{"id":26989,"date":"2025-06-29T14:27:57","date_gmt":"2025-06-29T06:27:57","guid":{"rendered":"http:\/\/139.9.1.231\/?p=26989"},"modified":"2025-06-29T14:27:59","modified_gmt":"2025-06-29T06:27:59","slug":"vita-audio","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2025\/06\/29\/vita-audio\/","title":{"rendered":"VITA-Audio\uff1a\u9ad8\u6548\u3001\u4f4e\u5ef6\u8fdf\u7684\u5b9e\u65f6\u7aef\u5230\u7aef\u8bed\u97f3\u5927\u6a21\u578b"},"content":{"rendered":"\n<p class=\"has-text-align-center\"><strong>VITA-Audio: Fast Interleaved Cross-Modal Token Generation for Efficient Large Speech-Language Model<\/strong><\/p>\n\n\n\n<ul><li><strong><em><a href=\"https:\/\/arxiv.org\/abs\/2505.03739\">https:\/\/arxiv.org\/abs\/2505.03739<\/a><\/em><\/strong><\/li><li><strong><em><a href=\"https:\/\/github.com\/VITA-MLLM\/VITA-Audio\">\u591a\u9636\u6bb5\u8bad\u7ec3\/\u63a8\u7406\u4ee3\u7801\uff1ahttps:\/\/github.com\/VITA-MLLM\/VITA-Audio<\/a><\/em><\/strong><\/li><\/ul>\n\n\n\n<p><strong>\u9879\u76ee\u8bad\u7ec3\u548c\u63a8\u7406\u4ee3\u7801\u4ee5\u53ca\u6a21\u578b\u6743\u91cd\u5b8c\u5168\u5f00\u6e90<\/strong>\uff0cVITA-Audio \u652f\u6301\u4e2d\u82f1\u53cc\u8bed\uff0c\u4e14<strong>\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4ec5\u4f7f\u7528\u5f00\u6e90\u6570\u636e<\/strong>\uff0c\u5374\u5728\u540c\u7b49\u53c2\u6570\u91cf\u7ea7\u4e2d\u7a33\u5c45\u6027\u80fd\u7b2c\u4e00\u68af\u961f\u3002<\/p>\n\n\n\n<p><strong>\u5982\u4f55\u9ad8\u6548\u751f\u6210Audio Token\uff1f<\/strong><\/p>\n\n\n\n<p>\u5728\u7aef\u5230\u7aef\u8bed\u97f3\u6a21\u578b\u4e2d\uff0c\u751f\u6210\u97f3\u9891\u5f80\u5f80\u8981\u7ecf\u5386\u4ee5\u4e0b\u6d41\u7a0b\uff1a\u9996\u5148\uff0c\u8bed\u97f3 Token \u968f\u7740\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u524d\u5411\u4f20\u64ad\u88ab\u9010\u6b65\u81ea\u56de\u5f52\u5730\u751f\u6210\uff1b\u968f\u540e\uff0c\u591a\u4e2a\u5df2\u751f\u6210\u7684\u8bed\u97f3 Token \u4f1a\u88ab\u6536\u96c6\u5e76\u9001\u5165\u89e3\u7801\u5668\uff0c\u6700\u7ec8\u5408\u6210\u4e3a\u53ef\u64ad\u653e\u7684\u97f3\u9891\u3002\u7531\u4e8e\u6bcf\u4e00\u6b65\u90fd\u4f9d\u8d56\u4e0a\u4e00\u6b65\u7684\u8f93\u51fa\uff0c\u8fd9\u79cd\u591a\u6b21\u5faa\u73af\u63a8\u7406\u7684\u65b9\u5f0f\u5728\u751f\u6210\u9996\u4e2a\u97f3\u9891\u7247\u6bb5\u524d\u4f1a\u6d88\u8017\u5927\u91cf\u65f6\u95f4\uff0c\u4e14\u968f\u7740\u6a21\u578b\u89c4\u6a21\u7684\u6269\u5927\uff0c\u5ef6\u8fdf\u95ee\u9898\u6108\u53d1\u4e25\u91cd\u3002<\/p>\n\n\n\n<p>VITA-Audio \u56e2\u961f\u5bf9\u6a21\u578b\u6700\u540e\u4e00\u5c42\u89e3\u7801\u5668\u7684 Hidden States \u8fdb\u884c\u4e86\u53ef\u89c6\u5316\u5206\u6790\u3002\u7ed3\u679c\u8868\u660e\uff0c\u8bed\u97f3\u6a21\u578b\u5728\u9884\u6d4b\u67d0\u4e2a\u97f3\u9891 Token \u65f6\uff0c\u5bf9\u5e94\u7684\u6587\u672c Token Hidden States \u6240\u627f\u8f7d\u7684\u6ce8\u610f\u529b\u6743\u91cd\u663e\u8457\u9ad8\u4e8e\u5176\u4ed6\u4f4d\u7f6e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"913\" height=\"247\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-112.png\" alt=\"\" class=\"wp-image-27348\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-112.png 913w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-112-300x81.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-112-768x208.png 768w\" sizes=\"(max-width: 913px) 100vw, 913px\" \/><\/figure>\n\n\n\n<p><strong>\u66f4\u8fdb\u4e00\u6b65\u7684\u5b9e\u9a8c\u53d1\u73b0\uff1a<\/strong><\/p>\n\n\n\n<ul><li>\u5f53\u5c4f\u853d\u6240\u6709\u6587\u672c\u4f4d\u7f6e\u7684 Hidden States \u65f6\uff0c\u6a21\u578b\u65e0\u6cd5\u751f\u6210\u6b63\u5e38\u7684\u97f3\u9891\uff1b<\/li><li>\u4f46\u5982\u679c\u4ec5\u4fdd\u7559\u4e0e\u5f53\u524d\u97f3\u9891 Token \u5bf9\u5e94\u7684\u90a3\u4e00\u4f4d\u7f6e\u7684\u6587\u672c Hidden States\uff0c\u6a21\u578b\u4f9d\u7136\u80fd\u591f\u8f93\u51fa\u51c6\u786e\u3001\u8fde\u8d2f\u7684\u8bed\u97f3\uff0c\u4e14\u8fd9\u4e9b Hidden States \u5df2\u9690\u542b\u4e86\u8db3\u591f\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\uff08\u4f8b\u5982\uff0c\u533a\u5206\u591a\u97f3\u5b57\u201c\u884c\u201d\u8bfb\u4f5c\u201cx\u00edng\u201d\u8fd8\u662f\u201ch\u00e1ng\u201d\uff09\u3002&nbsp;<\/li><\/ul>\n\n\n\n<p>\u8fd9\u4e00\u53d1\u73b0\u8868\u660e\uff0c<strong>\u8bed\u97f3\u751f\u6210\u5e76\u4e0d\u9700\u8981\u5bf9\u6574\u4e2a\u6587\u672c\u2014\u97f3\u9891\u5e8f\u5217\u7684\u5168\u5c40\u8bed\u4e49\u7a7a\u95f4\u8fdb\u884c\u590d\u6742\u5efa\u6a21\uff1b\u76f8\u53cd\uff0c\u53ea\u9700\u5229\u7528\u5bf9\u5e94\u4f4d\u7f6e\u7684\u6587\u672c Hidden States\uff0c\u901a\u8fc7\u76f8\u5bf9\u7b80\u5355\u7684\u6620\u5c04\u6a21\u5757\u5373\u53ef\u5b8c\u6210\u9ad8\u8d28\u91cf\u7684\u97f3\u9891 Token \u9884\u6d4b<\/strong>\u3002\u00a0<\/p>\n\n\n\n<p>\u57fa\u4e8e\u6b64\uff0cVITA-Audio \u63d0\u51fa\u4e86\u4e00\u79cd\u8f7b\u91cf\u7ea7\u7684\u591a\u91cd\u8de8\u6a21\u6001\u6807\u8bb0\u9884\u6d4b\uff08Multiple Cross-modal Token Prediction\uff0cMCTP\uff09\u6a21\u5757\u3002\u8be5\u6a21\u5757\u76f4\u63a5\u5728\u5355\u6b21\u524d\u5411\u4f20\u64ad\u4e2d\u9884\u6d4b\u591a\u4e2a\u97f3\u9891 Token\uff0c\u5927\u5e45\u51cf\u5c11\u81ea\u56de\u5f52\u5faa\u73af\u6b21\u6570\uff0c\u4e0d\u4ec5\u52a0\u901f\u4e86\u6574\u4f53\u63a8\u7406\u6d41\u7a0b\uff0c\u66f4\u663e\u8457\u964d\u4f4e\u4e86\u6d41\u5f0f\u573a\u666f\u4e0b\u9996\u4e2a\u97f3\u9891\u7247\u6bb5\u7684\u751f\u6210\u5ef6\u8fdf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"934\" height=\"543\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-109.png\" alt=\"\" class=\"wp-image-27335\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-109.png 934w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-109-300x174.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-109-768x446.png 768w\" sizes=\"(max-width: 934px) 100vw, 934px\" \/><\/figure>\n\n\n\n<p>VITA-Audio \u7684\u6838\u5fc3\u7ec4\u4ef6\u5305\u62ec\u97f3\u9891\u7f16\u7801\u5668\u3001\u97f3\u9891\u89e3\u7801\u5668\u3001LLM[Qwen2.5-7B]\u3001\u5341\u4e2a\u8f7b\u91cf\u7ea7 MCTP \u6a21\u5757\u3002CosyVoice as the audio encoder and decoder\u3002\u5176\u63a8\u7406\u6d41\u7a0b\u5982\u4e0b\uff1a\u00a0<\/p>\n\n\n\n<ul><li>1. \u6587\u672c\u4e0e\u97f3\u9891\u7279\u5f81\u5206\u522b\u7ecf\u7f16\u7801\u540e\u8f93\u5165 LLM\uff0c<strong>LLM \u5728\u5355\u6b21\u524d\u5411\u4f20\u64ad\u4e2d\u751f\u6210\u6587\u672c Token \u6216\u97f3\u9891 Token\u3002\u00a0<\/strong><\/li><li>2. <strong>\u5c06 LLM \u6700\u540e\u4e00\u5c42\u7684\u9690\u85cf\u6001\u548c\u8f93\u51fa\u5148\u8f93\u5165\u7b2c\u4e00\u4e2a MCTP \u6a21\u5757\uff0c\u5176\u8f93\u51fa\u518d\u4f9d\u6b21\u4f20\u9012\u7ed9\u540e\u7eed\u7684 9 \u4e2a MCTP \u6a21\u5757\uff1b\u6bcf\u4e2a\u6a21\u5757\u5404\u81ea\u9884\u6d4b\u4e00\u4e2a\u97f3\u9891 Token\uff0c\u7d2f\u8ba1\u5f97\u5230 10 \u4e2a Token\uff0c\u5e76\u7531\u97f3\u9891\u89e3\u7801\u5668\u5408\u6210\u4e3a\u97f3\u9891\u7247\u6bb5\u3002\u00a0<\/strong><\/li><li>3. <strong>\u5728\u4e0b\u4e00\u6b21\u524d\u5411\u4f20\u64ad\u4e2d\uff0cLLM \u751f\u6210\u7684 Token \u4f1a\u4e0e MCTP \u6a21\u5757\u751f\u6210\u7684\u97f3\u9891 Token \u4e00\u5e76\u4f5c\u4e3a LLM \u8f93\u5165\uff0c\u8fdb\u884c\u4e0b\u4e00\u6b21\u524d\u5411\u4f20\u64ad\u3002<\/strong>\u00a0<\/li><\/ul>\n\n\n\n<p>\u7531\u4e8e\u6bcf\u4e2a MCTP \u5b50\u6a21\u5757\u7684\u53c2\u6570\u91cf\u8fdc\u5c0f\u4e8e LLM\uff0c\u5355\u6b21\u9884\u6d4b\u8017\u65f6\u4ec5\u9700\u7ea6 2.4 ms\uff08\u7ea6\u4e3a LLM \u63a8\u7406\u65f6\u95f4\u7684 11%\uff09\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u9996\u4e2a\u97f3\u9891\u7247\u6bb5\u7684\u751f\u6210\u5ef6\u8fdf\uff0c\u5e76\u5927\u5e45\u63d0\u5347\u6574\u4f53\u63a8\u7406\u901f\u5ea6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"978\" height=\"681\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-110.png\" alt=\"\" class=\"wp-image-27337\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-110.png 978w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-110-300x209.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-110-768x535.png 768w\" sizes=\"(max-width: 978px) 100vw, 978px\" \/><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u89e3\u51b3\u540c\u65f6\u4ece\u5934\u8bad\u7ec310\u4e2a MCTP \u6a21\u5757\u5e26\u6765\u7684\u4e0d\u7a33\u5b9a\u6027\uff0cVITA-Audio \u91c7\u7528\u4e86\u5982\u4e0b\u56db\u9636\u6bb5\u6e10\u8fdb\u5f0f\u8bad\u7ec3\u7b56\u7565\uff1a&nbsp;<\/p>\n\n\n\n<ul><li>1. \u7b2c\u4e00\u9636\u6bb5-\u97f3\u9891\u2013\u6587\u672c\u5bf9\u9f50\uff1a\u5229\u7528\u5927\u89c4\u6a21\u8bed\u97f3\u9884\u8bad\u7ec3\u4efb\u52a1\uff0c\u5c06\u97f3\u9891\u5efa\u6a21\u80fd\u529b\u878d\u5165 LLM\uff0c\u4f7f\u5176 Hidden states \u540c\u65f6\u627f\u8f7d\u6587\u672c\u548c\u97f3\u9891\u4fe1\u606f\u3002\u00a0<\/li><li>2. \u7b2c\u4e8c\u9636\u6bb5-\u5355 MCTP \u6a21\u5757\u8bad\u7ec3\uff1a\u8bad\u7ec3\u521d\u59cb MCTP \u6a21\u5757\uff0c\u4f7f\u5176\u80fd\u591f<strong>\u57fa\u4e8e LLM \u7684\u8f93\u51fa Token \u548c Hidden States \u9884\u6d4b\u4e0b\u4e00\u4e2a\u6807\u8bb0<\/strong>\u3002\u00a0<\/li><li>3. \u7b2c\u4e09\u9636\u6bb5-\u591a MCTP \u6a21\u5757\u8bad\u7ec3\uff1a<strong>\u5c06\u9996\u4e2a MCTP \u6a21\u5757\u7684\u80fd\u529b\u6269\u5c55\u5230\u591a\u4e2a MCTP \u6a21\u5757\uff0c\u6bcf\u4e2a\u6a21\u5757\u6839\u636e\u524d\u4e00\u4e2a MCTP \u6a21\u5757\u7684\u8f93\u51fa\u6807\u8bb0\u548c Hidden States \u9884\u6d4b\u5176\u5bf9\u5e94\u4f4d\u7f6e\u7684\u6807\u8bb0\u3002<\/strong>\u00a0<\/li><li>4. \u7b2c\u56db\u9636\u6bb5-\u76d1\u7763\u5fae\u8c03\uff1a<strong>\u4ee5\u8bed\u97f3\u95ee\u7b54\u6570\u636e\u96c6\u4e3a\u4e3b\u8fdb\u884c\u76d1\u7763\u5fae\u8c03\uff0c\u540c\u65f6\u7a7f\u63d2 TTS\u3001ASR \u53ca\u7eaf\u6587\u672c\u6570\u636e\uff0c\u786e\u4fdd\u6a21\u578b\u5728\u5404\u7c7b\u4efb\u52a1\u4e0a\u7684\u6cdb\u5316\u80fd\u529b\u4e0e\u8bad\u7ec3\u6536\u655b\u7684\u5e73\u8861\u3002<\/strong><\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"1023\" height=\"667\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-113.png\" alt=\"\" class=\"wp-image-27361\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-113.png 1023w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-113-300x196.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-113-768x501.png 768w\" sizes=\"(max-width: 1023px) 100vw, 1023px\" \/><\/figure>\n\n\n\n<p><strong>VITA-Audio \u63d0\u4f9b\u56db\u79cd\u63a8\u7406\u8303\u5f0f\uff0c\u4ee5\u6ee1\u8db3\u4e0d\u540c\u5e94\u7528\u573a\u666f\u5bf9\u901f\u5ea6\u4e0e\u8d28\u91cf\u7684\u5e73\u8861\u9700\u6c42\uff1a\u00a0<\/strong><\/p>\n\n\n\n<ul><li>VITA-Audio-Turbo\uff1a\u6700\u9ad8\u6548\u7684\u65b9\u5f0f\uff0c<strong>\u6bcf\u6b21\u524d\u5411\u4f20\u64ad LLM \u751f\u6210\u4e00\u4e2a\u6807\u8bb0<\/strong>\u3010\u97f3\u9891\u6216\u8005\u6587\u672ctoken\u3011\uff0cMCTP \u6a21\u5757\u751f\u6210 10 \u4e2a\u6807\u8bb0\u3010\u97f3\u9891\u6216\u8005\u6587\u672ctoken\u3011\uff0c\u4f46\u56e0 MCTP \u6a21\u5757\u4e5f\u53c2\u4e0e\u6587\u672c\u9884\u6d4b\uff0c\u6027\u80fd\u4f1a\u7565\u6709\u4e0b\u964d\uff0c\u5e38\u7528\u4e8e ASR \u548c TTS \u4efb\u52a1\u4e2d\u3002\u00a0<\/li><li><strong>VITA-Audio-Boost<\/strong>\uff1a<strong>LLM \u4e13\u6ce8\u751f\u6210\u6587\u672c Token\uff0cMCTP \u6a21\u5757\u751f\u6210 Audio Token<\/strong>\uff0c\u5e76\u4e14\u7b2c\u4e00\u6b21\u524d\u5411\u4e2d\u5c31\u4f7f\u7528\u5168\u90e8\u7684 MCTP \u6a21\u5757\uff0c\u53ef\u4ee5\u5728\u7b2c\u4e00\u6b21\u524d\u5411\u4e2d\u5c31\u751f\u6210\u53ef\u4ee5\u7528\u4e8e\u89e3\u7801\u7684 Audio Token Chunk\u3002\u00a0<\/li><li>VITA-Audio-Balance\uff1a<strong>\u5728\u524d\u4e24\u6b21\u524d\u5411\u4e2d\u4ec5\u6fc0\u6d3b\u90e8\u5206 MCTP \u6a21\u5757\uff0c\u4fdd\u4ee5\u7ef4\u6301\u6587\u672c\u4e0e\u97f3\u9891 Token \u7684\u5408\u7406\u914d\u6bd4\uff081:2\uff09\uff0c\u968f\u540e\u9010\u6b65\u6fc0\u6d3b\u90e8\u6a21\u5757\uff0c\u901a\u8fc7\u52a8\u6001\u8c03\u8282\u6587\u672c\uff0f\u97f3\u9891 Token \u8f93\u51fa\u6bd4\u4f8b\uff0c\u5b9e\u73b0\u751f\u6210\u901f\u5ea6\u4e0e\u8d28\u91cf\u7684\u6700\u4f18\u5e73\u8861\u3002\u00a0<\/strong><\/li><li>VITA-Audio-Vanilla\uff1a<strong>\u5b8c\u5168\u4f9d\u8d56 LLM \u81ea\u56de\u5f52\u751f\u6210\u6240\u6709 Token\uff0c\u4e0d\u8c03\u7528 MCTP \u52a0\u901f\u6a21\u5757\uff0c\u63a8\u7406\u901f\u5ea6\u6700\u6162\uff0c\u4f46\u53ef\u83b7\u5f97\u6700\u9ad8\u7684\u97f3\u9891\u7ec6\u8282\u4e0e\u4e00\u81f4\u6027\u3002<\/strong><\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"1003\" height=\"741\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-111.png\" alt=\"\" class=\"wp-image-27339\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-111.png 1003w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-111-300x222.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-111-768x567.png 768w\" sizes=\"(max-width: 1003px) 100vw, 1003px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"946\" height=\"304\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-114.png\" alt=\"\" class=\"wp-image-27367\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-114.png 946w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-114-300x96.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-114-768x247.png 768w\" sizes=\"(max-width: 946px) 100vw, 946px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"963\" height=\"333\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-115.png\" alt=\"\" class=\"wp-image-27368\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-115.png 963w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-115-300x104.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-115-768x266.png 768w\" sizes=\"(max-width: 963px) 100vw, 963px\" \/><\/figure>\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\/2025\/06\/image-116-1024x378.png\" alt=\"\" class=\"wp-image-27370\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-116-1024x378.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-116-300x111.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-116-768x283.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-116.png 1255w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u672c\u6587\u4ecb\u7ecd\u4e86 VITA-Audio\uff0c\u8fd9\u662f\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u6846\u67b6\uff0c\u5176\u6838\u5fc3\u5728\u4e8e\u5f15\u5165\u72ec\u7acb\u9ad8\u6548\u7684\u591a\u91cd\u8de8\u6a21\u6001\u4ee4\u724c\u9884\u6d4b\uff08MCTP\uff09\u6a21\u5757\uff0c\u80fd\u591f\u76f4\u63a5\u4ece\u6587\u672c Token \u4e0e LLM Hidden States \u4e2d\u751f\u6210\u97f3\u9891\u54cd\u5e94\uff0c\u65e0\u9700\u4f9d\u8d56 LLM \u7684\u5168\u5c40\u8bed\u4e49\u5efa\u6a21\uff0c\u4ec5\u901a\u8fc7\u7b80\u5355\u6620\u5c04\u5373\u53ef\u5b8c\u6210\u6587\u672c\u9690\u85cf\u6001\u5230\u97f3\u9891\u4ee4\u724c\u7684\u8f6c\u6362\u3002&nbsp;<\/p>\n\n\n\n<p>\u5b9e\u9a8c\u8868\u660e\uff0cVITA-Audio \u5728\u4ec5\u4ec5\u4f7f\u7528\u5f00\u6e90\u6570\u636e\u7684\u60c5\u51b5\u4e0b\uff0c\u5728 ASR\u3001TTS \u548c SQA \u4efb\u52a1\u7684\u591a\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u5747\u8dfb\u8eab\u540c\u53c2\u6570\u91cf\u7ea7\u5f00\u6e90\u6a21\u578b\u7684\u7b2c\u4e00\u68af\u961f\uff1b\u540c\u65f6\uff0c\u5176\u63a8\u7406\u901f\u5ea6\u4e0e\u54cd\u5e94\u5ef6\u8fdf\u4e5f\u53d6\u5f97\u4e86\u663e\u8457\u7a81\u7834\u3002\u7531\u6b64\uff0cVITA-Audio \u4e3a\u5b9e\u65f6\u8bed\u97f3\u5230\u8bed\u97f3\u751f\u6210\u6811\u7acb\u4e86\u5168\u65b0\u7684\u8303\u5f0f\u3002\u00a0<\/p>\n","protected":false},"excerpt":{"rendered":"<p>VITA-Audio: Fast Interleaved Cross-Modal Token Generati &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2025\/06\/29\/vita-audio\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">VITA-Audio\uff1a\u9ad8\u6548\u3001\u4f4e\u5ef6\u8fdf\u7684\u5b9e\u65f6\u7aef\u5230\u7aef\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":[4,9,38,34],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/26989"}],"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=26989"}],"version-history":[{"count":31,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/26989\/revisions"}],"predecessor-version":[{"id":27371,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/26989\/revisions\/27371"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=26989"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=26989"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=26989"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}