul><li><strong>20+ \u79cd\u98ce\u683c\u548c\u60c5\u611f<\/strong>\uff08\u5982\u5f00\u5fc3\u3001\u60b2\u4f24\u3001\u6124\u6012\u3001\u4e25\u8083\u7b49\uff09\uff0c\u6bcf\u79cd\u60c5\u611f\u8fdb\u4e00\u6b65\u5206\u4e3a&nbsp;<strong>5 \u4e2a\u5f3a\u5ea6\u7b49\u7ea7<\/strong>\uff0c\u4ee5\u4f53\u73b0\u4e0d\u540c\u7684\u60c5\u611f\u8868\u8fbe\u7a0b\u5ea6\u3002<\/li><li>\u5bf9\u4e8e<strong>\u6bcf\u79cd\u98ce\u683c\u548c\u60c5\u611f\u7b49\u7ea7<\/strong>\uff0c\u6211\u4eec\u5f55\u5236\u4e86<strong>\u53c2\u8003\u97f3\u9891<\/strong>\uff0c\u4ee5\u786e\u4fdd\u4e0d\u540c\u6587\u672c\u53e5\u5b50\u4e4b\u95f4\u7684\u60c5\u611f\u548c\u98ce\u683c\u4e00\u81f4\u6027\u3002<\/li><li>\u6574\u4e2a\u5f55\u5236\u8fc7\u7a0b\u7531<strong>\u4e13\u4e1a\u5f55\u97f3\u5bfc\u6f14<\/strong>\u6307\u5bfc\uff0c\u786e\u4fdd\u9ad8\u8d28\u91cf\u6570\u636e\u3002<\/li><\/ul>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<p><strong>Kimi-TTS\uff08\u96f6\u6837\u672c\u8bed\u97f3\u5408\u6210\u7cfb\u7edf\uff09<\/strong><\/p>\n\n\n\n<p>\u6211\u4eec\u5f00\u53d1\u4e86\u4e00\u4e2a<strong>\u96f6\u6837\u672c\u6587\u672c\u8f6c\u8bed\u97f3\uff08TTS\uff09<\/strong>\u7cfb\u7edf\uff0c\u79f0\u4e3a&nbsp;<strong>Kimi-TTS<\/strong>\uff0c\u4ec5\u9700&nbsp;<strong>3 \u79d2\u7684\u63d0\u793a\u8bed\u97f3<\/strong>\u5373\u53ef\u751f\u6210\u8bed\u97f3\uff0c\u5e76\u4fdd\u6301\u63d0\u793a\u8bed\u97f3\u7684<strong>\u97f3\u8272\u3001\u60c5\u611f\u548c\u98ce\u683c<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\u5e94\u7528\u573a\u666f<\/strong><\/p>\n\n\n\n<ol><li><strong>\u7528\u6237\u67e5\u8be2\u8bed\u97f3\u5408\u6210<\/strong>\uff1a\u4f7f\u7528\u5927\u89c4\u6a21\u97f3\u8272\u5e93\uff08125K+ \u97f3\u8272\uff09\u4e3a\u4e0d\u540c\u7528\u6237\u67e5\u8be2\u751f\u6210\u591a\u6837\u5316\u97f3\u8272\u7684\u8bed\u97f3\u3002<\/li><li><strong>\u52a9\u624b\u54cd\u5e94\u8bed\u97f3\u5408\u6210<\/strong>\uff1a\u4f7f\u7528&nbsp;<strong>Kimi-Audio \u914d\u97f3\u6f14\u5458<\/strong>\u5f55\u5236\u7684\u98ce\u683c\u548c\u60c5\u611f\u6570\u636e\uff0c\u5408\u6210\u52a9\u624b\u7684\u54cd\u5e94\u8bed\u97f3\u3002<\/li><\/ol>\n\n\n\n<p><strong>\u6280\u672f\u67b6\u6784<\/strong><\/p>\n\n\n\n<ul><li>\u7c7b\u4f3c&nbsp;<strong>MoonCast<\/strong>&nbsp;\u7684\u67b6\u6784\uff0c\u91c7\u7528&nbsp;<strong>LLM<\/strong>&nbsp;\u6839\u636e\u63d0\u793a\u8bed\u97f3\u548c\u8f93\u5165\u6587\u672c\u751f\u6210\u8bed\u97f3 token\u3002<\/li><li>\u4f7f\u7528<strong>\u57fa\u4e8e\u6d41\u5339\u914d\uff08flow-matching\uff09\u7684\u8bed\u97f3\u89e3 token \u5668<\/strong>\u751f\u6210\u9ad8\u8d28\u91cf\u8bed\u97f3\u6ce2\u5f62\u3002<\/li><\/ul>\n\n\n\n<h4><strong>\u8bad\u7ec3\u6570\u636e\u4e0e\u4f18\u5316<\/strong><\/h4>\n\n\n\n<ul><li>\u5728&nbsp;<strong>100 \u4e07\u5c0f\u65f6<\/strong>\uff08\u7531\u81ea\u52a8\u6570\u636e\u6d41\u6c34\u7ebf\u751f\uff09\u7684\u6570\u636e\u4e0a\u8bad\u7ec3\u3002<\/li><li>\u91c7\u7528<strong>\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09<\/strong>\u8fdb\u4e00\u6b65\u63d0\u5347\u751f\u6210\u8bed\u97f3\u7684<strong>\u9c81\u68d2\u6027\u548c\u8d28\u91cf<\/strong>\u3002<\/li><\/ul>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<p><strong>Kimi-VC\uff08\u8bed\u97f3\u8f6c\u6362\u7cfb\u7edf\uff09<\/strong><\/p>\n\n\n\n<p>\u7531\u4e8e\u914d\u97f3\u6f14\u5458\u96be\u4ee5\u8986\u76d6<strong>\u6240\u6709\u98ce\u683c\u3001\u60c5\u611f\u548c\u53e3\u97f3<\/strong>\uff0c\u6211\u4eec\u5f00\u53d1\u4e86\u4e00\u4e2a<strong>\u8bed\u97f3\u8f6c\u6362\uff08VC\uff09<\/strong>\u7cfb\u7edf\uff0c\u79f0\u4e3a&nbsp;<strong>Kimi-VC<\/strong>\uff0c\u7528\u4e8e\u5c06<strong>\u4e0d\u540c\u8bf4\u8bdd\u4eba\/\u97f3\u8272\u7684\u8bed\u97f3<\/strong>\u8f6c\u6362\u4e3a&nbsp;<strong>Kimi-Audio \u56fa\u5b9a\u97f3\u8272<\/strong>\uff0c\u540c\u65f6<strong>\u4fdd\u7559\u539f\u59cb\u8bed\u97f3\u7684\u98ce\u683c\u3001\u60c5\u611f\u548c\u53e3\u97f3<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\u6280\u672f\u67b6\u6784<\/strong><\/p>\n\n\n\n<ul><li>\u57fa\u4e8e&nbsp;<strong>Seed-VC <\/strong>&nbsp;\u6846\u67b6\u3002<\/li><li>\u5728\u8bad\u7ec3\u9636\u6bb5\u5f15\u5165<strong>\u97f3\u8272\u6270\u52a8\uff08timbre-shifting\uff09<\/strong>\uff0c\u4ee5\u7f13\u89e3\u4fe1\u606f\u6cc4\u9732\uff0c\u5e76\u786e\u4fdd\u8bad\u7ec3\u548c\u63a8\u7406\u9636\u6bb5\u7684\u5bf9\u9f50\u3002<\/li><\/ul>\n\n\n\n<p><strong>\u4f18\u5316\u4e0e\u6570\u636e<\/strong><\/p>\n\n\n\n<ul><li>\u4f7f\u7528&nbsp;<strong>Kimi-Audio \u914d\u97f3\u6f14\u5458<\/strong>\u5f55\u5236\u7684\u8bed\u97f3\u6570\u636e\u8fdb\u884c<strong>\u5fae\u8c03<\/strong>\uff0c\u786e\u4fdd\u9ad8\u8d28\u91cf\u7684\u8bed\u97f3\u8f6c\u6362\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"922\" height=\"388\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-4.png\" alt=\"\" class=\"wp-image-26050\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-4.png 922w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-4-300x126.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-4-768x323.png 768w\" sizes=\"(max-width: 922px) 100vw, 922px\" \/><\/figure>\n\n\n\n<h4>\u97f3\u9891\u5230\u6587\u672c\u5bf9\u8bdd<\/h4>\n\n\n\n<p>\u4e3a\u4e86\u8ba9&nbsp;<strong>Kimi-Audio<\/strong>&nbsp;\u5177\u5907\u57fa\u7840\u7684\u5bf9\u8bdd\u80fd\u529b\uff0c\u6211\u4eec\u4ece<strong>\u6587\u672c\u9886\u57df<\/strong>\u6536\u96c6\u4e86\u5f00\u6e90\u7684\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u6570\u636e\uff08\u5982\u8868 2 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bridging \u97f3\u9891\u4e0e\u6587\u672c\uff09<\/li><\/ol>\n\n\n\n<p><strong>\u6570\u636e\u8868\u793a\u5f62\u5f0f<\/strong><\/p>\n\n\n\n<p>\u7ed9\u5b9a\u539f\u59cb\u97f3\u9891A\uff0c\u6570\u636e\u5904\u7406\u6d41\u6c34\u7ebf\u4f1a\u5c06\u5176\u5206\u5272\u4e3aN\u4e2a\u7247\u6bb5{S\u2081, S\u2082, &#8230;, S\u2099}\uff0c\u6bcf\u4e2a\u7247\u6bb5S\u1d62\u5305\u542b\uff1a<\/p>\n\n\n\n<ul><li>\u97f3\u9891\u4fe1\u53f7a\u1d62<\/li><li>\u5bf9\u5e94\u6587\u672c\u8f6c\u5f55t\u1d62<\/li><\/ul>\n\n\n\n<p>\u6211\u4eec\u5bf9\u97f3\u9891\u7247\u6bb5a\u1d62\u63d0\u53d6\u4e24\u79cd\u7279\u5f81\uff1a<\/p>\n\n\n\n<ul><li><strong>\u8fde\u7eed\u58f0\u5b66\u5411\u91cf<\/strong>&nbsp;a\u1d62\u1d9c<\/li><li><strong>\u79bb\u6563\u8bed\u4e49token<\/strong>&nbsp;a\u1d62\u1d48<\/li><\/ul>\n\n\n\n<p>\u4e3a\u9002\u914d\u6a21\u578b\u67b6\u6784\uff08\u4ee5\u79bb\u6563\u8bed\u4e49token\u4e3a\u4e3b\u8f93\u5165\/\u8f93\u51fa\uff0c\u540c\u65f6\u8f93\u5165\u8fde\u7eed\u58f0\u5b66token\u548c\u8f93\u51fa\u79bb\u6563\u6587\u672ctoken\uff09\uff0c\u8bad\u7ec3\u5e8f\u5217\u8868\u793a\u4e3a\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">{a\u2081\u1d9c\/a\u2081\u1d48\/t\u2081, a\u2082\u1d9c\/a\u2082\u1d48\/t\u2082, ..., a\u2099\u1d9c\/a\u2099\u1d48\/t\u2099}<\/pre>\n\n\n\n<p>\u5176\u4e2d\uff1a<\/p>\n\n\n\n<ul><li><strong>\u901a\u8fc7\u586b\u5145\u7a7a\u767dtoken\u786e\u4fdd\u97f3\u9891\u4e0e\u6587\u672c\u5e8f\u5217\u7b49\u957f<\/strong><\/li><li>\u5b9e\u9645\u8bad\u7ec3\u7247\u6bb5\u53ef\u4e3a\u4ee5\u4e0b\u4efb\u610f\u7ec4\u5408\uff1a<ul><li><strong>\u7eaf\u97f3\u9891\uff1aa\u1d62\u1d48 \u6216 a\u1d62\u1d9c\/a\u1d62\u1d48<\/strong><\/li><li><strong>\u7eaf\u6587\u672c\uff1at\u1d62<\/strong><\/li><li><strong>\u8de8\u6a21\u6001\u5bf9\uff1aa\u1d62\u1d48\/t\u1d62<\/strong><\/li><\/ul><\/li><\/ul>\n\n\n\n<p>\u5bf9\u4e8e<strong>\u8fde\u7eed+\u79bb\u6563\u97f3\u9891\u8054\u5408\u8f93\u5165<\/strong>\uff08a\u1d62\u1d9c\/a\u1d62\u1d48\uff09\uff1a<\/p>\n\n\n\n<ol><li><strong>\u5c06\u79bb\u6563\u8bed\u4e49token\u901a\u8fc7\u67e5\u8868\u8f6c\u6362\u4e3a\u5d4c\u5165\u5411\u91cf<\/strong><\/li><li><strong>\u4e0e\u8fde\u7eed\u58f0\u5b66\u5411\u91cf\u76f8\u52a0\u5f97\u5230\u6700\u7ec8\u97f3\u9891\u7279\u5f81a\u1d62<\/strong><\/li><\/ol>\n\n\n\n<p>\u5bf9\u4e8e<strong>\u97f3\u9891-\u6587\u672c\u8054\u5408\u8f93\u5165<\/strong>\uff08a\u1d62\u1d48\/t\u1d62\uff09\uff1a<\/p>\n\n\n\n<ul><li><strong>\u5c06\u97f3\u9891\u8bed\u4e49token\u548c\u6587\u672ctoken\u5206\u522b\u5d4c\u5165\u540e\u76f8\u52a0<\/strong><\/li><li><strong>\u901a\u8fc7\u5404\u81ea\u72ec\u7acb\u7684\u8f93\u51fa\u5934\u751f\u6210\u5bf9\u5e94token<\/strong><\/li><\/ul>\n\n\n\n<p>\u5177\u4f53\u9884\u8bad\u7ec3\u4efb\u52a1\u8bbe\u8ba1\u89c1\u88683\uff0c\u4e0b\u6587\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"371\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-5-1024x371.png\" alt=\"\" class=\"wp-image-26068\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-5-1024x371.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-5-300x109.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-5-768x278.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-5.png 1117w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption><strong>a\u1d62\u1d48<\/strong>&nbsp;\u8868\u793a\u97f3\u9891\u7247\u6bb5&nbsp;*i*&nbsp;\u7684\u79bb\u6563\u8bed\u4e49\u6807\u8bb0\uff1b<br><strong>a\u1d62\u1d9c<\/strong>&nbsp;\u8868\u793a\u97f3\u9891\u7247\u6bb5&nbsp;*i*&nbsp;\u7684\u8fde\u7eed\u58f0\u5b66\u5411\u91cf\uff1b<br><strong>a\u1d62<\/strong>&nbsp;\u8868\u793a\u97f3\u9891\u7247\u6bb5&nbsp;*i*&nbsp;\u7684 a\u1d62\u1d48 \u548c a\u1d62\u1d9c \u7684\u7ec4\u5408\uff1b<br><strong>\u4e0b\u5212\u7ebf<\/strong>&nbsp;\u8868\u793a\u8be5\u90e8\u5206\u5728\u8bad\u7ec3\u65f6\u4f1a\u8ba1\u7b97\u635f\u5931\u3002<\/figcaption><\/figure>\n\n\n\n<p><strong>\u97f3\u9891\/\u6587\u672c\u5355\u6a21\u6001\u9884\u8bad\u7ec3<br><\/strong>\u6211\u4eec\u9996\u5148\u5206\u522b\u5b66\u4e60\u6587\u672c\u548c\u97f3\u9891\u7684\u77e5\u8bc6\u3002\u5bf9\u4e8e\u6587\u672c\u9884\u8bad\u7ec3\uff0c\u6211\u4eec\u76f4\u63a5\u4f7f\u7528MoonLight[44]\u4e2d\u7684\u6587\u672c\u6570\u636e\uff0c\u8fd9\u4e9b\u6570\u636e\u8d28\u91cf\u9ad8\u4e14\u5168\u9762\uff0c\u9002\u5408\u8bad\u7ec3\u5927\u8bed\u8a00\u6a21\u578b\u3002\u6211\u4eec\u4ec5\u5bf9\u6587\u672c\u6807\u8bb0\u8fdb\u884c\u4e0b\u4e00\u6807\u8bb0\u9884\u6d4b\u3002\u5bf9\u4e8e\u97f3\u9891\u9884\u8bad\u7ec3\uff0c\u9488\u5bf9\u6bcf\u4e2a\u7247\u6bb5Si\uff0c\u6211\u4eec\u5bf9\u5176\u79bb\u6563\u8bed\u4e49\u6807\u8bb0\u5e8f\u5217a_d^i\u8fdb\u884c\u4e0b\u4e00\u6807\u8bb0\u9884\u6d4b\u3002<\/p>\n\n\n\n<p><strong>\u97f3\u9891-\u6587\u672c\u6620\u5c04\u9884\u8bad\u7ec3<\/strong><br>\u76f4\u89c2\u4e0a\uff0c\u4e3a\u4e86\u5728\u7edf\u4e00\u7a7a\u95f4\u4e2d\u5bf9\u9f50\u97f3\u9891\u548c\u6587\u672c\uff0c\u5b66\u4e60\u4e24\u79cd\u6a21\u6001\u4e4b\u95f4\u7684\u6620\u5c04\u662f\u6709\u5e2e\u52a9\u7684\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u8bbe\u8ba1\u4e86\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u548c\u6587\u672c\u5230\u8bed\u97f3\u5408\u6210\uff08TTS\uff09\u9884\u8bad\u7ec3\u4efb\u52a1\u3002\u5bf9\u4e8eASR\uff0c\u6211\u4eec\u5c06\u8bad\u7ec3\u5e8f\u5217\u6784\u5efa\u4e3a{a1, 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7B<\/strong>&nbsp;\u6a21\u578b\u521d\u59cb\u5316&nbsp;<strong>Kimi-Audio<\/strong>&nbsp;\u7684\u97f3\u9891\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u5e76\u901a\u8fc7\u6dfb\u52a0\u8bed\u4e49\u97f3\u9891\u6807\u8bb0\u548c\u7279\u6b8a\u6807\u8bb0\u6269\u5c55\u5176\u8bcd\u8868\u3002\u6211\u4eec\u6309\u7167&nbsp;<strong>1 : 7 : 1 : 1 : 1 : 1 : 2<\/strong>&nbsp;\u7684\u4efb\u52a1\u6743\u91cd\uff08\u5982\u88683\u6240\u793a\uff09\u5bf9\u4e0a\u8ff0\u9884\u8bad\u7ec3\u4efb\u52a1\u8fdb\u884c\u8bad\u7ec3\u3002Kimi-Audio \u7684\u9884\u8bad\u7ec3\u6570\u636e\u5305\u542b&nbsp;<strong>5850\u4ebf\u97f3\u9891\u6807\u8bb0<\/strong>&nbsp;\u548c&nbsp;<strong>5850\u4ebf\u6587\u672c\u6807\u8bb0<\/strong>\uff0c\u8bad\u7ec3&nbsp;<strong>1\u4e2a\u5468\u671f<\/strong>\u3002<\/p>\n\n\n\n<p>\u4f18\u5316\u5668\u91c7\u7528&nbsp;<strong>AdamW<\/strong>\uff0c\u5b66\u4e60\u7387\u6309\u4f59\u5f26\u8870\u51cf\u4ece&nbsp;<strong>2e\u207b\u2075<\/strong>&nbsp;\u964d\u81f3&nbsp;<strong>2e\u207b\u2076<\/strong>\uff0c\u5e76\u4f7f\u7528&nbsp;<strong>1%<\/strong>&nbsp;\u7684token\u8fdb\u884c\u5b66\u4e60\u7387\u9884\u70ed\u3002<\/p>\n\n\n\n<p><strong>\u97f3\u9891\u5206\u8bcd\u5668\u7684\u8fde\u7eed\u58f0\u5b66\u7279\u5f81\u63d0\u53d6\u6a21\u5757<\/strong>\uff1a\u8be5\u6a21\u5757\u57fa\u4e8e&nbsp;<strong>Whisper large-v3<\/strong>\u521d\u59cb\u5316\uff0c\u80fd\u591f\u6355\u6349\u8f93\u5165\u97f3\u9891\u4fe1\u53f7\u4e2d\u7684\u7ec6\u7c92\u5ea6\u58f0\u5b66\u7279\u5f81\u3002\u5728\u9884\u8bad\u7ec3\u7684\u521d\u59cb\u9636\u6bb5\uff08\u7ea6&nbsp;<strong>20%<\/strong>&nbsp;\u7684token\u8bad\u7ec3\u5b8c\u6210\u524d\uff09\uff0c\u8be5 Whisper \u7279\u5f81\u63d0\u53d6\u5668\u7684\u53c2\u6570\u4fdd\u6301\u51bb\u7ed3\u3002\u968f\u540e\u89e3\u51bb\uff0c\u4f7f\u5176\u53c2\u6570\u80fd\u591f\u4e0e\u6a21\u578b\u5176\u4f59\u90e8\u5206\u8054\u5408\u5fae\u8c03\uff0c\u4ece\u800c\u66f4\u597d\u5730\u9002\u5e94\u8bad\u7ec3\u6570\u636e\u7684\u7ec6\u8282\u548c\u76ee\u6807\u4efb\u52a1\u7684\u9700\u6c42\u3002<\/p>\n\n\n\n<h3>\u76d1\u7763\u5fae\u8c03<\/h3>\n\n\n\n<p><strong>\u4efb\u52a1\u8bbe\u8ba1<\/strong>\uff1a\u5728\u901a\u8fc7\u6d77\u91cf\u771f\u5b9e\u97f3\u9891\u4e0e\u6587\u672c\u6570\u636e\u5b8c\u6210\u9884\u8bad\u7ec3\u540e\uff0c\u6211\u4eec\u5bf9 <strong>Kimi-Audio<\/strong> \u8fdb\u884c\u76d1\u7763\u5fae\u8c03\uff0c\u4f7f\u5176\u5177\u5907\u6307\u4ee4\u8ddf\u968f\u80fd\u529b\u3002\u5177\u4f53\u8bbe\u8ba1\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ol><li><strong>\u4efb\u52a1\u901a\u7528\u6027<\/strong>\uff1a\u4e0b\u6e38\u4efb\u52a1\u591a\u6837\uff0c\u56e0\u6b64\u4e0d\u8bbe\u7f6e\u7279\u6b8a\u4efb\u52a1\u5207\u6362\u64cd\u4f5c\uff0c\u800c\u662f<strong>\u91c7\u7528\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u63cf\u8ff0\u6bcf\u4e2a\u4efb\u52a1\uff1b<\/strong><\/li><li><strong>\u591a\u6a21\u6001\u6307\u4ee4<\/strong>\uff1a<strong>\u4e3a\u6bcf\u6761\u6307\u4ee4\u540c\u65f6\u6784\u5efa\u97f3\u9891\u7248\uff08\u7531 Kimi-TTS \u6839\u636e\u6587\u672c\u96f6\u6837\u672c\u751f\u6210\uff09\u548c\u6587\u672c\u7248\uff0c\u8bad\u7ec3\u65f6\u968f\u673a\u9009\u62e9\u4e00\u79cd\u5f62\u5f0f\uff1b<\/strong><\/li><li><strong>\u6307\u4ee4\u589e\u5f3a<\/strong>\uff1a\u901a\u8fc7\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210 <strong>200\u6761ASR\u4efb\u52a1\u6307\u4ee4<\/strong> \u548c <strong>30\u6761\u5176\u4ed6\u4efb\u52a1\u6307\u4ee4<\/strong>\uff0c\u6bcf\u4e2a\u8bad\u7ec3\u6837\u672c\u968f\u673a\u9009\u53d6\u4e00\u6761\u4ee5\u589e\u5f3a\u9c81\u68d2\u6027\u3002\u76d1\u7763\u5fae\u8c03\u6570\u636e\u89c4\u6a21\u7ea6 <strong>30\u4e07\u5c0f\u65f6<\/strong>\u3002<\/li><\/ol>\n\n\n\n<p><strong>\u5fae\u8c03\u65b9\u6848<\/strong>\uff1a\u5bf9\u6bcf\u4e2a\u6570\u636e\u6e90\u8fdb\u884c <strong>2-4\u4e2a\u5468\u671f<\/strong> \u7684\u5fae\u8c03\u3002\u4f18\u5316\u5668\u91c7\u7528 <strong>AdamW<\/strong>\uff0c\u5b66\u4e60\u7387\u6309\u4f59\u5f26\u8870\u51cf\u4ece <strong>1e\u207b\u2075<\/strong> \u964d\u81f3 <strong>1e\u207b\u2076<\/strong>\uff0c\u5e76\u4f7f\u7528 <strong>10%<\/strong> \u7684\u6807\u8bb0\u8fdb\u884c\u9884\u70ed\u3002<\/p>\n\n\n\n<p><strong>\u97f3\u9891\u89e3\u7801\u5668\u8bad\u7ec3<\/strong>\u5206\u4e3a\u4e09\u4e2a\u9636\u6bb5\uff1a<\/p>\n\n\n\n<ol><li><strong>\u9884\u8bad\u7ec3\u9636\u6bb5<\/strong>\uff1a\u4f7f\u7528\u7ea6 <strong>100\u4e07\u5c0f\u65f6<\/strong> \u9884\u8bad\u7ec3\u97f3\u9891\u6570\u636e\uff0c\u8054\u5408\u8bad\u7ec3\u6d41\u5339\u914d\u6a21\u578b\u548c\u58f0\u7801\u5668\uff0c\u5b66\u4e60\u591a\u6837\u5316\u7684\u97f3\u8272\u3001\u97f5\u5f8b\u548c\u97f3\u8d28\u7279\u5f81\uff1b<\/li><li><strong>\u5206\u5757\u5fae\u8c03<\/strong>\uff1a\u5728\u540c\u4e00\u6570\u636e\u96c6\u4e0a\u91c7\u7528\u52a8\u6001\u5206\u5757\u7b56\u7565\uff08\u5757\u957f0.5\u79d2\u81f33\u79d2\uff09\u8fdb\u884c\u4f18\u5316\uff1b<\/li><li><strong>\u9ad8\u8d28\u91cf\u7cbe\u8c03<\/strong>\uff1a\u6700\u7ec8\u57fa\u4e8e <strong>Kimi-Audio \u53d1\u8a00\u4eba<\/strong> \u7684\u9ad8\u8d28\u91cf\u5355\u4eba\u5f55\u97f3\u6570\u636e\u8fdb\u884c\u5fae\u8c03\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u751f\u6210\u6548\u679c\u3002<\/li><\/ol>\n\n\n\n<h2>\u63a8\u7406\u4e0e\u90e8\u7f72<\/h2>\n\n\n\n<p>Kimi-Audio \u8bbe\u8ba1\u7528\u4e8e\u5904\u7406\u591a\u79cd\u97f3\u9891\u76f8\u5173\u4efb\u52a1\uff0c\u5305\u62ec\u8bed\u97f3\u8bc6\u522b\u3001\u97f3\u9891\u7406\u89e3\u3001\u97f3\u9891-\u6587\u672c\u5bf9\u8bdd\u53ca\u8bed\u97f3-\u8bed\u97f3\u5bf9\u8bdd\u3002\u7531\u4e8e\u5b9e\u65f6\u8bed\u97f3\u5bf9\u8bdd\u5728\u57fa\u7840\u8bbe\u65bd\u548c\u5de5\u7a0b\u5b9e\u73b0\u4e0a\u590d\u6742\u5ea6\u6700\u9ad8\uff0c\u672c\u8282\u4ee5\u5176\u4e3a\u4f8b\u9610\u8ff0 Kimi-Audio \u7684\u90e8\u7f72\u5b9e\u8df5\u3002\u6211\u4eec\u9996\u5148\u8bf4\u660e\u5ba2\u6237\u7aef\uff08\u5982 Kimi APP \u6216\u7f51\u9875\u6d4f\u89c8\u5668\uff09\u4e0e\u670d\u52a1\u5668\uff08Kimi-Audio \u670d\u52a1\uff09\u95f4\u7684\u5b9e\u65f6\u8bed\u97f3\u5bf9\u8bdd\u6d41\u7a0b\uff0c\u968f\u540e\u4ecb\u7ecd\u4ea7\u54c1\u5316\u90e8\u7f72\u65b9\u6848\u3002<\/p>\n\n\n\n<h4>\u5b9e\u65f6\u8bed\u97f3\u5bf9\u8bdd\u6d41\u7a0b<\/h4>\n\n\n\n<p>\u56fe4\u5c55\u793a\u4e86\u7528\u6237\u5ba2\u6237\u7aef\uff08\u5982 Kimi APP\uff09\u4e0e\u670d\u52a1\u5668\uff08Kimi-Audio \u670d\u52a1\uff09\u4e4b\u95f4\u7684\u8bed\u97f3-\u8bed\u97f3\u5bf9\u8bdd\u6d41\u7a0b\u3002\u6bcf\u8f6e\u5bf9\u8bdd\u6309\u4ee5\u4e0b\u6b65\u9aa4\u6267\u884c\uff1a<\/p>\n\n\n\n<ol><li><strong>\u7528\u6237\u8bed\u97f3\u8f93\u5165<\/strong>\uff1a\u7528\u6237\u901a\u8fc7\u5ba2\u6237\u7aef\uff08\u5982 Kimi APP \u6216\u6d4f\u89c8\u5668\uff09\u8bf4\u8bdd\uff0c\u97f3\u9891\u6570\u636e\u88ab\u91c7\u96c6\u5e76\u5b9e\u65f6\u6d41\u5f0f\u4f20\u8f93\u81f3\u670d\u52a1\u5668\uff1b<\/li><li><strong>\u7aef\u70b9\u68c0\u6d4b<\/strong>\uff1a\u670d\u52a1\u5668\u7aef\u7684\u8bed\u97f3\u6d3b\u52a8\u68c0\u6d4b\uff08VAD\uff09\u6a21\u5757\u5224\u65ad\u7528\u6237\u662f\u5426\u7ed3\u675f\u8bf4\u8bdd\uff1b<\/li><li><strong>\u89e6\u53d1\u63a8\u7406<\/strong>\uff1a\u5f53\u7528\u6237\u505c\u6b62\u8bf4\u8bdd\u65f6\uff0c\u670d\u52a1\u5668\u53d1\u9001\u63d0\u4ea4\u4fe1\u53f7\u5e76\u542f\u52a8 Kimi-Audio \u6a21\u578b\u7684\u63a8\u7406\u6d41\u7a0b\uff1b<\/li><li><strong>\u5b9e\u65f6\u6d41\u5f0f\u64ad\u653e<\/strong>\uff1a\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u5ba2\u6237\u7aef\u5b9e\u65f6\u63a5\u6536\u751f\u6210\u7684\u97f3\u9891\u7247\u6bb5\u5e76\u7acb\u5373\u64ad\u653e\u7ed9\u7528\u6237\u3002<\/li><li>\u5ba2\u6237\u7aef\uff08\u624b\u673a\u6216\u7f51\u9875\u6d4f\u89c8\u5668\uff09\u5c06\u63a5\u6536\u5230\u7684\u97f3\u9891\u7247\u6bb5\u5b9e\u65f6\u64ad\u653e\u7ed9\u7528\u6237\u3002<\/li><\/ol>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"520\" height=\"783\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-6.png\" alt=\"\" class=\"wp-image-26112\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-6.png 520w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-6-199x300.png 199w\" sizes=\"(max-width: 520px) 100vw, 520px\" \/><\/figure>\n\n\n\n<p>\u670d\u52a1\u7aef\u7684 Kimi-Audio \u5728\u6bcf\u8f6e\u5bf9\u8bdd\u4e2d\u7684\u63a8\u7406\u6d41\u7a0b\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ol><li><strong>\u97f3\u9891\u7f16\u7801<\/strong>\uff1a\u901a\u8fc7\u97f3\u9891\u5206\u8bcd\u5668\u5c06\u8f93\u5165\u97f3\u9891\u8f6c\u6362\u4e3a\u79bb\u6563\u8bed\u4e49\u6807\u8bb0\u548c\u8fde\u7eed\u58f0\u5b66\u5411\u91cf\uff1b<\/li><li><strong>\u8f93\u5165\u6784\u5efa<\/strong>\uff1a\u5c06\u7cfb\u7edf\u63d0\u793a\u6807\u8bb0\u3001\u97f3\u9891\u6807\u8bb0\u548c\u5bf9\u8bdd\u5386\u53f2\u6807\u8bb0\u62fc\u63a5\u4e3a Audio LLM \u7684\u8f93\u5165\u5e8f\u5217\uff1b<\/li><li><strong>\u6a21\u578b\u63a8\u7406<\/strong>\uff1aAudio LLM \u63a5\u6536\u6807\u8bb0\u5e8f\u5217\u5e76\u751f\u6210\u8f93\u51fa\u6807\u8bb0\uff1b<\/li><li><strong>\u97f3\u9891\u5408\u6210<\/strong>\uff1a\u901a\u8fc7\u53cd\u5206\u8bcd\u5668\u5c06\u8f93\u51fa\u6807\u8bb0\u8fd8\u539f\u4e3a\u97f3\u9891\u6ce2\u5f62\u3002<\/li><\/ol>\n\n\n\n<p><strong>\u751f\u4ea7\u73af\u5883\u90e8\u7f72<\/strong><br>\u5982\u56fe5\u6240\u793a\uff0c\u5728\u751f\u4ea7\u73af\u5883\u4e2d\uff0c\u6240\u6709\u6838\u5fc3\u7ec4\u4ef6\uff08\u97f3\u9891\u5206\u8bcd\u5668\u3001\u97f3\u9891\u5927\u8bed\u8a00\u6a21\u578b\u548c\u97f3\u9891\u53cd\u5206\u8bcd\u5668\uff09\u5747\u5c5e\u4e8e\u8ba1\u7b97\u5bc6\u96c6\u578b\u6a21\u5757\uff0c\u9700\u8981\u53ef\u6269\u5c55\u4e14\u9ad8\u6548\u7684\u57fa\u7840\u67b6\u6784\u652f\u6491\u3002\u4e3a\u6b64\u6211\u4eec\u8bbe\u8ba1\u4e86\u5982\u4e0b\u751f\u4ea7\u7ea7\u90e8\u7f72\u67b6\u6784\uff1a<\/p>\n\n\n\n<p><strong>Kimi-Audio\u5b9e\u65f6\u901a\u4fe1\u670d\u52a1<\/strong><br>\u8be5\u670d\u52a1\u4f5c\u4e3a\u5ba2\u6237\u7aef\u4ea4\u4e92\u63a5\u53e3\uff0c\u8d1f\u8d23\u63a5\u6536\u7528\u6237\u97f3\u9891\u6570\u636e\u5e76\u8f6c\u53d1\u81f3\u63a8\u7406\u8c03\u5ea6\u5668\uff0c\u540c\u65f6\u5c06\u751f\u6210\u7684\u97f3\u9891\u5206\u5757\u8fd4\u56de\u5ba2\u6237\u7aef\u3002\u6211\u4eec\u91c7\u7528WebRTC\u534f\u8bae\u786e\u4fdd\u7a33\u5b9a\u4f4e\u5ef6\u65f6\u7684\u901a\u4fe1\u8fde\u63a5\u3002<\/p>\n\n\n\n<p><strong>\u63a8\u7406\u8c03\u5ea6\u5668<\/strong><br>\u63a8\u7406\u8c03\u5ea6\u5668\u901a\u8fc7\u5728\u540e\u7aef\u5b58\u50a8\u4e2d\u4ee5token\u5f62\u5f0f\u7ef4\u62a4\u5bf9\u8bdd\u5386\u53f2\u6765\u7ba1\u7406\u4f1a\u8bdd\u6d41\u7a0b\u3002\u6bcf\u8f6e\u4ea4\u4e92\u6267\u884c\u4ee5\u4e0b\u6b65\u9aa4\uff1a<br>\u2022 \u8c03\u7528\u5206\u8bcd\u5668\u670d\u52a1\u5c06\u7528\u6237\u97f3\u9891\u8f6c\u6362\u4e3atoken<br>\u2022 \u5c06\u65b0token\u4e0e\u5bf9\u8bdd\u5386\u53f2\u62fc\u63a5\u6784\u5efa\u6a21\u578b\u8f93\u5165<br>\u2022 \u5c06\u8f93\u5165\u53d1\u9001\u81f3\u5927\u8bed\u8a00\u6a21\u578b\u670d\u52a1\u751f\u6210\u54cd\u5e94token<br>\u2022 \u8c03\u7528\u53cd\u5206\u8bcd\u5668\u670d\u52a1\u5c06\u54cd\u5e94token\u8f6c\u6362\u4e3a\u97f3\u9891\u8f93\u51fa<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u8be5\u7cfb\u7edf\u4f1a\u5c06\u6240\u6709\u8f93\u51fatoken\u4f5c\u4e3a\u6301\u7eed\u66f4\u65b0\u7684\u5bf9\u8bdd\u5386\u53f2\u5b58\u50a8\uff0c\u786e\u4fdd\u591a\u8f6e\u5bf9\u8bdd\u7684\u8fde\u8d2f\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"440\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-7-1024x440.png\" alt=\"\" class=\"wp-image-26114\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-7-1024x440.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-7-300x129.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-7-768x330.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-7.png 1119w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2>\u5b9e\u9a8c<\/h2>\n\n\n\n<p>\u9996\u5148\u5f00\u53d1\u4e86\u9762\u5411\u97f3\u9891\u7406\u89e3\u3001\u751f\u6210\u53ca\u5bf9\u8bdd\u4efb\u52a1\u7684\u5f00\u6e90\u8bc4\u4f30\u5de5\u5177\u5305\u3002\u3010<a href=\"https:\/\/github.com\/MoonshotAI\/Kimi-Audio-Evalkit.\">https:\/\/github.com\/MoonshotAI\/Kimi-Audio-Evalkit.<\/a>\u3011\u8be5\u5de5\u5177\u76ee\u524d\u96c6\u6210\u652f\u6301Kimi-Audio\u53ca\u7cfb\u5217\u524d\u6cbf\u97f3\u9891\u5927\u6a21\u578b\uff0c\u5e76\u53ef\u6269\u5c55\u8bc4\u4f30\u5176\u4ed6\u97f3\u9891\u57fa\u7840\u6a21\u578b\uff0c\u4e3b\u8981\u7279\u6027\u5305\u62ec\uff1a<\/p>\n\n\n\n<p><strong>\u2022 \u6807\u51c6\u5316\u8bc4\u4f30\u6846\u67b6<\/strong><br>\u57fa\u4e8eQwen-2-Audio\u5b9e\u73b0\u6807\u51c6\u5316\u8bcd\u9519\u8bef\u7387\u8ba1\u7b97\uff0c\u5e76\u96c6\u6210GPT-4o-mini\u4f5c\u4e3a\u667a\u80fd\u8bc4\u5224\u5668\uff0c\u514b\u670d\u6307\u6807\u4e0d\u4e00\u81f4\u548c\u7b80\u5355\u5b57\u7b26\u4e32\u5339\u914d\u7684\u5c40\u9650\uff0c\u5b9e\u73b0\u516c\u5e73\u5bf9\u6bd4\u3002<\/p>\n\n\n\n<p><strong>\u2022 \u7edf\u4e00\u6bd4\u8f83\u5e73\u53f0<\/strong><br>\u63d0\u4f9b\u652f\u6301\u591a\u6a21\u578b\u591a\u7248\u672c\u7684\u7edf\u4e00\u5e73\u53f0\uff0c\u7b80\u5316\u6a2a\u5411\u5bf9\u6bd4\u3002\u901a\u8fc7\u5b9a\u4e49\u548c\u5171\u4eab\u6807\u51c6\u5316\u63a8\u7406\u53c2\u6570\u4e0e\u63d0\u793a\u7b56\u7565\uff08&#8221;\u914d\u65b9&#8221;\uff09\uff0c\u76f4\u63a5\u89e3\u51b3\u8bc4\u4f30\u8bbe\u7f6e\u4e0d\u4e00\u81f4\u95ee\u9898\uff0c\u663e\u8457\u63d0\u5347\u4e0d\u540c\u7814\u7a76\u6210\u679c\u95f4\u7684\u53ef\u590d\u73b0\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"714\" height=\"723\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-8.png\" alt=\"\" class=\"wp-image-26121\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-8.png 714w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-8-296x300.png 296w\" sizes=\"(max-width: 714px) 100vw, 714px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"754\" height=\"852\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-9.png\" alt=\"\" class=\"wp-image-26123\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-9.png 754w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-9-265x300.png 265w\" sizes=\"(max-width: 754px) 100vw, 754px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"802\" height=\"450\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-10.png\" alt=\"\" class=\"wp-image-26124\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-10.png 802w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-10-300x168.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-10-768x431.png 768w\" sizes=\"(max-width: 802px) 100vw, 802px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"793\" height=\"216\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-11.png\" alt=\"\" class=\"wp-image-26125\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-11.png 793w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-11-300x82.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-11-768x209.png 768w\" sizes=\"(max-width: 793px) 100vw, 793px\" 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