{"id":23773,"date":"2025-01-14T20:13:42","date_gmt":"2025-01-14T12:13:42","guid":{"rendered":"http:\/\/139.9.1.231\/?p=23773"},"modified":"2025-01-15T15:00:28","modified_gmt":"2025-01-15T07:00:28","slug":"slam-omni","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2025\/01\/14\/slam-omni\/","title":{"rendered":"SLAM-Omni: \u5355\u9636\u6bb5\u8bad\u7ec3\u4e0b\u652f\u6301\u53ef\u63a7\u97f3\u8272\u7684\u8bed\u97f3\u5bf9\u8bdd\u6a21\u578b"},"content":{"rendered":"\n<p>\u8fd1\u51e0\u4e2a\u6708\u6765\uff0c\u8bb8\u591a\u7aef\u5230\u7aef\u7684\u8bed\u97f3\u5bf9\u8bdd\u7cfb\u7edf\u6d8c\u73b0\uff0c\u65e8\u5728\u89e3\u51b3\u7ea7\u8054\u7cfb\u7edf\u4e2d\u4ea4\u4e92\u5ef6\u8fdf\u8fc7\u9ad8\u4ee5\u53ca\u57fa\u4e8e\u6587\u672c\u4ea4\u4e92\u4e0b\u526f\u8bed\u8a00\u4fe1\u606f\u4e22\u5931\u7684\u95ee\u9898\u3002\u7136\u800c\uff0c\u76ee\u524d\u5927\u591a\u6570\u8bed\u97f3\u5bf9\u8bdd\u6a21\u578b\u4f9d\u8d56\u4e8e\u5927\u91cf\u7684\u8bed\u97f3\u5bf9\u8bdd\u6570\u636e\u4ee5\u53ca\u9ad8\u6602\u7684\u8bad\u7ec3\u4ee3\u4ef7\uff0c\u4e14\u5b58\u5728\u54cd\u5e94\u97f3\u8272\u5355\u4e00\u7684\u5f0a\u7aef\u3002<\/p>\n\n\n\n<p>\u8fd1\u65e5\uff0c\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u8ba1\u7b97\u673a\u7cfbX-LANCE\u5b9e\u9a8c\u5ba4\u8054\u5408\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63a8\u51fa\u4e86<strong>\u9762\u5411\u4f4e\u8d44\u6e90\u573a\u666f\u4e0b\u652f\u6301\u53ef\u63a7\u97f3\u8272\u7684\u8bed\u97f3\u5bf9\u8bdd\u6a21\u578b\u2014\u2014SLAM-Omni<\/strong>\u3002\u8be5\u6a21\u578b\u53ea\u9700\u8981\u5728<strong>4\u5f20GPU\u4e0a\u5355\u9636\u6bb5\u8bad\u7ec315\u5c0f\u65f6\uff0c\u5373\u53ef\u83b7\u5f97\u8fdc\u8d85\u6b64\u524d\u540c\u7b49\u89c4\u6a21\u6a21\u578b\u7684\u5bf9\u8bdd\u80fd\u529b<\/strong>\uff0c\u5e76\u4e14\u5177\u6709\u4f18\u8d8a\u7684\u8bed\u97f3\u8d28\u91cf\u4ee5\u53ca\u751f\u6210\u8bed\u97f3-\u6587\u672c\u4e00\u81f4\u6027\u3002\u5728\u66f4\u5927\u89c4\u6a21\u6570\u636e\u96c6\u4e0a\u7684\u5b9e\u9a8c\u8868\u660eSLAM-Omni\u5728\u4e2d\u6587\u5bf9\u8bdd\u4ee5\u53ca\u591a\u8f6e\u5bf9\u8bdd\u4e0a\u90fd\u6709\u4e0d\u4fd7\u7684\u8868\u73b0\u3002<\/p>\n\n\n\n<ul class=\"has-light-pink-background-color has-background\"><li><strong>\u8bba\u6587\u94fe\u63a5\uff1a<em><a href=\"https:\/\/arxiv.org\/abs\/2412.15649\">https:\/\/arxiv.org\/abs\/2412.15649<\/a><\/em><\/strong><\/li><li><strong>Demo\u5c55\u793a\uff1a<\/strong><a href=\"https:\/\/slam-omni.github.io\/\"><em>https:\/\/slam-omni.github.io\/<\/em><\/a><\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"970\" height=\"298\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-42.png\" alt=\"\" class=\"wp-image-23808\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-42.png 970w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-42-300x92.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-42-768x236.png 768w\" sizes=\"(max-width: 970px) 100vw, 970px\" \/><\/figure>\n\n\n\n<h2><strong>\u8bed\u97f3\u5bf9\u8bdd\u7cfb\u7edf\u5efa\u6a21<\/strong><\/h2>\n\n\n\n<p>\u672c\u6587\u9996\u5148\u63a2\u7d22\u4e86\u4e3b\u6d41\u7684\u8bed\u97f3\u5bf9\u8bdd\u7cfb\u7edf\u5efa\u6a21\u65b9\u6848\uff0c\u73b0\u6709\u7aef\u5230\u7aef\u7cfb\u7edf<strong>\u4e3b\u8981\u901a\u8fc7\u5c06\u6587\u672c\u4f5c\u4e3a\u4e2d\u95f4\u8f93\u51fa\u6216\u9690\u85cf\u72b6\u6001\u6765\u5229\u7528\u9884\u8bad\u7ec3\u7684\u5927\u8bed\u8a00\u6a21\u578b<\/strong>\uff08LLM\uff09\u3002\u8fd9\u4e9b\u65b9\u6cd5\u53ef\u4ee5\u5206\u4e3a\u6587\u672c\u9a71\u52a8\u5efa\u6a21\u548c\u97f3\u9891-\u6587\u672c\u8054\u5408\u5efa\u6a21\u4e24\u7c7b\u3002<\/p>\n\n\n\n<p>\u6587\u672c\u9a71\u52a8\u5efa\u6a21\u4fdd\u7559\u4e86LLM\u539f\u59cb\u67b6\u6784\uff0c\u5c06\u6587\u672c\u9690\u72b6\u6001\u4f20\u9012\u7ed9\u8bed\u97f3\u89e3\u7801\u5668\u751f\u6210\u97f3\u9891\uff0c\u80fd\u591f\u6709\u6548\u4fdd\u7559LLM\u7684\u77e5\u8bc6\uff0c<strong>\u4f7f\u7528\u5176\u9690\u85cf\u72b6\u6001\u4f5c\u4e3a\u8bed\u97f3\u89e3\u7801\u5668\u7684\u8f93\u5165\u7528\u4e8e\u97f3\u9891\u751f\u6210<\/strong>\uff0c\u4f46\u7531\u4e8e\u53ea\u4f7f\u7528\u6587\u672ctokens\u8fdb\u884c\u81ea\u56de\u5f52\u5efa\u6a21\uff0c\u96be\u4ee5\u6355\u6349\u97f3\u9891\u7684\u60c5\u611f\u548c\u8bed\u8c03\u7b49\u526f\u8bed\u8a00\u7279\u5f81\u3002<strong>\u97f3\u9891-\u6587\u672c\u8054\u5408\u5efa\u6a21\u5206\u4e3a\u4ea4\u66ff\u548c\u5e76\u884c\u4e24\u79cd\u8303\u5f0f<\/strong>\uff0c\u5747<strong>\u5c06\u97f3\u9891 tokens\u52a0\u5165\u81ea\u56de\u5f52\u5efa\u6a21<\/strong>\uff0c\u7406\u8bba\u4e0a\u63d0\u5347\u5bf9\u975e\u8bed\u8a00\u4fe1\u606f\u7684\u5efa\u6a21\u80fd\u529b\u3002<strong>\u4ea4\u66ff\u8303\u5f0f\u901a\u8fc7\u4ea4\u66ff\u4f7f\u7528\u6587\u672c\u548c\u97f3\u9891tokens\u8fdb\u884c\u751f\u6210\uff0c\u9700\u8981\u5927\u91cf\u7684\u8bed\u97f3-\u6587\u672c\u4ea4\u66ff\u6570\u636e\u5e76\u91cd\u65b0\u8bad\u7ec3LLM\u3002\u800c\u5e76\u884c\u8303\u5f0f\u5219\u5e76\u884c\u5730\u5bf9\u6587\u672c\u548c\u97f3\u9891tokens\u81ea\u56de\u5f52\u751f\u6210\u3002<\/strong>SLAM-Omni\u5728\u6b64\u57fa\u7840\u4e0a\uff0c<strong>\u901a\u8fc7\u9884\u6d4b\u5355\u5c42\u8bed\u4e49tokens\u5e76\u7ed3\u5408\u8bed\u4e49\u5206\u7ec4\u5efa\u6a21\u7684\u65b9\u5f0f\u6765\u52a0\u901f\u97f3\u9891\u751f\u6210\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u8bad\u7ec3\u6210\u672c\u3002<\/strong><\/p>\n\n\n\n<p class=\"has-light-gray-background-color has-background\"><strong>\u4e3b\u8981\u8d21\u732e\uff1a<\/strong><\/p>\n\n\n\n<ul><li>\u63d0\u51fa\u4e86\u7b2c\u4e00\u4e2a\u9488\u5bf9\u5177\u6709\u8bf4\u8bdd\u8005\u89e3\u8026\u8bed\u4e49token\u7684\u8bed\u97f3\u4ea4\u4e92\u7cfb\u7edf\u7684\u96f6\u6837\u672c\u97f3\u8272\u63a7\u5236\u89e3\u51b3\u65b9\u6848\u3002<\/li><li>\u63d0\u51fa\u8bed\u4e49\u7ec4\u5efa\u6a21\u65b9\u6cd5\u6765\u52a0\u901f\u5355\u5c42\u8bed\u4e49\u8bed\u97f3\u6807\u8bb0\u751f\u6210\u548c\u6a21\u578b\u8bad\u7ec3\u3002 <\/li><li>\u5386\u53f2\u6587\u672c\u63d0\u793a\u662f\u4e3a\u4e86\u5728SDM\u3010Existing spoken dialogue models\u3011 \u4e2d\u8fdb\u884c\u9ad8\u6548\u7684\u591a\u8f6e\u5386\u53f2\u5efa\u6a21\u800c\u63d0\u51fa\u7684\u3002 <\/li><li>SLAM-Omni \u662f\u7b2c\u4e00\u4e2a\u5b9e\u73b0<strong>\u5355\u9636\u6bb5\u8bad\u7ec3\u7684\u8bed\u97f3\u52a9\u624b\uff0c\u9700\u8981\u6700\u5c11\u7684\u6570\u636e\u548c\u8ba1\u7b97\u8d44\u6e90<\/strong>\u3002 <\/li><li>\u5b9e\u9a8c\u8868\u660e\uff0cSLAM-Omni \u5728\u6587\u672c\u76f8\u5173\u4efb\u52a1\u4e0a\u4f18\u4e8e\u7c7b\u4f3c\u89c4\u6a21\u7684\u5148\u524d\u6a21\u578b\uff0c\u5e76\u4e14\u5728\u6240\u6709\u73b0\u6709 SDM \u4e2d\u5728\u58f0\u5b66\u8d28\u91cf\u548c\u8bed\u97f3\u6587\u672c\u5bf9\u9f50\u65b9\u9762\u8868\u73b0\u51fa\u5353\u8d8a\u7684\u6027\u80fd\u3002\u66f4\u5927\u6570\u636e\u96c6\u4e0a\u7684\u7ed3\u679c\u8bc1\u660e\u4e86\u5176\u591a\u8bed\u8a00\u548c\u591a\u8f6e\u5bf9\u8bdd\u80fd\u529b\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"584\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-55-1024x584.png\" alt=\"\" class=\"wp-image-23847\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-55-1024x584.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-55-300x171.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-55-768x438.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-55.png 1342w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2><strong>\u65b9\u6cd5<\/strong><\/h2>\n\n\n\n<h3><strong>\u6a21\u578b\u6982\u8ff0<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"587\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-56-1024x587.png\" alt=\"\" class=\"wp-image-23849\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-56-1024x587.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-56-300x172.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-56-768x440.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-56.png 1477w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>SLAM-Omni\u901a\u8fc7\u5c06<strong>\u7cfb\u7edf\u63d0\u793a\u3001\u5386\u53f2\u6587\u672c\u63d0\u793a\u548c\u7528\u6237\u8bed\u97f3\u5d4c\u5165\u62fc\u63a5\u4f5c\u4e3a\u8f93\u5165<\/strong>\uff0c\u5e76\u5728Vocoder\u4e2d<strong>\u901a\u8fc7\u8bed\u8005\u63d0\u793a\u6765\u63a7\u5236\u97f3\u8272\u3010<\/strong> <strong>\u501f\u9274TTS\u6a21\u578b<\/strong> cosyvoice\uff1a <strong>\u6761\u4ef6\u6d41\u5339\u914d\u6a21\u578b<\/strong> +HifiGAN\u3011\uff1b\u540c\u65f6\uff0c\u91c7\u7528<strong>\u8bed\u4e49\u5206\u7ec4\u5efa\u6a21\u52a0\u901f\u81ea\u56de\u5f52\u8fc7\u7a0b\u4e2d\u7684\u8bed\u97f3token\u751f\u6210\u3002<\/strong><\/p>\n\n\n\n<h3><strong>\u8f93\u5165\u8bed\u97f3\u5efa\u6a21<\/strong><\/h3>\n\n\n\n<p>SLAM-Omni\u4f7f\u7528Whisper\u7f16\u7801\u5668\u4ece\u7528\u6237\u8bed\u97f3\u6307\u4ee4\u4e2d\u63d0\u53d6\u97f3\u9891\u7279\u5f81\uff0850 Hz\uff09\u3002Whisper\u4f5c\u4e3a\u5728\u5927\u89c4\u6a21\u8de8\u8bed\u8a00\u8bed\u97f3\u6570\u636e\u4e0a\u8bad\u7ec3\u7684\u8bed\u97f3\u8bc6\u522b\u6a21\u578b\uff0c\u63d0\u4f9b\u4e86\u7cbe\u51c6\u7684\u8f6c\u5f55\u548c\u5f3a\u5927\u7684\u591a\u8bed\u8a00\u652f\u6301\uff0c\u662fSLAM-Omni\u5b9e\u73b0\u591a\u8f6e\u591a\u8bed\u8a00\u5bf9\u8bdd\u80fd\u529b\u7684\u57fa\u7840\u3002\u6211\u4eec\u901a\u8fc7\u964d\u91c7\u6837\u5904\u7406\u97f3\u9891\u7279\u5f81\uff0c\u5c06\u591a\u4e2a\u8fde\u7eed\u5e27\u5408\u5e76\uff0c\u5e76\u901a\u8fc7\u7ebf\u6027\u6295\u5f71\u5c06\u5176\u8f6c\u6362\u4e3a\u4e0eLLM\u5d4c\u5165\u7ef4\u5ea6\u5bf9\u9f50\u7684\u5f62\u5f0f\u3002\u8fd9\u4e9b\u5904\u7406\u540e\u7684\u97f3\u9891\u7279\u5f81\u4e0e\u6587\u672c\u63d0\u793a\u5d4c\u5165\u4e00\u8d77\uff0c\u4f5c\u4e3a\u8f93\u5165\u4f20\u9012\u7ed9LLM\u3002<\/p>\n\n\n\n<h3><strong>\u8f93\u51fa\u8bed\u97f3\u5efa\u6a21<\/strong><\/h3>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-45.png\" alt=\"\" class=\"wp-image-23813\" width=\"375\" height=\"180\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-45.png 919w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-45-300x144.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-45-768x369.png 768w\" sizes=\"(max-width: 375px) 100vw, 375px\" \/><\/figure><\/div>\n\n\n\n<p>\u5728\u8bed\u97f3\u8f93\u51fa\u65b9\u9762\uff0cSLAM-Omni\u91c7\u7528<strong>\u5e76\u884c\u7684\u97f3\u9891-\u6587\u672c\u8054\u5408\u5efa\u6a21<\/strong>\uff0c\u5e76\u884c\u5730\u81ea\u56de\u5f52\u9884\u6d4b\u6587\u672c\u548c\u97f3\u9891\u7684\u8bed\u4e49tokens\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u6269\u5c55\u4e86LLM\u7684\u8bcd\u8868\uff0c<strong>\u65b0\u589e\u4e86\u97f3\u9891tokens\u7684\u7801\u672c<\/strong>\uff0c\u5e76\u5c06\u539f\u59cb\u7684\u8bcd\u5d4c\u5165\u77e9\u9635\u4e0e\u65b0\u5d4c\u5165\u5408\u5e76\u3002\u5728\u6bcf\u4e2a\u751f\u6210\u6b65\u9aa4\u4e2d\uff0c<strong>LLM\u8f93\u51fa\u7684logits\u5305\u542b\u4e86\u6587\u672c\u548c\u97f3\u9891tokens\u7684\u9884\u6d4b\u5206\u5e03<\/strong>\u3002\u7136\u800c\uff0c\u7531\u4e8e<strong>\u6587\u672ctokens\uff08\u7ea6\u4e3a3Hz\uff09\u548c\u97f3\u9891\u8bed\u4e49tokens\uff0850Hz\uff09\u7684\u9891\u7387\u5dee\u5f02<\/strong>\uff0c\u76f4\u63a5\u4ee5\u76f8\u540c\u901f\u7387\u751f\u6210\u8fd9\u4e24\u79cdtokens\u4f1a\u5bfc\u81f4\u8bed\u97f3\u5bf9\u8bdd\u6a21\u578b\u7684\u8bad\u7ec3\u548c\u63a8\u7406\u6210\u672c\u5927\u5e45\u589e\u52a0\uff0c\u540c\u65f6\u589e\u52a0\u4e86\u5b9e\u65f6\u8bed\u97f3\u751f\u6210\u7684\u5ef6\u8fdf\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u672c\u6587\u63d0\u51fa\u4e86<strong>\u201c\u8bed\u4e49\u5206\u7ec4\u5efa\u6a21\u201d\u65b9\u6cd5<\/strong>\uff0c<strong>\u6bcf\u6b65\u751f\u6210\u591a\u4e2a\u97f3\u9891tokens\uff0c\u4ece\u800c\u7f13\u89e3\u9891\u7387\u4e0d\u5339\u914d\u5e26\u6765\u7684\u6311\u6218<\/strong>\u3002\u8be5\u65b9\u6cd5<strong>\u901a\u8fc7\u7ebf\u6027\u5c42\u5c06\u97f3\u9891logits\u6295\u5f71\u5230\u5206\u7ec4logits\u4e2d\uff0c\u5e76\u5bf9\u5e94\u7684\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5c06\u539f\u8bed\u4e49token\u5e8f\u5217\u6309\u7ec4\u8fdb\u884c\u5212\u5206<\/strong>\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u6a21\u578b\u80fd\u591f\u5728\u81ea\u56de\u5f52\u8fc7\u7a0b\u7684\u6bcf\u6b65\u4e2d\u540c\u65f6\u5904\u7406\u591a\u4e2a\u97f3\u9891tokens\uff0c\u4ece\u800c\u52a0\u901f\u8bed\u97f3\u751f\u6210\u5e76\u6781\u5927\u5730\u964d\u4f4e\u8bad\u7ec3\u548c\u63a8\u7406\u7684\u6210\u672c\u3002\u6a21\u578b\u7684\u8bad\u7ec3\u76ee\u6807\u53ef\u4ee5\u8868\u793a\u4e3a\u6587\u672c\u5c42\u548c\u97f3\u9891\u5c42\u4ea4\u53c9\u71b5\u635f\u5931\u7684\u52a0\u6743\u548c\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-46.png\" alt=\"\" class=\"wp-image-23814\" width=\"399\" height=\"208\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-46.png 535w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-46-300x156.png 300w\" sizes=\"(max-width: 399px) 100vw, 399px\" 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class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-47.png\" alt=\"\" class=\"wp-image-23816\" width=\"554\" height=\"285\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-47.png 745w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-47-300x155.png 300w\" sizes=\"(max-width: 554px) 100vw, 554px\" 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class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"760\" height=\"256\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-48.png\" alt=\"\" class=\"wp-image-23819\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-48.png 760w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-48-300x101.png 300w\" sizes=\"(max-width: 760px) 100vw, 760px\" \/><\/figure>\n\n\n\n<p>\u7531\u4e8e\u5927\u591a\u6570\u5f00\u6e90\u7684\u5bf9\u8bdd\u6570\u636e\u96c6\u4ec5\u4e3a\u6587\u672c\u683c\u5f0f\uff0c\u6211\u4eec\u901a\u8fc7zero-shot TTS\u7cfb\u7edf\u5408\u6210\u8bed\u97f3\u5bf9\u8bdd\u8bed\u6599\u3002\u5177\u4f53\u800c\u8a00\uff0c\u6211\u4eec<strong>\u4f7f\u7528CosyVoice\u6a21\u578b\u751f\u6210\u7528\u6237\u8f93\u5165\u7684\u8bed\u97f3<\/strong>\uff0c\u540c\u65f6\u968f\u673a\u4ece\u97f3\u8272\u5e93\u4e2d\u62bd\u53d6\u8bed\u8005\u63d0\u793a\uff0c\u4ee5\u63a7\u5236\u97f3\u8272\u3002<strong>\u5bf9\u4e8e\u8bed\u97f3\u54cd\u5e94\uff0c\u6211\u4eec\u4f7f\u7528CosyVoice\u6a21\u578b\u751f\u6210\u8bed\u4e49tokens\uff0c\u5b83\u4eec\u5728SLAM-Omni\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4f5c\u4e3a\u76ee\u6807\u97f3\u9891tokens\u4f7f\u7528\u3002<\/strong>\u6211\u4eec\u4f7f\u7528\u7684\u8bad\u7ec3\u6570\u636e\u96c6\u5305\u62ecVoiceAssistant-400K\u3001\u82f1\u8bed\u591a\u8f6e\u6570\u636e\u96c6UltraChat\u548c\u4e2d\u6587\u5bf9\u8bdd\u6570\u636e\u96c6Belle_train_3.5M_CN\u3002\u4e3a\u4e86\u786e\u4fdd\u6570\u636e\u8d28\u91cf\uff0c\u6211\u4eec\u6e05\u7406\u4e86\u6570\u636e\u4e2d\u7684\u4e66\u9762\u4f53\uff08\u5982\u8868\u60c5\u7b26\u53f7\u3001URL\u7b49\uff09\uff0c\u5e76\u9650\u5236\u4e86\u8bed\u97f3\u95ee\u9898\u548c\u54cd\u5e94\u7684\u65f6\u957f\uff0c\u4ee5\u66f4\u597d\u5730\u6a21\u62df\u81ea\u7136\u5bf9\u8bdd\u573a\u666f\u3002\u5728SLAM-Omni\u7684\u4e3b\u8981\u5b9e\u9a8c\u4e2d\uff0c\u4ec5\u4f7f\u7528VoiceAssistant-400K\u6570\u636e\u96c6\uff0c\u5176\u4ed6\u6570\u636e\u96c6\u5219\u7528\u4e8e\u8865\u5145\u5b9e\u9a8c\uff0c\u8bc4\u4f30\u6a21\u578b\u5728\u591a\u8f6e\u548c\u591a\u8bed\u8a00\u5bf9\u8bdd\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u7528\u6237\u8f93\u5165\uff0c\u91c7\u7528CosyVoice-300M\u6a21\u578b\u6765\u4ea7\u751f\u76f8\u5e94\u7684\u8bed\u97f3\u3002\u58f0\u97f3\u97f3\u8272\u662f\u901a\u8fc7\u4ece\u97f3\u8272\u5e93\u4e2d\u968f\u673a\u91c7\u6837\u626c\u58f0\u5668\u63d0\u793a\u6765\u63a7\u5236\u7684\uff0c\u8be5\u97f3\u8272\u5e93\u5305\u542b\u6765\u81easeed-tts-eval3\u76841007\u4e2a\u82f1\u8bed\u548c1010\u4e2a\u4e2d\u6587\u4eba\u7c7b\u97f3\u9891\u63d0\u793a\u3002\u5bf9\u4e8e\u52a9\u7406\u54cd\u5e94\uff0c\u6211\u4eec\u4f7f\u7528 CosyVoice-300M-SFT \u7684\u6587\u672c\u5230\u4ee4\u724c LLM \u6765\u751f\u6210<strong>\u8bed\u4e49\u4ee4\u724c<\/strong>\uff0c<strong>\u8fd9\u4e9b\u4ee4\u724c\u5728 SLAM-Omni \u8bad\u7ec3\u671f\u95f4\u7528\u4f5c\u76ee\u6807\u97f3\u9891\u4ee4\u724c<\/strong><\/p>\n\n\n\n<p>\u5728\u8bad\u7ec3\u548c\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u4e3a\u786e\u4fdd\u5728\u4f4e\u8d44\u6e90\u73af\u5883\u4e0b\u7684\u516c\u5e73\u6bd4\u8f83\uff0c\u6211\u4eec\u4f7f\u7528<strong>Qwen2-0.5B\u4f5c\u4e3aLLM\u9aa8\u5e72\uff0c\u5e76\u9009\u62e9Whisper-small\u4f5c\u4e3a\u8bed\u97f3\u7f16\u89e3\u7801\u5668<\/strong>\u3002\u5728\u4e3b\u8981\u5b9e\u9a8c\u4e2d\uff0cSLAM-Omni\u91c7\u7528\u7684<strong>\u8bed\u4e49\u5206\u7ec4\u5927\u5c0f\u4e3aG = 3<\/strong>\u3002\u5728<strong>\u5355\u9636\u6bb5\u8bad\u7ec3\u4e2d\uff0cSLAM-Omni\u8fdb\u884c\u5168\u91cf\u5fae\u8c03\uff0c\u53ea\u6709Whisper\u7f16\u7801\u5668\u4fdd\u6301\u51bb\u7ed3<\/strong>\u3002\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u5927\u7ea6\u9700\u8981\u5728<strong>4\u4e2aA100 GPU\u4e0a\u8fdb\u884c15\u5c0f\u65f6<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"774\" height=\"361\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-49.png\" alt=\"\" class=\"wp-image-23820\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-49.png 774w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-49-300x140.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-49-768x358.png 768w\" sizes=\"(max-width: 774px) 100vw, 774px\" \/><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u5168\u9762\u8bc4\u4f30\u8bed\u97f3\u5bf9\u8bdd\u6a21\u578b\u7684\u8bed\u97f3\u4ea4\u4e92\u80fd\u529b\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u4e2a\u65b0\u7684\u8bc4\u6d4b\u6846\u67b6\uff0c\u6db5\u76d6\u7406\u89e3\u3001\u63a8\u7406\u548c\u53e3\u8bed\u5bf9\u8bdd\u4e09\u4e2a\u5173\u952e\u73af\u8282\u3002\u901a\u8fc7\u8bbe\u8ba1\u516b\u4e2a\u6d4b\u8bd5\u96c6\uff0c\u6211\u4eec\u5206\u522b\u4ece\u8fd9\u4e09\u65b9\u9762\u8003\u5bdf\u6a21\u578b\u7684\u8868\u73b0\u3002\u5728\u201c\u7406\u89e3\u201d\u90e8\u5206\uff0c\u8bc4\u4f30\u6a21\u578b\u662f\u5426\u80fd\u591f\u7406\u89e3\u5e76\u8ddf\u968f\u7528\u6237\u6307\u4ee4\uff1b\u5728\u201c\u63a8\u7406\u201d\u90e8\u5206\uff0c\u901a\u8fc7\u903b\u8f91\u3001\u6570\u5b66\u548c\u5e38\u8bc6\u95ee\u9898\u6d4b\u8bd5\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\uff1b\u800c\u5728\u201c\u53e3\u8bed\u5bf9\u8bdd\u201d\u90e8\u5206\uff0c\u6211\u4eec\u6d4b\u8bd5\u6a21\u578b\u5728\u5f00\u653e\u5f0f\u5bf9\u8bdd\u573a\u666f\u4e0b\u7684\u4ea4\u4e92\u80fd\u529b\u3002\u8bc4\u4f30\u6307\u6807\u5305\u62ec\u5185\u5bb9\u8d28\u91cf\uff08\u901a\u8fc7ChatGPT\u8bc4\u5206\uff09\u3001\u8bed\u97f3\u8d28\u91cf\uff08\u901a\u8fc7UTMOS\u8bc4\u5206\uff09\u4ee5\u53ca\u8bed\u97f3\u4e0e\u6587\u672c\u7684\u4e00\u81f4\u6027\uff08\u901a\u8fc7WER\u8bc4\u5206\uff09\u3002<\/p>\n\n\n\n<h2><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"311\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-50-1024x311.png\" alt=\"\" class=\"wp-image-23822\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-50-1024x311.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-50-300x91.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-50-768x233.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-50.png 1506w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cSLAM-Omni\u5728\u4f4e\u8d44\u6e90\u573a\u666f\u4e0b\u7684\u8868\u73b0\u8d85\u8d8a\u4e86\u540c\u89c4\u6a21\u7684\u8bed\u97f3\u5bf9\u8bdd\u6a21\u578b\uff0c\u5728\u8bed\u97f3\u5185\u5bb9\u3001\u97f3\u9891\u8d28\u91cf\u548c\u8bed\u97f3-\u6587\u672c\u4e00\u81f4\u6027\u4e0a\u663e\u8457\u63d0\u5347\uff0c\u7279\u522b\u662f\u5728UTMOS\u548cASR-WER\u8bc4\u5206\u4e0a\u8868\u73b0\u7a81\u51fa\uff0c\u663e\u793a\u51fa\u5176\u5728\u97f3\u9891\u5efa\u6a21\u65b9\u9762\u7684\u4f18\u52bf\u3002\u5728ChatGPT\u8bc4\u6d4b\u4e2d\uff0c\u5c3d\u7ba1\u548c\u66f4\u5927\u89c4\u6a21\u7684\u6a21\u578b\u76f8\u6bd4\u4ecd\u5b58\u5728\u5dee\u8ddd\uff0cSLAM-Omni\u5728\u7406\u89e3\u3001\u63a8\u7406\u548c\u53e3\u8bed\u5bf9\u8bdd\u80fd\u529b\u4e0a\u663e\u8457\u8d85\u8d8a\u4e86\u540c\u89c4\u6a21\u7684Mini-Omni\u7cfb\u5217\uff0c\u8868\u660e\u5176\u4fdd\u7559\u4e86\u66f4\u591a\u7684\u9884\u8bad\u7ec3LLM\u77e5\u8bc6\u548c\u6307\u4ee4\u8ddf\u968f\u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"721\" height=\"277\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-51.png\" alt=\"\" class=\"wp-image-23823\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-51.png 721w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-51-300x115.png 300w\" sizes=\"(max-width: 721px) 100vw, 721px\" 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srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-52.png 735w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-52-300x120.png 300w\" sizes=\"(max-width: 735px) 100vw, 735px\" 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class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"709\" height=\"232\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-53.png\" alt=\"\" class=\"wp-image-23825\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-53.png 709w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-53-300x98.png 300w\" sizes=\"(max-width: 709px) 100vw, 709px\" \/><\/figure>\n\n\n\n<p><strong>\u5173\u4e8e\u8bad\u7ec3\u7b56\u7565\u7684\u6d88\u878d\u5b9e\u9a8c\u8868\u660e\uff0c<\/strong>\u4f20\u7edf\u7684\u591a\u9636\u6bb5\u8bad\u7ec3\u65b9\u6cd5\u867d\u7136\u80fd\u7565\u5fae\u63d0\u9ad8\u6a21\u578b\u7684\u97f3\u9891-\u6587\u672c\u5bf9\u9f50\u5ea6\uff0c\u4f46\u5728\u8bed\u97f3\u4ea4\u4e92\u4efb\u52a1\u4e0a\u7684\u6574\u4f53\u8868\u73b0\u5e76\u672a\u663e\u8457\u6539\u5584\u3002<strong>\u76f8\u6bd4\u4e4b\u4e0b\uff0cSLAM-Omni\u91c7\u7528\u5355\u9636\u6bb5\u8bad\u7ec3\u7b56\u7565\uff0c\u663e\u8457\u63d0\u9ad8\u4e86ChatGPT\u8bc4\u5206\uff0c\u5e76\u4fdd\u6301\u4e86\u76f8\u5f53\u7684\u97f3\u9891\u8d28\u91cf\u3002\u901a\u8fc7\u76f4\u63a5\u5728\u8bed\u97f3\u5230\u8bed\u97f3\u6570\u636e\u4e0a\u8fdb\u884c\u5355\u9636\u6bb5\u5fae\u8c03\uff0cSLAM-Omni\u80fd\u591f\u66f4\u597d\u5730\u4fdd\u7559\u9884\u8bad\u7ec3LLM\u7684\u77e5\u8bc6\uff0c\u907f\u514d\u4e86\u4f20\u7edf\u9884\u8bad\u7ec3\u4efb\u52a1\u5e26\u6765\u7684\u77e5\u8bc6\u6d41\u5931\u95ee\u9898\uff0c\u63d0\u9ad8\u4e86\u8bad\u7ec3\u6548\u7387\u3002<\/strong><\/p>\n\n\n\n<h2>\u9644\u5f55\uff1a<\/h2>\n\n\n\n<h3>Pre-training Details<\/h3>\n\n\n\n<p>\u5bf9\u4e8eASR\u548cTTS\u9884\u8bad\u7ec3\uff0c\u4e13\u95e8\u4f7f\u7528VoiceAssistant-400K\u6570\u636e\u96c6\u6765\u786e\u4fdd\u4e00\u81f4\u6027\u5e76\u907f\u514d\u5f15\u5165\u5916\u90e8\u6570\u636e\u3002\u5728 ASR \u9884\u8bad\u7ec3\u671f\u95f4\uff0c\u63d0\u4f9b\u8bed\u97f3\u6307\u4ee4\u4f5c\u4e3a\u8f93\u5165\uff0c\u5176\u76f8\u5e94\u7684\u8f6c\u5f55\u6587\u672c\u4f5c\u4e3a\u76ee\u6807\u8f93\u51fa\u3002\u76f8\u53cd\uff0c\u5bf9\u4e8e TTS \u9884\u8bad\u7ec3\uff0c\u8bed\u97f3\u54cd\u5e94\u7684\u8f6c\u5f55\u88ab\u7528\u4f5c\u8f93\u5165\u6587\u672c\uff0c\u800c\u76f8\u5e94\u7684\u8bed\u4e49token\u88ab\u8bbe\u7f6e\u4e3a\u9884\u6d4b\u76ee\u6807\u3002\u4f18\u5316\u548c\u5b66\u4e60\u7b56\u7565\u4e0e\u5fae\u8c03\u671f\u95f4\u91c7\u7528\u7684\u7b56\u7565\u4e00\u81f4\uff0c\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5728 ASR \u9884\u8bad\u7ec3\u671f\u95f4\u4ec5\u8ba1\u7b97\u6587\u672c\u5c42\u635f\u5931\uff0c\u800c TTS 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&hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2025\/01\/14\/slam-omni\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">SLAM-Omni: 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