{"id":18771,"date":"2024-09-14T18:00:19","date_gmt":"2024-09-14T10:00:19","guid":{"rendered":"http:\/\/139.9.1.231\/?p=18771"},"modified":"2024-10-03T16:38:01","modified_gmt":"2024-10-03T08:38:01","slug":"llama-omni","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2024\/09\/14\/llama-omni\/","title":{"rendered":"LLaMA-Omni \u5f00\u6e90\u8bed\u97f3\u4ea4\u4e92\u5927\u6a21\u578b"},"content":{"rendered":"\n<p class=\"has-text-align-center\"><strong>LLaMA-Omni\u662f\u57fa\u4e8eLlama-3.1-8B-Instruct\u6784\u5efa\u7684\u4f4e\u5ef6\u8fdf\u3001\u9ad8\u8d28\u91cf\u7684\u7aef\u5230\u7aef\u8bed\u97f3\u4ea4\u4e92\u6a21\u578b\uff0c\u65e8\u5728\u5b9e\u73b0GPT-4o\u7ea7\u522b\u7684\u8bed\u97f3\u529f\u80fd\u3002<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center\"><strong>HF\u94fe\u63a5<\/strong>&#8211;<em><a href=\"https:\/\/huggingface.co\/ICTNLP\/Llama-3.1-8B-Omni\">https:\/\/huggingface.co\/ICTNLP\/Llama-3.1-8B-Omni<\/a><\/em><\/p>\n\n\n\n<p class=\"has-text-align-center\"><strong>\u8bba\u6587\u94fe\u63a5<\/strong>&#8211;<em><a href=\"https:\/\/arxiv.org\/pdf\/2409.06666\">https:\/\/arxiv.org\/pdf\/2409.06666<\/a><\/em><\/p>\n\n\n\n<p class=\"has-text-align-center\"><strong>\u4ee3\u7801\u94fe\u63a5<\/strong>&#8211;<em><a href=\"https:\/\/github.com\/ictnlp\/LLaMA-Omni\">https:\/\/github.com\/ictnlp\/LLaMA-Omni<\/a><\/em><\/p>\n\n\n\n\n\n<p class=\"has-light-pink-background-color has-background\"><strong>\u603b\u7684\u6765\u8bf4\uff0cLLaMa-Omni\u7684\u8bad\u7ec3\u65b9\u6cd5\u7b2c\u4e00\u9636\u6bb5\u7c7b\u4f3cQwen2Audio\u6a21\u578b\uff0c\u90fd\u662f\u7528whisper large\u4f5c\u4e3a\u97f3\u9891\u7f16\u7801\u5668\uff0c\u201c\u8f93\u5165\u6587\u672c-\u8bed\u97f3\u7279\u5f81-\u6587\u672c\u201d\u7684\u8f93\u5165\uff0c<\/strong>\u8f93\u51fa\u6587\u672c\uff0c\u7528\u4e8e\u8bad\u7ec3LLM\u548c <strong style=\"font-size: revert;\">Speech Adaptor<\/strong> 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token\uff0c\u53ef\u4ee5\u4e00\u8fb9\u8f93\u51fa\uff0c\u4e00\u8fb9\u6d41\u5f0f\u5408\u6210\u8bed\u97f3\u3002\u7b2c\u4e00\u9636\u6bb5\u672c\u8d28\u4e0a\u662f\u8ba9LLM\u62e5\u6709\u201c\u8033\u6735\u201d\uff0c\u7b2c\u4e8c\u9636\u6bb5\u662f\u8ba9LLM\u80fd\u591f\u201d\u8bf4\u8bdd\u201c\u3002\u4f46\u4e00\u4e8c\u9636\u6bb5\u5206\u79bb\u8bad\u7ec3\u4f1a\u4e0d\u4f1a\u5bfc\u81f4\u7b2c\u4e00\u9636\u6bb5LLM\u5b66\u4e60\u5230\u7684\u90fd\u662f\u4e00\u4e9b\u8bed\u4e49\u77e5\u8bc6\uff0c\u58f0\u5b66\u4fe1\u606f\u90fd\u635f\u5931\u6389\u4e86\uff0c\u8fd9\u6837\u7684\u8bdd\u5373\u4f7f\u5728\u7b2c\u4e8c\u9636\u6bb5\u66ff\u6362\u4e0d\u540c\u7684token\u65b9\u6cd5\u4e5f\u5f88\u96be\u4eceLLM\u7684\u8f93\u51fa\u4e2d\u5b66\u4e60\u5230\u58f0\u5b66\u4fe1\u606f\u3002<strong>\u53e6\u5916\uff0c\u5728\u6570\u636e\u96c6\u7684\u5236\u4f5c\u4e0a\uff0c\u4f7f\u7528LJSpeech\u6570\u636e\u96c6\u8bad\u7ec3\u4e86\u4e00\u4e2aTTS\uff0c\u7f3a\u4e4f\u4e30\u5bcc\u7684\u60c5\u611f\u63a7\u5236\uff0c\u540e\u7eed\u53ef\u4ee5\u8003\u8651\u4f7f\u7528Seed-TTS 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\u7cfb\u5217\u7684\u4e24\u4e2a\u6a21\u578b\uff1aQwen2-Audio-7B\u548cQwen2-Audio-7B-Instruct\u3002<\/strong><\/p>\n\n\n\n<h2>LLaMA-Omni\u80cc\u666f\u7b80\u4ecb<\/h2>\n\n\n\n<p>&nbsp;\u4ee5ChatGPT\u4e3a\u4ee3\u8868\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5df2\u7ecf\u6210\u4e3a\u5f3a\u5927\u7684\u901a\u7528\u4efb\u52a1\u6c42\u89e3\u5668\uff0c\u5b83\u4eec\u80fd\u591f\u901a\u8fc7\u5bf9\u8bdd\u4ea4\u4e92\u5e2e\u52a9\u4eba\u4eec\u89e3\u51b3\u65e5\u5e38\u751f\u6d3b\u4e2d\u7684\u95ee\u9898\u3002<strong>\u7136\u800c\uff0c\u5927\u591a\u6570LLM\u76ee\u524d\u53ea\u652f\u6301\u57fa\u4e8e\u6587\u672c\u7684\u4ea4\u4e92\uff0c\u8fd9\u9650\u5236\u4e86\u5b83\u4eec\u5728\u6587\u672c\u8f93\u5165\u548c\u8f93\u51fa\u4e0d\u7406\u60f3\u7684\u60c5\u51b5\u4e0b\u7684\u5e94\u7528\u573a\u666f\u3002<\/strong>\u6700\u8fd1\uff0cGPT4o\u7684\u51fa\u73b0\u4f7f\u5f97\u901a\u8fc7\u8bed\u97f3\u4e0eLLM\u4ea4\u4e92\u6210\u4e3a\u53ef\u80fd\uff0c<strong>\u6309\u7167\u6781\u4f4e\u7684\u5ef6\u8fdf\u54cd\u5e94\u7528\u6237\u7684\u6307\u4ee4\uff0c\u5e76\u663e\u8457\u63d0\u5347\u4e86\u7528\u6237\u4f53\u9a8c\u3002<\/strong>\u7136\u800c\uff0c\u5f00\u6e90\u793e\u533a\u5728\u6784\u5efa\u57fa\u4e8eLLM\u7684\u8bed\u97f3\u4ea4\u4e92\u6a21\u578b\u65b9\u9762\u4ecd\u7136\u7f3a\u4e4f\u63a2\u7d22\u3002\u56e0\u6b64\uff0c\u5982\u4f55\u5229\u7528LLM\u5b9e\u73b0\u4f4e\u5ef6\u8fdf\u548c\u9ad8\u8d28\u91cf\u7684\u8bed\u97f3\u4ea4\u4e92\u6a21\u578b\u662f\u4e00\u4e2a\u4e9f\u5f85\u89e3\u51b3\u7684\u91cd\u5927\u6311\u6218\u3002&nbsp;&nbsp;&nbsp;&nbsp;\u5f53\u524d\uff0c<strong>\u5b9e\u73b0\u4e0eLLM\u7684\u8bed\u97f3\u4ea4\u4e92\u7684\u6700\u7b80\u5355\u65b9\u6cd5\u662f\u901a\u8fc7\u57fa\u4e8e\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u548c\u6587\u672c\u5230\u8bed\u97f3\uff08TTS\uff09\u6a21\u578b\u7684\u4e09\u6bb5\u5f0f\u7ea7\u8054\u7cfb\u7edf\uff0c\u5176\u4e2dASR\u6a21\u578b\u5c06\u7528\u6237\u7684\u8bed\u97f3\u6307\u4ee4\u8f6c\u5f55\u4e3a\u6587\u672c\uff0cTTS\u6a21\u578b\u5c06LLM\u7684\u54cd\u5e94\u5408\u6210\u4e3a\u8bed\u97f3\u3002<\/strong>\u7136\u800c\uff0c\u7531\u4e8e\u7ea7\u8054\u7cfb\u7edf\u987a\u5e8f\u8f93\u51fa\u8f6c\u5f55\u6587\u672c\u3001\u6587\u672c\u54cd\u5e94\u548c\u8bed\u97f3\u54cd\u5e94\uff0c<strong>\u56e0\u6b64\u6574\u4e2a\u7cfb\u7edf\u5f80\u5f80\u5177\u6709\u66f4\u9ad8\u7684\u5ef6\u8fdf\u3002<\/strong><\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u5b66\u8005\u4eec\u76f8\u7ee7\u5df2\u7ecf\u63d0\u51fa\u4e86\u4e00\u4e9b\u591a\u6a21\u6001\u8bed\u97f3\u8bed\u8a00\u6a21\u578b\uff0c\u8fd9\u4e9b\u6a21\u578b\u5c06\u8bed\u97f3\u79bb\u6563\u5316\u4e3a\u6807\u8bb0\uff0c\u5e76\u6269\u5c55LLM\u7684\u8bcd\u6c47\u8868\u4ece\u800c\u652f\u6301\u8bed\u97f3\u8f93\u5165\u548c\u8f93\u51fa\u3002\u8fd9\u79cd\u8bed\u97f3\u8bed\u8a00\u6a21\u578b\u7406\u8bba\u4e0a\u53ef\u4ee5\u76f4\u63a5\u4ece\u8bed\u97f3\u6307\u4ee4\u751f\u6210\u8bed\u97f3\u54cd\u5e94\uff0c\u800c\u65e0\u9700\u4ea7\u751f\u4e2d\u95f4\u6587\u672c\uff0c\u4ece\u800c\u5b9e\u73b0\u6781\u4f4e\u7684\u54cd\u5e94\u5ef6\u8fdf\u3002<strong>\u7136\u800c\uff0c\u5728\u5b9e\u8df5\u4e2d\uff0c\u7531\u4e8e\u6d89\u53ca\u590d\u6742\u7684\u6620\u5c04\uff0c\u76f4\u63a5\u6839\u636e\u8bed\u97f3\u751f\u6210\u8bed\u97f3\u53ef\u80fd\u5177\u6709\u6311\u6218\u6027\uff0c\u56e0\u6b64\u901a\u5e38\u4f1a\u751f\u6210\u4e2d\u95f4\u6587\u672c\u6765\u5b9e\u73b0\u66f4\u9ad8\u7684\u751f\u6210\u8d28\u91cf\uff0c\u7136\u800c\u8fd9\u4f1a\u727a\u7272\u4e00\u4e9b\u54cd\u5e94\u5ef6\u8fdf\u3002<\/strong><\/p>\n\n\n\n<h2>LLaMA-Omni\u7b97\u6cd5\u7b80\u4ecb<\/h2>\n\n\n\n<p>LLaMA-Omni\u7531\u8bed\u97f3\u7f16\u7801\u5668\u3001\u8bed\u97f3\u9002\u914d\u5668\u3001LLM\u548c<strong>\u6d41\u5f0f\u8bed\u97f3\u89e3\u7801\u5668<\/strong>\u7ec4\u6210\u3002LLM\u7528\u6237\u7684\u8bed\u97f3\u6307\u4ee4\u7531\u8bed\u97f3\u7f16\u7801\u5668\u7f16\u7801\uff0c\u7136\u540e\u7531\u8bed\u97f3\u9002\u914d\u5668\u7f16\u7801\uff0c\u7136\u540e\u8f93\u5165\u5230LLM\u4e2d\u3002<strong>LLM\u76f4\u63a5\u4ece\u8bed\u97f3\u6307\u4ee4\u89e3\u7801\u6587\u672c\u54cd\u5e94\uff0c\u800c\u4e0d\u9996\u5148\u5c06\u8bed\u97f3\u8f6c\u5f55\u6210\u6587\u672c<\/strong>\u3002\u8bed\u97f3\u89e3\u7801\u5668\u662f\u975e\u81ea\u56de\u5f52\uff08NAR\uff09\u6d41\u5f0f\u4f20\u8f93Transformer\uff0c\u5176\u5c06LLM\u7684\u8f93\u51fa\u9690\u85cf\u72b6\u6001LLM\u4f5c\u4e3a\u8f93\u5165\u5e76\u4f7f\u7528\u8fde\u63a5\u4e3b\u4e49\u65f6\u95f4\u5206\u7c7b\uff08CTC\uff09\u6765\u9884\u6d4b\u5bf9\u5e94\u4e8e\u8bed\u97f3\u54cd\u5e94\u7684\u79bb\u6563\u5355\u5143\u7684\u5e8f\u5217\u3002 <strong>\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u5f53LLM\u81ea\u56de\u5f52\u751f\u6210\u6587\u672c\u54cd\u5e94\u65f6\uff0c\u8bed\u97f3\u89e3\u7801\u5668\u540c\u65f6\u751f\u6210\u76f8\u5e94\u7684\u79bb\u6563\u5355\u5143\u3002<\/strong>\u4e3a\u4e86\u66f4\u597d\u5730\u9002\u5e94\u8bed\u97f3\u4ea4\u4e92\u573a\u666f\u7684\u7279\u70b9\uff0c\u6211\u4eec\u901a\u8fc7\u91cd\u5199\u73b0\u6709\u7684\u6587\u672c\u6307\u4ee4\u6570\u636e\u5e76\u8fdb\u884c\u8bed\u97f3\u5408\u6210\u6765\u6784\u5efa\u4e00\u4e2a\u540d\u4e3aInstructS 2S-200 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http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-41-768x137.png 768w\" sizes=\"(max-width: 949px) 100vw, 949px\" \/><figcaption>\u56fe1\uff1aLLaMA-Omni\u53ef\u4ee5\u6839\u636e\u8bed\u97f3\u6307\u4ee4\u540c\u65f6\u751f\u6210\u6587\u672c\u548c\u8bed\u97f3\u54cd\u5e94\uff0c\u54cd\u5e94\u5ef6\u8fdf\u6781\u4f4e\u3002<\/figcaption><\/figure>\n\n\n\n<h2>LLaMA-Omni\u7ec4\u6210\u548c\u7b97\u6cd5\u6d41\u7a0b<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"990\" height=\"469\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-42.png\" alt=\"\" class=\"wp-image-18829\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-42.png 990w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-42-300x142.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-42-768x364.png 768w\" sizes=\"(max-width: 990px) 100vw, 990px\" \/><figcaption>\u56fe2\uff1a<strong>\u5de6\uff1a<\/strong>LLaMA-Omni\u7684\u6a21\u578b\u67b6\u6784\u3002<strong>\u53f3\u56fe\uff1a<\/strong>LLaMA-Omni\u7684\u4e24\u9636\u6bb5\u57f9\u8bad\u7b56\u7565\u793a\u610f\u56fe\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u5982\u4e0a\u56fe\u6240\u793a\uff0c\u5de6\u56fe\u5c55\u793a\u4e86LLaMA-Omni\u7684\u6a21\u578b\u7684\u6574\u4f53\u67b6\u6784\u3002<strong>\u5b83\u7531\u4e00\u4e2a\u8bed\u97f3\u7f16\u7801\u5668\u3001\u8bed\u97f3\u9002\u914d\u5668\u3001LLM\u548c\u8bed\u97f3\u89e3\u7801\u5668\u7ec4\u6210\u3002<\/strong>\u8be6\u7ec6\u7684\u6b65\u9aa4\u5982\u4e0b\u6240\u8ff0\uff1a<\/p>\n\n\n\n<ul><li>\u9996\u5148\uff0c\u5c06\u7528\u6237\u7684\u63d0\u95ee<strong>\u8bed\u97f3\u8f93\u5165\u5230\u4e00\u4e2aSpeech Encoder\u6a21\u5757\u4e2d<\/strong>\u6267\u884c\u8bed\u97f3\u7f16\u7801\u64cd\u4f5c\uff0c\u4f5c\u8005\u4f7f\u7528Whisper-large-v3\u7684\u7f16\u7801\u5668\u4f5c\u4e3a\u8bed\u97f3\u7f16\u7801\u5668E\uff1b<\/li><li>\u7136\u540e\uff0c<strong>\u5c06\u5176\u7ed3\u679c\u9001\u5165\u4e00\u4e2aSpeech Adaptor\u6a21\u5757\u4e2d<\/strong>\u3002\u4e3a\u4e86\u4f7fLLM\u80fd\u591f\u7406\u89e3\u8f93\u5165\u8bed\u97f3\uff0c\u4f5c\u8005\u5f15\u5165\u4e86\u4e00\u4e2a\u53ef\u8bad\u7ec3\u7684\u8bed\u97f3\u9002\u914d\u5668\uff0c\u5b83\u80fd\u591f\u5c06\u8bed\u97f3\u8fde\u7eed\u7279\u5f81\u8868\u793a\u6620\u5c04\u5230LLM\u7684\u5d4c\u5165\u7a7a\u95f4\u4e2d\uff1b<\/li><li>\u63a5\u7740\uff0c<strong>\u5c06\u8bed\u8a00\u9002\u914d\u5668\u7684\u7ed3\u679c\u9001\u5165\u4e00\u4e2a\u5927\u8bed\u8a00\u6a21\u578b\u4e2d<\/strong>\u3002\u4f5c\u8005\u4f7f\u7528Llama-3.1-8B-Instruct3\uff0c\u8fd9\u662f\u76ee\u524d\u6700\u5148\u8fdb\u7684\u5f00\u6e90LLM\u3002\u5b83\u5177\u6709\u5f88\u5f3a\u7684\u63a8\u7406\u80fd\u529b\uff0c\u4e0e\u4eba\u7c7b\u7684\u504f\u597d\u975e\u5e38\u4e00\u81f4\u3002<\/li><li>\u6700\u540e\uff0c<strong>\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u7684\u7ed3\u679c\u7ecf\u8fc7\u4e0a\u91c7\u6837\u4e4b\u540e\u9001\u5165\u4e00\u4e2aSpeech Decoder\u6a21\u5757\u4e2d<\/strong>\u3002\u4e3a\u4e86\u5728\u751f\u6210\u6587\u672c\u54cd\u5e94\u7684\u540c\u65f6\u751f\u6210\u8bed\u97f3\u54cd\u5e94\uff0c\u4f5c\u8005\u5728LLM\u4e4b\u540e\u6dfb\u52a0\u4e86\u4e00\u4e2a\u6d41\u5f0f\u8bed\u97f3\u89e3\u7801\u5668D\u3002\u5b83\u7531\u51e0\u4e2a\u4e0eLLaMA\u5177\u6709\u76f8\u540c\u67b6\u6784\u7684\u6807\u51c6Transformer\u5c42\u7ec4\u6210\uff0c\u6bcf\u4e2a\u5c42\u90fd\u5305\u542b\u4e00\u4e2a\u56e0\u679c\u81ea\u6211\u6ce8\u610f\u6a21\u5757\u548c\u4e00\u4e2a\u524d\u9988\u7f51\u7edc\u3002<\/li><\/ul>\n\n\n\n<p>\u53f3\u56fe\u5c55\u793a\u4e86LLaMA- Omni\u7684\u4e24\u9636\u6bb5\u8bad\u7ec3\u7b56\u7565\u793a\u610f\u56fe\u3002<strong>\u5728\u7b2c\u4e00\u9636\u6bb5\u4e2d\uff0c\u4f5c\u8005\u8bad\u7ec3\u6a21\u578b\u76f4\u63a5\u4ece\u8bed\u97f3\u6307\u4ee4\u4e2d\u751f\u6210\u6587\u672c\u54cd\u5e94\u3002<\/strong>\u5177\u4f53\u800c\u8a00\uff0c\u8bed\u97f3\u7f16\u7801\u5668\u88ab\u51bb\u7ed3\uff0c\u8bed\u97f3\u9002\u914d\u5668\u548cLLM\u4f7f\u7528\u65b9\u7a0b\u4e2d\u7684\u76ee\u6807Lllm\u8fdb\u884c\u8bad\u7ec3\u3002\u5728\u6b64\u9636\u6bb5\uff0c\u8bed\u97f3\u89e3\u7801\u5668\u4e0d\u53c2\u4e0e\u8bad\u7ec3\u3002<strong>\u5728\u7b2c\u4e8c\u9636\u6bb5\uff0c\u8bad\u7ec3\u6a21\u578b\u4ece\u800c\u751f\u6210\u8bed\u97f3\u54cd\u5e94\u3002\u5728\u6b64\u9636\u6bb5\uff0c\u8bed\u97f3\u7f16\u7801\u5668\u3001\u8bed\u97f3\u9002\u914d\u5668\u548cLLM\u90fd\u88ab\u51bb\u7ed3\uff0c\u53ea\u6709\u8bed\u97f3\u89e3\u7801\u5668\u4f7f\u7528\u76ee\u6807Lctc\u8fdb\u884c\u8bad\u7ec3\u3002<\/strong><\/p>\n\n\n\n<h3>Speech Encoder<\/h3>\n\n\n\n<p>\u4f7f\u7528Whisper-large-v3\u7684\u7f16\u7801\u5668\u4f5c\u4e3a\u8bed\u97f3\u7f16\u7801\u5668&nbsp;\u2130&nbsp;\u3002Whisper\u662f\u4e00\u79cd\u57fa\u4e8e\u5927\u91cf\u97f3\u9891\u6570\u636e\u8bad\u7ec3\u7684\u901a\u7528\u8bed\u97f3\u8bc6\u522b\u6a21\u578b\uff0c\u5176\u7f16\u7801\u5668\u80fd\u591f\u4ece\u8bed\u97f3\u4e2d\u63d0\u53d6\u6709\u610f\u4e49\u7684\u8868\u793a\u3002\u5177\u4f53\u5730\uff0c\u5bf9\u4e8e\u7528\u6237\u7684\u8bed\u97f3\u6307\u4ee4&nbsp;X<sup>S<\/sup>&nbsp;\uff0c\u7f16\u7801\u8bed\u97f3\u8868\u793a\u7531&nbsp;\ud835\udc07=\u2130\u2062(X<sup>S<\/sup>)&nbsp;\u7ed9\u51fa\uff0c\u5176\u4e2d&nbsp;\ud835\udc07=[\ud835\udc21<sub>1<\/sub>,\u2026,\ud835\udc21<sub>N<\/sub>]&nbsp;\u662f\u957f\u5ea6\u4e3a&nbsp;N&nbsp;\u7684\u8bed\u97f3\u8868\u793a\u5e8f\u5217\u3002\u6211\u4eec\u5728\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4fdd\u6301\u8bed\u97f3\u7f16\u7801\u5668\u7684\u53c2\u6570\u51bb\u7ed3\u3002<\/p>\n\n\n\n<h3>Speech Adaptor<\/h3>\n\n\n\n<p>\u4e3a\u4e86\u4f7fLLM\u80fd\u591f\u7406\u89e3\u8f93\u5165\u8bed\u97f3\uff0c\u6211\u4eec\u7ed3\u5408\u4e86\u4e00\u4e2a\u53ef\u8bad\u7ec3\u7684\u8bed\u97f3\u9002\u914d\u5668&nbsp;\ud835\udc9c&nbsp;\uff0c\u5b83\u5c06\u8bed\u97f3\u8868\u793a\u6620\u5c04\u5230LLM\u7684\u5d4c\u5165\u7a7a\u95f4\u4e2d\u3002\u6211\u4eec\u7684\u8bed\u97f3\u9002\u914d\u5668\u9996\u5148\u5bf9\u8bed\u97f3\u8868\u793a&nbsp;\ud835\udc07&nbsp;\u8fdb\u884c\u4e0b\u91c7\u6837\u4ee5\u51cf\u5c0f\u5e8f\u5217\u957f\u5ea6\u3002\u5177\u4f53\u5730\uff0c\u6bcf&nbsp;k&nbsp;\u4e2a\u8fde\u7eed\u5e27\u6cbf\u7279\u5f81\u7ef4\u5ea6\u88ab\u6cbf\u7740\u8fde\u63a5\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\/09\/image-43.png\" alt=\"\" class=\"wp-image-18844\" width=\"531\" height=\"50\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-43.png 679w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-43-300x28.png 300w\" sizes=\"(max-width: 531px) 100vw, 531px\" \/><\/figure><\/div>\n\n\n\n<p>\u63a5\u4e0b\u6765\uff0c\u00a0<strong>\ud835\udc07\u2032\u00a0\u901a\u8fc7\u7ebf\u6027\u5c42\u4e4b\u95f4\u5177\u6709ReLU\u6fc0\u6d3b\u76842\u5c42\u611f\u77e5\u5668\uff0c\u4ea7\u751f\u6700\u7ec8\u7684\u8bed\u97f3\u8868\u793a\u00a0\ud835\udc12\uff0c\u975e\u79bb\u6563\u7684\u7279\u5f81\u00a0\u3002\u4e0a\u8ff0\u8fc7\u7a0b\u53ef\u4ee5\u5f62\u5f0f\u5316\u5982\u4e0b\uff1a<\/strong><\/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\/09\/image-44.png\" alt=\"\" class=\"wp-image-18847\" width=\"448\" height=\"29\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-44.png 486w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-44-300x19.png 300w\" sizes=\"(max-width: 448px) 100vw, 448px\" \/><\/figure><\/div>\n\n\n\n<h3>Large Language Model<\/h3>\n\n\n\n<p>\u6211\u4eec\u4f7f\u7528Llama-3.1-8B-Instruct&nbsp;\u4f5c\u4e3aLLM&nbsp;\u2133&nbsp;\uff0c\u8fd9\u662f\u76ee\u524d\u6700\u5148\u8fdb\u7684\u5f00\u6e90LLM\u3002\u5b83\u5177\u6709\u5f3a\u5927\u7684\u63a8\u7406\u80fd\u529b\uff0c\u5e76\u4e14\u4e0e\u4eba\u7c7b\u7684\u504f\u597d\u4fdd\u6301\u4e00\u81f4\u3002\u63d0\u793a\u6a21\u677f&nbsp;\ud835\udcab\u2062(\u22c5)&nbsp;\u5982\u56fe3\u6240\u793a\u3002\u5c06\u8bed\u97f3\u8868\u793a\u5e8f\u5217&nbsp;\ud835\udc12&nbsp;\u586b\u5145\u5230\u5bf9\u5e94\u4e8e<strong>&lt;speech&gt;<\/strong>\u7684\u4f4d\u7f6e\uff0c\u7136\u540e\u5c06\u6574\u4e2a\u5e8f\u5217&nbsp;\ud835\udcab\u2062(\ud835\udc12)&nbsp;\u8f93\u5165\u5230LLM\u4e2d\u3002LLM\u6700\u540e\uff0cLLM\u81ea\u56de\u5f52\u76f4\u63a5\u57fa\u4e8e\u8bed\u97f3\u6307\u4ee4\u751f\u6210\u6587\u672c\u54cd\u5e94&nbsp;YT=[y1T,\u2026,yMT]&nbsp;\uff0c\u5e76\u4f7f\u7528\u4ea4\u53c9\u71b5\u635f\u5931\u8fdb\u884c\u8bad\u7ec3\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\/09\/image-45.png\" alt=\"\" class=\"wp-image-18854\" width=\"251\" height=\"55\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-45.png 372w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-45-300x66.png 300w\" sizes=\"(max-width: 251px) 100vw, 251px\" \/><\/figure><\/div>\n\n\n\n<h3>Speech Decoder<\/h3>\n\n\n\n<p>\u5bf9\u4e8e\u8bed\u97f3\u54cd\u5e94&nbsp;Y<sup>S<\/sup>&nbsp;\uff0c\u6211\u4eec\u9996\u5148\u9075\u5faaZhang\u7b49\u4eba\u5c06\u8bed\u97f3\u79bb\u6563\u5316\u4e3a\u79bb\u6563\u5355\u5143\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6211\u4eec\u4f7f\u7528\u9884\u8bad\u7ec3\u7684HuBERT\u6a21\u578b\u6765\u63d0\u53d6\u8bed\u97f3\u7684\u8fde\u7eed\u8868\u793a\uff0c\u7136\u540e\u4f7f\u7528K\u5747\u503c\u6a21\u578b\u5c06\u8fd9\u4e9b\u8868\u793a\u8f6c\u6362\u4e3a\u79bb\u6563\u805a\u7c7b\u7d22\u5f15\u3002\u968f\u540e\uff0c\u5c06\u8fde\u7eed\u7684\u76f8\u540c\u7d22\u5f15\u5408\u5e76\u6210\u5355\u4e2a\u5355\u5143\uff0c\u4ece\u800c\u4ea7\u751f\u6700\u7ec8\u7684\u79bb\u6563\u5355\u5143\u5e8f\u5217&nbsp;Y<sup>U<\/sup>=[y<sub>1<\/sub><sup>U<\/sup>,\u2026,y<sub>L<\/sub><sup>U<\/sup>],y<sub>i<\/sub><sup>U<\/sup>\u2208{0,1,\u2026,K\u22121},\u22001\u2264i\u2264L&nbsp;\uff0c\u5176\u4e2d&nbsp;K&nbsp;\u662f\u7c07\u7684\u6570\u76ee\uff0c\u5e76\u4e14&nbsp;L&nbsp;\u662f\u79bb\u6563\u5355\u5143\u5e8f\u5217\u7684\u957f\u5ea6\u3002\u79bb\u6563\u5355\u5143\u53ef\u4ee5\u7528\u9644\u52a0\u7684\u57fa\u4e8e\u5355\u5143\u7684\u58f0\u7801\u5668&nbsp;\ud835\udcb1&nbsp;\u8f6c\u6362\u6210\u6ce2\u5f62<\/p>\n\n\n\n<p>\u4e3a\u4e86\u4e0e\u6587\u672c\u54cd\u5e94\u540c\u65f6\u751f\u6210\u8bed\u97f3\u54cd\u5e94\uff0c\u6211\u4eec\u5728LLM\u4e4b\u540e\u6dfb\u52a0\u4e86\u6d41\u5f0f\u8bed\u97f3\u89e3\u7801\u5668&nbsp;\ud835\udc9f&nbsp;\u3002LLM\u5b83\u7531\u51e0\u4e2a\u6807\u51c6\u7684Transformer\u7ec4\u6210\u5177\u6709\u4e0eLLaMA\u76f8\u540c\u67b6\u6784\u7684\u5c42\uff0c\u6bcf\u4e2a\u5305\u542b\u56e0\u679c\u81ea\u6211\u6ce8\u610f\u6a21\u5757\u548c\u524d\u9988\u7f51\u7edc\u3002\u4e0eMa\u7b49\u4eba\uff08<a href=\"https:\/\/arxiv.org\/html\/2409.06666v1#bib.bib31\">2024 a<\/a>\uff09; Zhang\u7b49\u4eba\uff08<a href=\"https:\/\/arxiv.org\/html\/2409.06666v1#bib.bib57\">2024 b<\/a>\uff092024 a\uff09\u7c7b\u4f3c\uff0c<strong>\u8bed\u97f3\u89e3\u7801\u5668\u4ee5\u975e\u81ea\u56de\u5f52\u65b9\u5f0f\u8fd0\u884c\uff0c\u5c06LLM\u8f93\u51fa\u7684\u9690\u85cf\u72b6\u6001\u4f5c\u4e3a\u8f93\u5165\uff0c\u751f\u6210\u4e0e\u8bed\u97f3\u54cd\u5e94\u5bf9\u5e94\u7684\u79bb\u6563\u5355\u5143\u5e8f\u5217<\/strong>\u3002<strong>LLM\u5177\u4f53\u5730\uff0c\u5bf9\u5e94\u4e8e\u6587\u672c\u54cd\u5e94\u7684\u8f93\u51fa\u9690\u85cf\u72b6\u6001\u88ab\u8868\u793a\u4e3a&nbsp;\ud835\udc02=[\ud835\udc1c1,\u2026,\ud835\udc1cM]&nbsp;\uff0c\u5176\u4e2d<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"948\" height=\"202\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-46.png\" alt=\"\" class=\"wp-image-18863\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-46.png 948w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-46-300x64.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-46-768x164.png 768w\" sizes=\"(max-width: 948px) 100vw, 948px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"952\" height=\"235\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-47.png\" alt=\"\" class=\"wp-image-18865\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-47.png 952w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-47-300x74.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-47-768x190.png 768w\" sizes=\"(max-width: 952px) 100vw, 952px\" \/><\/figure>\n\n\n\n<h2>LLaMA-Omni\u7b97\u6cd5\u5b9e\u73b0\u7ec6\u8282<\/h2>\n\n\n\n<h3>\u63d0\u793a\u8bcd\u6a21\u7248<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"873\" height=\"316\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-48.png\" alt=\"\" class=\"wp-image-18869\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-48.png 873w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-48-300x109.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-48-768x278.png 768w\" sizes=\"(max-width: 873px) 100vw, 873px\" \/><\/figure>\n\n\n\n<p>&nbsp;\u4e0a\u56fe\u5c55\u793a\u4e86\u63d0\u793a\u6a21\u677fP\u3002<strong>\u8bed\u97f3\u8868\u793a\u5e8f\u5217S\u88ab\u586b\u5145\u5230\u4e0e&lt;speech&gt;\u5bf9\u5e94\u7684\u4f4d\u7f6e\uff0c\u7136\u540e\u6574\u4e2a\u5e8f\u5217P\uff08S\uff09\u88ab\u8f93\u5165\u5230LLM\u4e2d\u3002<\/strong>\u6700\u540e\uff0cLLM\u76f4\u63a5\u57fa\u4e8e\u8bed\u97f3\u6307\u4ee4\u81ea\u56de\u5f52\u751f\u6210\u6587\u672c\u54cd\u5e94\u7ed3\u679c\uff0c\u6574\u4e2a\u8fc7\u7a0b\u4f7f\u7528\u4ea4\u53c9\u71b5\u635f\u5931\u8fdb\u884c\u8bad\u7ec3\u3002<\/p>\n\n\n\n<h3><strong>Training<\/strong><\/h3>\n\n\n\n<p>\u5982\u56fe2\u6240\u793a\uff0c\u4f5c\u8005\u91c7\u7528\u4e24\u9636\u6bb5\u8bad\u7ec3\u7b56\u7565\u4e3aLLaMA-Omni\u3002\u5728\u7b2c\u4e00\u9636\u6bb5\uff0c\u4f5c\u8005\u8bad\u7ec3\u6a21\u578b\u76f4\u63a5\u4ece\u8bed\u97f3\u6307\u4ee4\u751f\u6210\u6587\u672c\u54cd\u5e94\u3002\u5177\u4f53\u800c\u8a00\uff0c\u8bed\u97f3\u7f16\u7801\u5668\u88ab\u51bb\u7ed3\uff0c\u800c\u8bed\u97f3 Adapter \u548cLLM\u4f7f\u7528\u516c\u5f0f\uff083\uff09\u4e2d\u7684\u76ee\u6807\u8fdb\u884c\u8bad\u7ec3\u3002\u5728\u8fd9\u4e00\u9636\u6bb5\uff0c\u8bed\u97f3\u89e3\u7801\u5668\u4e0d\u53c2\u4e0e\u8bad\u7ec3\u3002\u5728\u7b2c\u4e8c\u9636\u6bb5\uff0c\u4f5c\u8005\u8bad\u7ec3\u6a21\u578b\u751f\u6210\u8bed\u97f3\u54cd\u5e94\u3002\u5728\u6b64\u9636\u6bb5\uff0c\u8bed\u97f3\u7f16\u7801\u5668\u3001\u8bed\u97f3 Adapter \u548cLLM\u90fd\u88ab\u51bb\u7ed3\uff0c\u53ea\u6709\u8bed\u97f3\u89e3\u7801\u5668\u4f7f\u7528\u516c\u5f0f\uff085\uff09\u4e2d\u7684\u76ee\u6807\u8fdb\u884c\u8bad\u7ec3\u3002<\/p>\n\n\n\n<h3><strong>Inference<\/strong><\/h3>\n\n\n\n<p>\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0cLLM \u81ea\u52a8\u56de\u5f52\u5730\u751f\u6210\u6587\u672c\u54cd\u5e94\u3002\u540c\u65f6\uff0c\u7531\u4e8e\u4f5c\u8005\u7684\u8bed\u97f3\u89e3\u7801\u5668\u4f7f\u7528\u56e0\u679c\u6ce8\u610f\u529b\uff0c\u4e00\u65e6 LLM \u751f\u6210\u4e00\u4e2a\u6587\u672c\u54cd\u5e94\u524d\u7f00&nbsp;\uff0c\u5bf9\u5e94\u7684 upsampled \u9690\u85cf\u72b6\u6001&nbsp;&nbsp;\u53ef\u4ee5\u88ab\u8f93\u5165\u5230\u8bed\u97f3\u89e3\u7801\u5668\u4e2d\uff0c\u751f\u6210\u4e00\u4e2a\u90e8\u5206\u5bf9\u9f50&nbsp;\uff0c\u4ece\u800c\u5f97\u5230\u4e0e\u751f\u6210\u7684\u6587\u672c\u524d\u7f00\u5bf9\u5e94\u7684\u79bb\u6563\u5355\u5143\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u5b9e\u73b0\u8bed\u97f3\u6ce2\u5f62\u7684 Stream \u5408\u6210\uff0c\u5f53\u751f\u6210\u7684\u5355\u5143\u6570\u91cf\u8fbe\u5230\u9884\u5b9a\u4e49\u7684\u5757\u5927\u5c0f&nbsp;&nbsp;\u65f6\uff0c\u4f5c\u8005\u5c06\u8fd9\u4e2a\u5355\u5143\u6bb5\u8f93\u5165\u5230 vocoder \u4e2d\uff0c\u5408\u6210\u4e00\u4e2a\u8bed\u97f3\u6bb5\uff0c\u7136\u540e\u7acb\u5373\u64ad\u653e\u7ed9\u7528\u6237\u3002\u56e0\u6b64\uff0c\u7528\u6237\u53ef\u4ee5\u5728\u7b49\u5f85\u5b8c\u6574\u6587\u672c\u54cd\u5e94\u751f\u6210\u5b8c\u6210\u4e4b\u524d\u5f00\u59cb\u542c\u8bed\u97f3\u54cd\u5e94\uff0c\u786e\u4fdd\u4f4e\u54cd\u5e94\u5ef6\u8fdf\uff0c\u8be5\u5ef6\u8fdf\u4e0d\u53d7\u6587\u672c\u54cd\u5e94\u957f\u5ea6\u7684\u5f71\u54cd\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u7531\u4e8e\u8bed\u97f3\u89e3\u7801\u5668\u4f7f\u7528\u975e\u81ea\u56de\u5f52\u5efa\u6a21\uff0c\u6bcf\u4e2a\u6587\u672c\u4ee4\u5143&nbsp;&nbsp;\u5bf9\u5e94\u7684\u5bf9\u9f50&nbsp;&nbsp;\u90fd\u5728\u5757\u5185\u5e76\u884c\u751f\u6210\u3002\u56e0\u6b64\uff0c\u540c\u65f6\u751f\u6210\u6587\u672c\u548c\u8bed\u97f3\u7684\u89e3\u7801\u901f\u5ea6\u4e0e\u4ec5\u751f\u6210\u6587\u672c\u7684\u901f\u5ea6\u4e4b\u95f4\u6ca1\u6709\u663e\u8457\u5dee\u5f02\u3002<\/p>\n\n\n\n<p><strong>\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0cLLM\u6839\u636e\u8bed\u97f3\u6307\u4ee4\u81ea\u56de\u5f52\u751f\u6210\u6587\u672c\u54cd\u5e94\u3002<\/strong>\u540c\u65f6\uff0c\u7531\u4e8e\u5176\u8bed\u97f3\u89e3\u7801\u5668\u4f7f\u7528\u56e0\u679c\u6ce8\u610f\u529b\u673a\u5236\uff0c\u4e00\u65e6LLM\u751f\u6210\u6587\u672c\u54cd\u5e94\u524d\u7f00\uff0c\u76f8\u5e94\u7684\u4e0a\u91c7\u6837\u9690\u85cf\u72b6\u6001\u5c31\u53ef\u4ee5\u88ab\u9988\u9001\u5230\u8bed\u97f3\u89e3\u7801\u5668\u4e2d\u751f\u6210\u90e8\u5206\u5bf9\u9f50\u7ed3\u679c\uff0c\u8fd9\u53cd\u8fc7\u6765\u53c8\u4ea7\u751f\u4e86\u4e0e\u751f\u6210\u7684\u6587\u672c\u524d\u7f00\u5bf9\u5e94\u7684\u79bb\u6563\u5355\u5143\u3002<\/p>\n\n\n\n<p>&nbsp;&nbsp;<strong>&nbsp;&nbsp;\u4e3a\u4e86\u8fdb\u4e00\u6b65\u5b9e\u73b0\u8bed\u97f3\u6ce2\u5f62\u7684\u6d41\u5f0f\u5408\u6210\uff0c\u5f53\u751f\u6210\u7684\u5355\u5143\u6570\u91cf\u8fbe\u5230\u9884\u5b9a\u4e49\u7684\u5757\u5927\u5c0f\u65f6\uff0c\u4f5c\u8005\u5c06\u8be5\u5355\u5143\u6bb5\u8f93\u5165\u5230\u58f0\u7801\u5668\u4e2d\u4ee5\u5408\u6210\u8bed\u97f3\u6bb5\uff0c\u7136\u540e\u7acb\u5373\u5411\u7528\u6237\u64ad\u653e\u3002\u56e0\u6b64\uff0c\u7528\u6237\u53ef\u4ee5\u5f00\u59cb\u6536\u542c\u8bed\u97f3\u54cd\u5e94\uff0c\u800c\u65e0\u9700\u7b49\u5f85\u751f\u6210\u5b8c\u6574\u7684\u6587\u672c\u54cd\u5e94\uff0c\u4ece\u800c\u786e\u4fdd\u4e0d\u53d7\u6587\u672c\u54cd\u5e94\u957f\u5ea6\u5f71\u54cd\u7684\u4f4e\u54cd\u5e94\u5ef6\u8fdf\u3002<\/strong><\/p>\n\n\n\n<h2>INSTRUCTS2S-200K\u6570\u636e\u96c6\u6784\u5efa\u7ec6\u8282<\/h2>\n\n\n\n<p><strong>&nbsp;\u4e3a\u4e86\u8bad\u7ec3LLaMA-Omni\uff0c\u4f5c\u8005\u9700\u8981\u5229\u7528\u7531&lt;\u8bed\u97f3\u6307\u4ee4\u3001\u6587\u672c\u54cd\u5e94\u3001\u8bed\u97f3\u54cd\u5e94&gt;\u7ec4\u6210\u7684\u4e09\u5143\u7ec4\u6570\u636e\u3002<\/strong>\u7136\u800c\uff0c\u5927\u591a\u6570\u516c\u5f00\u7684\u6307\u4ee4\u6570\u636e\u90fd\u662f\u6587\u672c\u5f62\u5f0f\u7684\u3002\u56e0\u6b64\uff0c\u4f5c\u8005\u901a\u8fc7\u4ee5\u4e0b\u6b65\u9aa4\u6765\u57fa\u4e8e\u73b0\u6709\u7684\u6587\u672c\u6307\u4ee4\u6570\u636e\u6784\u5efa\u8bed\u97f3\u6307\u4ee4\u6570\u636e\u96c6\u3002<\/p>\n\n\n\n<p><strong>\u6b65\u9aa41&#8211;\u6307\u4ee4\u91cd\u5199\u3002<\/strong>\u7531\u4e8e\u8bed\u97f3\u8f93\u5165\u4e0e\u6587\u672c\u8f93\u5165\u5177\u6709\u4e0d\u540c\u7684\u7279\u5f81\uff0c\u4f5c\u8005\u6839\u636e\u4ee5\u4e0b\u89c4\u5219\u91cd\u5199\u6587\u672c\u6307\u4ee4\uff1a<strong>1\uff09\u5728\u6307\u4ee4\u4e2d\u6dfb\u52a0\u9002\u5f53\u7684\u586b\u5145\u8bcd\uff08\u5982\u201chey\u201d\u3001\u201cso\u201d\u3001\u201cuh\u201d\u3001 \u201cum\u201d\u7b49\uff09\uff0c\u6765\u6a21\u62df\u81ea\u7136\u8bed\u97f3\u6a21\u5f0f\u30022\uff09 \u5c06\u6307\u4ee4\u4e2d\u7684\u975e\u6587\u672c\u7b26\u53f7\uff08\u5982\u6570\u5b57\uff09\u8f6c\u6362\u4e3a\u76f8\u5e94\u7684\u53e3\u8bed\u5f62\u5f0f\uff0c\u4ece\u800c\u786e\u4fddTTS\u7684\u6b63\u786e\u5408\u6210\u30023\uff09 \u4fee\u6539\u8bf4\u660e\uff0c\u4f7f\u5176\u76f8\u5bf9\u7b80\u77ed\uff0c\u4e0d\u8981\u8fc7\u4e8e\u5197\u957f\u3002<\/strong>\u4f5c\u8005\u5229\u7528Llama-3-70BInstruct4\u6a21\u578b\u6839\u636e\u8fd9\u4e9b\u89c4\u5219\u91cd\u5199\u6307\u4ee4\u3002<\/p>\n\n\n\n<p><strong>\u6b65\u9aa42&#8211;\u54cd\u5e94\u751f\u6210\u3002<\/strong>\u5728\u8bed\u97f3\u4ea4\u4e92\u4e2d\uff0c\u6765\u81ea\u6587\u672c\u6307\u4ee4\u7684\u73b0\u6709\u54cd\u5e94\u4e0d\u9002\u5408\u76f4\u63a5\u7528\u4f5c\u8bed\u97f3\u6307\u4ee4\u54cd\u5e94\u3002\u8fd9\u662f\u56e0\u4e3a\uff0c\u5728\u57fa\u4e8e\u6587\u672c\u7684\u4ea4\u4e92\u4e2d\uff0c\u6a21\u578b\u503e\u5411\u4e8e\u4f7f\u7528\u590d\u6742\u7684\u53e5\u5b50\u751f\u6210\u5197\u957f\u7684\u54cd\u5e94\uff0c\u5e76\u53ef\u80fd\u5305\u542b\u6709\u5e8f\u5217\u8868\u6216\u62ec\u53f7\u7b49\u975e\u8bed\u8a00\u5143\u7d20\u3002\u7136\u800c\uff0c\u5728\u8bed\u97f3\u4ea4\u4e92\u4e2d\uff0c\u7b80\u6d01\u800c\u4fe1\u606f\u4e30\u5bcc\u7684\u56de\u7b54\u901a\u5e38\u662f\u9996\u9009\u3002\u56e0\u6b64\uff0c\u4f5c\u8005\u4f7f\u7528Llama-3-70B-Instruct\u6a21\u578b\u6839\u636e\u4ee5\u4e0b\u89c4\u5219\u751f\u6210\u8bed\u97f3\u6307\u4ee4\u7684\u54cd\u5e94\uff1a<strong>1\uff09\u54cd\u5e94\u4e0d\u5e94\u5305\u542bTTS\u6a21\u578b\u65e0\u6cd5\u5408\u6210\u7684\u5185\u5bb9\uff0c\u5982\u62ec\u53f7\u3001\u6709\u5e8f\u5217\u8868\u7b49\u30022\uff09\u54cd\u5e94\u5e94\u975e\u5e38\u7b80\u6d01\u660e\u4e86\uff0c\u907f\u514d\u5197\u957f\u7684\u89e3\u91ca\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u6b65\u9aa43&#8211;\u8bed\u97f3\u5408\u6210\u3002<\/strong>\u5728\u83b7\u5f97\u9002\u5408\u8bed\u97f3\u4ea4\u4e92\u7684\u6307\u4ee4\u548c\u54cd\u5e94\u540e\uff0c\u4f5c\u8005\u9700\u8981\u4f7f\u7528TTS\u6a21\u578b\u5c06\u5176\u8fdb\u4e00\u6b65\u8f6c\u6362\u4e3a\u8bed\u97f3\u3002\u5bf9\u4e8e\u6307\u4ee4\uff0c\u4e3a\u4e86\u4f7f\u5408\u6210\u7684\u8bed\u97f3\u542c\u8d77\u6765\u66f4\u81ea\u7136\uff0c\u4f5c\u8005\u5229\u7528<strong>CosyVoice-300M-SFT\u6a21\u578b\u4e3a\u6bcf\u6761\u6307\u4ee4\u968f\u673a\u9009\u62e9\u7537\u58f0\u6216\u5973\u58f0\u3002\u5bf9\u4e8e\u54cd\u5e94\uff0c\u4f5c\u8005\u4f7f\u7528\u5728LJSpeech\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u7684VITS\u6a21\u578b\u5c06\u54cd\u5e94\u5408\u6210\u4e3a\u6807\u51c6\u8bed\u97f3\u3002<\/strong><\/p>\n\n\n\n<h2>LLaMA-Omni\u7b97\u6cd5\u6027\u80fd\u8bc4\u4f30<\/h2>\n\n\n\n<h3>\u5b9e\u9a8c\u914d\u7f6e<\/h3>\n\n\n\n<p><strong>\u8bad\u7ec3\u6570\u636e\u96c6\uff1a<\/strong><\/p>\n\n\n\n<p>\u4f5c\u8005\u4f7f\u7528\u7b2c3\u8282\u4e2d\u63d0\u5230\u7684<strong>InstructS2S-200K<\/strong>\u6570\u636e\u96c6\uff08\u5305\u542b20\u4e07\u6761\u8bed\u97f3\u6307\u4ee4\u6570\u636e\uff09\u3002\u4e3a\u4e86\u63d0\u53d6\u5bf9\u5e94\u76ee\u6807\u8bed\u97f3\u7684\u79bb\u6563\u5355\u5143\uff0c\u4f5c\u8005\u4f7f\u7528\u4e86\u4e00\u4e2a\u9884\u8bad\u7ec3\u7684K-means\u5206\u7bb1\u56689\uff0c\u5b83\u4eceHuBERT\u7279\u5f81\u4e2d\u5b66\u4e60\u4e861000\u4e2a\u7c07\u3002\u9884\u8bad\u7ec3\u7684\u9ad8\u4fdd\u771fGAN\u89e3\u7801\u5668\u7528\u4e8e\u5c06\u79bb\u6563\u5355\u5143\u5408\u6210\u4e3a\u6ce2\u5f62\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u8bc4\u4f30\u6570\u636e\uff0c\u4f5c\u8005\u4eceAlpaca-Eval10\u4e2d\u9009\u62e9\u4e86\u4e24\u4e2a\u5b50\u96c6\uff1a_helpful_base_\u548c_vicuna_\uff0c\u56e0\u4e3a\u5b83\u4eec\u7684\u95ee\u9898\u66f4\u9002\u5408\u8bed\u97f3\u4ea4\u4e92\u573a\u666f\u3002\u4f5c\u8005\u5220\u9664\u4e86\u4e0e\u6570\u5b66\u548c\u4ee3\u7801\u76f8\u5173\u7684\u95ee\u9898\uff0c\u603b\u5171\u5f97\u5230199\u6761\u6307\u4ee4\u3002\u4e3a\u4e86\u83b7\u5f97\u8bed\u97f3\u7248\u672c\uff0c\u4f5c\u8005\u4f7f\u7528CosyVoice-300M-SFT\u6a21\u578b\u5c06\u6307\u4ee4\u5408\u6210\u4e3a\u8bed\u97f3\u3002\u4f5c\u8005\u5c06\u5728\u4ee5\u4e0b\u7ae0\u8282\u4e2d\u5c06\u5176\u79f0\u4e3a<strong>InstructS2S-Eval<\/strong>\u6d4b\u8bd5\u96c6\u3002<\/p>\n\n\n\n<p><strong>\u6a21\u578b\u914d\u7f6e\uff1a<\/strong><\/p>\n\n\n\n<p>\u4f5c\u8005\u4f7f\u7528Whisper-large-v3\u7684\u7f16\u7801\u5668\u4f5c\u4e3a\u8bed\u97f3\u7f16\u7801\u5668\uff0c\u4f7f\u7528LLama-3.1-8B-Instruct\u4f5c\u4e3aLLM\u3002\u8bed\u97f3 Adapter \u5bf9\u8bed\u97f3\u8868\u793a\u8fdb\u884c5\u500d\u4e0b\u91c7\u6837\u3002\u8bed\u97f3\u89e3\u7801\u5668\u75312\u4e2a\u4e0eLLaMA\u76f8\u540c\u7684Transformer\u5c42\u7ec4\u6210\uff0c\u5177\u67094096\u4e2a\u9690\u85cf\u7ef4\u5ea6\u300132\u4e2a\u6ce8\u610f\u529b\u5934\u548c11008\u4e2a FFN \u7ef4\u5ea6\uff0c\u5176\u4e2d\u5305\u542b425M\u53c2\u6570\u3002\u4e0a\u91c7\u6837\u56e0\u5b50\u03bb\u8bbe\u7f6e\u4e3a25\u3002\u5bf9\u4e8e\u8f93\u5165\u8bed\u97f3\u7f16\u7801\u5668\u7684\u6700\u5c0f\u5355\u4f4d\u5757\u5927\u5c0f\u03a9\uff0c\u4f5c\u8005\u5728\u4e3b\u8981\u5b9e\u9a8c\u4e2d\u8bbe\u7f6e\u03a9=+\u221e\uff0c\u8fd9\u610f\u5473\u7740\u4f5c\u8005\u7b49\u5f85\u6574\u4e2a\u5355\u4f4d\u5e8f\u5217\u751f\u6210\u540e\u518d\u5c06\u5176\u8f93\u5165\u5230\u8bed\u97f3\u5408\u6210\u5668\u8fdb\u884c\u8bed\u97f3\u5408\u6210\u3002\u5728\u540e\u7eed\u5b9e\u9a8c\u4e2d\uff0c\u4f5c\u8005\u5c06\u5206\u6790\u5982\u4f55\u8c03\u6574\u03a9\u7684\u503c\u6765\u63a7\u5236\u54cd\u5e94\u5ef6\u8fdf\uff0c\u4ee5\u53ca\u5ef6\u8fdf\u548c\u8bed\u97f3\u8d28\u91cf\u4e4b\u95f4\u7684\u6743\u8861\u3002<\/p>\n\n\n\n<p>\u8bad\u7ec3\u5168\u529f\u80fd\u7684LLaMA-Omni\u9075\u5faa\u4e24\u9636\u6bb5\u7684\u8bad\u7ec3\u8fc7\u7a0b\u3002\u5728\u7b2c\u4e00\u9636\u6bb5\uff0c\u4f5c\u8005\u4f7f\u752832\u4e2a\u6279\u91cf\u7684\u8bed\u97f3 Adapter \uff08speech adapter\uff09\u548c\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0c\u8bad\u7ec33\u4e2a\u5468\u671f\uff0c\u6bcf\u6b21\u8fed\u4ee332\u6b65\u3002\u4f5c\u8005\u4f7f\u7528\u4f59\u5f26\u5b66\u4e60\u7387\u8c03\u5ea6\u5668\uff0c\u524d3%\u7684\u6b65\u9aa4\u7528\u4e8e Warm up \uff0c\u5cf0\u503c\u5b66\u4e60\u7387\u8bbe\u7f6e\u4e3a2e-5\u3002\u5728\u7b2c\u4e8c\u9636\u6bb5\uff0c\u4f5c\u8005\u4f7f\u7528\u76f8\u540c\u7684\u6279\u91cf\u5927\u5c0f\u3001\u6b65\u9aa4\u6570\u548c\u8c03\u5ea6\u5668\u8bad\u7ec3\u8bed\u97f3\u89e3\u7801\u5668\uff0c\u4f46\u5cf0\u503c\u5b66\u4e60\u7387\u8bbe\u7f6e\u4e3a2e-4\u3002\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u5927\u7ea6\u9700\u898165\u5c0f\u65f6\uff0c\u57284\u4e2aNVIDIA L40 GPU\u4e0a\u8fd0\u884c\u3002<\/p>\n\n\n\n<h3><strong>Evaluation<\/strong><\/h3>\n\n\n\n<p>\u7531\u4e8eLLaMA-Omni\u53ef\u4ee5\u6839\u636e\u8bed\u97f3\u6307\u4ee4\u540c\u65f6\u751f\u6210\u6587\u672c\u548c\u8bed\u97f3\u54cd\u5e94\uff0c\u4f5c\u8005\u8bc4\u4f30\u6a21\u578b\u5728\u4e24\u4e2a\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\uff1a\u8bed\u97f3\u5230\u6587\u672c\u6307\u4ee4\u9075\u5faa\uff08S2TIF\uff09\u548c\u8bed\u97f3\u5230\u8bed\u97f3\u6307\u4ee4\u9075\u5faa\uff08S2SIF\uff09\u3002\u4f5c\u8005\u4f7f\u7528\u8d2a\u5fc3\u641c\u7d22\u4ee5\u786e\u4fdd\u53ef\u91cd\u590d\u7684\u5b9e\u9a8c\u7ed3\u679c\u3002\u4ece\u4ee5\u4e0b\u65b9\u9762\u5bf9\u6a21\u578b\u8fdb\u884c\u8bc4\u4f30\uff1a<\/p>\n\n\n\n<p>\u4e3a\u4e86\u8bc4\u4f30\u6a21\u578b\u9075\u5faa\u8bed\u97f3\u6307\u4ee4\u7684\u80fd\u529b\uff0c\u4f5c\u8005\u4f7f\u7528 GPT-4o\u5bf9\u6a21\u578b\u7684\u54cd\u5e94\u8fdb\u884c\u8bc4\u5206\u3002\u5bf9\u4e8eS2TIF\u4efb\u52a1\uff0c\u8bc4\u5206\u57fa\u4e8e\u8bed\u97f3\u6307\u4ee4\u7684\u8f6c\u5f55\u6587\u672c\u548c\u6a21\u578b\u7684\u6587\u672c\u56de\u590d\u3002\u5bf9\u4e8eS2SIF\u4efb\u52a1\uff0c\u4f5c\u8005\u9996\u5148\u4f7f\u7528 Whisper-large-v3 \u6a21\u578b\u5c06\u6a21\u578b\u7684\u8bed\u97f3\u56de\u590d\u8f6c\u5f55\u4e3a\u6587\u672c\uff0c\u7136\u540e\u50cfS2TIF\u4efb\u52a1\u4e00\u6837\u4ee5\u76f8\u540c\u7684\u65b9\u5f0f\u8fdb\u884c\u8bc4\u5206\u3002 GPT-4o \u5728\u4e24\u4e2a\u65b9\u9762\u7ed9\u51fa\u8bc4\u5206\uff1a<strong>\u5185\u5bb9<\/strong>\u548c<strong>\u98ce\u683c<\/strong>\u3002&nbsp;<strong>\u5185\u5bb9\u8bc4\u5206<\/strong>\u8bc4\u4f30\u6a21\u578b\u56de\u590d\u662f\u5426\u5145\u5206\u89e3\u51b3\u4e86\u7528\u6237\u6307\u4ee4\uff0c\u800c<strong>\u98ce\u683c\u8bc4\u5206<\/strong>\u8bc4\u4f30\u6a21\u578b\u56de\u590d\u7684\u98ce\u683c\u662f\u5426\u9002\u5408\u8bed\u97f3\u4ea4\u4e92\u573a\u666f\u3002\u8be6\u7ec6\u8bf4\u660e\u53ef\u4ee5\u5728\u9644\u5f55A\u4e2d\u627e\u5230\u3002<\/p>\n\n\n\n<p>\u8bed\u97f3\u6587\u672c\u5bf9\u9f50\u4e3a\u4e86\u8bc4\u4f30\u6587\u672c\u54cd\u5e94\u548c\u8bed\u97f3\u54cd\u5e94\u4e4b\u95f4\u7684\u5bf9\u9f50\u60c5\u51b5\uff0c\u4f5c\u8005\u4f7f\u7528Whisper-large-v3\u6a21\u578b\u5c06\u8bed\u97f3\u54cd\u5e94\u8f6c\u5f55\u4e3a\u6587\u672c\uff0c\u7136\u540e\u8ba1\u7b97\u8f6c\u5f55\u6587\u672c\u548c\u6587\u672c\u54cd\u5e94\u4e4b\u95f4\u7684Word Error Rate\uff08WER\uff09\u548cCharacter Error Rate\uff08CER\uff09\u3002\u4f5c\u8005\u5c06\u8fd9\u4e9b\u6307\u6807\u5206\u522b\u79f0\u4e3a<strong>ASR-WER<\/strong>\u548c<strong>ASR-CER<\/strong>\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u8bc4\u4f30\u751f\u6210\u7684\u8bed\u97f3\u7684\u8d28\u91cf\uff0c\u4f5c\u8005\u4f7f\u7528\u4e86\u540d\u4e3aUTMOS11\u7684Mean Opinion Score\uff08MOS\uff09\u9884\u6d4b\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u80fd\u591f\u9884\u6d4b\u8bed\u97f3\u7684MOS\u5206\u6570\u4ee5\u8bc4\u4f30\u5176\u81ea\u7136\u5ea6\u3002\u4f5c\u8005\u5c06\u8fd9\u4e2a\u6307\u6807\u79f0\u4e3a<strong>UTMOS<\/strong>\u5206\u6570\u3002<\/p>\n\n\n\n<p>\u54cd\u5e94\u5ef6\u8fdf<strong>latency<\/strong>\u662f\u8bed\u97f3\u4ea4\u4e92\u6a21\u578b\u7684\u4e00\u4e2a\u5173\u952e\u6307\u6807\uff0c\u5b83\u6307\u7684\u662f\u4ece\u8f93\u5165\u8bed\u97f3\u6307\u4ee4\u5230\u8bed\u97f3\u54cd\u5e94\u5f00\u59cb\u4e4b\u95f4\u7684\u65f6\u95f4\u95f4\u9694\uff0c\u8fd9\u5bf9\u7528\u6237\u4f53\u9a8c\u6709\u663e\u8457\u5f71\u54cd\u3002\u6b64\u5916\uff0c\u5f53\u8bed\u97f3\u54cd\u5e94\u5f00\u59cb\u65f6\uff0c\u4f5c\u8005\u8fd8\u8ba1\u7b97\u51fa\u5df2\u7ecf\u751f\u6210\u7684\u6587\u5b57\u6570\u91cf\uff0c\u79f0\u4e3a**#\u6ede\u540e\u8bcd**\u3002<\/p>\n\n\n\n<h3><strong>Baseline Systems<\/strong><\/h3>\n\n\n\n<p>\u4f5c\u8005\u5c06\u4ee5\u4e0b\u8bed\u97f3\u8bed\u8a00\u6a21\u578b\u4f5c\u4e3a\u57fa\u51c6\u7cfb\u7edf\uff1a<\/p>\n\n\n\n<p><strong>SpeechGPT<\/strong>&nbsp;\u662f\u4e00\u79cd\u652f\u6301\u8bed\u97f3\u8f93\u5165\u548c\u8f93\u51fa\u7684\u8bed\u8a00\u6a21\u578b\u3002\u4f5c\u8005\u4f7f\u7528\u539f\u8bba\u6587\u4e2d\u91c7\u7528\u7684\u8fde\u7eed\u6a21\u6001 Prompt \u8fdb\u884c\u89e3\u7801\uff0c\u6839\u636e\u8bed\u97f3\u6307\u4ee4\u4f9d\u6b21\u8f93\u51fa\u6587\u672c\u6307\u4ee4\u3001\u6587\u672c\u54cd\u5e94\u548c\u8bed\u97f3\u54cd\u5e94\u3002<\/p>\n\n\n\n<p><strong>SALMONN (+TTS)<\/strong>&nbsp;\u662f\u4e00\u79cd\u80fd\u591f\u63a5\u53d7\u8bed\u97f3\u548c\u97f3\u9891\u8f93\u5165\u5e76\u4f5c\u51fa\u6587\u672c\u54cd\u5e94\u7684LLM\uff0c\u4f7f\u5176\u80fd\u591f\u6267\u884cS2TIF\u4efb\u52a1\u3002\u5bf9\u4e8eS2SIF\u4efb\u52a1\uff0c\u4f5c\u8005\u5728SALMONN\u4e4b\u540e\u6dfb\u52a0\u4e86\u4e00\u4e2aVITS TTS\u6a21\u578b\uff0c\u4ee5\u5206\u9636\u6bb5\u65b9\u5f0f\u751f\u6210\u8bed\u97f3\u54cd\u5e94\u3002<\/p>\n\n\n\n<p><strong>Qwen2-Audio (+TTS)<\/strong>&nbsp;\u662f\u4e00\u79cd\u5f3a\u5927\u7684\u901a\u7528\u97f3\u9891\u7406\u89e3\u6a21\u578b\uff0c\u80fd\u591f\u6267\u884c\u5404\u79cd\u4e0e\u97f3\u9891\u76f8\u5173\u7684\u4efb\u52a1\uff0c\u5305\u62ecS2TIF\u4efb\u52a1\u3002\u4f5c\u8005\u8fd8\u6784\u5efa\u4e86\u4e00\u4e2aQwen2-Audio\u548cVITS ConCat \u7684\u7cfb\u7edf\uff0c\u4ee5\u5b8c\u6210S2SIF\u4efb\u52a1\u3002<\/p>\n\n\n\n<h3>\u4e3b\u8981\u7ed3\u679c<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"716\" height=\"192\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-56.png\" alt=\"\" class=\"wp-image-18914\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-56.png 716w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-56-300x80.png 300w\" sizes=\"(max-width: 716px) 100vw, 716px\" \/><\/figure>\n\n\n\n<p>\u88681\u5c55\u793a\u4e86\u5728InstructS2S-Eval\u57fa\u51c6\u6d4b\u8bd5\u4e0a\u7684\u4e3b\u8981\u7ed3\u679c\u3002\u9996\u5148\uff0c\u5bf9\u4e8eS2TIF\u4efb\u52a1\uff0c\u4ece\u5185\u5bb9\u89d2\u5ea6\u6765\u770b\uff0cLLaMA-Omni\u76f8\u8f83\u4e8e\u4e4b\u524d\u7684\u6a21\u578b\u6709\u663e\u8457\u63d0\u9ad8\u3002\u8fd9\u4e3b\u8981\u662f\u7531\u4e8eLLaMA-Omni\u662f\u57fa\u4e8e\u6700\u65b0\u7684LLaMA-3.1-8B-Instruct\u6a21\u578b\u5f00\u53d1\u7684\uff0c\u5229\u7528\u5176\u5f3a\u5927\u7684\u6587\u672c\u6307\u4ee4\u9075\u5faa\u80fd\u529b\u3002\u4ece\u98ce\u683c\u89d2\u5ea6\u6765\u770b\uff0cSALMONN\u548cQwen2-Audio\u7684\u5f97\u5206\u8f83\u4f4e\uff0c\u56e0\u4e3a\u4ed6\u4eec\u662f\u8bed\u97f3\u8f6c\u6587\u672c\u6a21\u578b\u3002\u4ed6\u4eec\u7684\u8f93\u51fa\u98ce\u683c\u4e0e\u8bed\u97f3\u4ea4\u4e92\u573a\u666f\u4e0d\u5339\u914d\uff0c\u7ecf\u5e38\u4ea7\u751f\u683c\u5f0f\u5316\u5185\u5bb9\u5e76\u5305\u542b\u5927\u91cf\u5197\u4f59\u89e3\u91ca\u3002<\/p>\n\n\n\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0cSpeechGPT\u4f5c\u4e3a\u8bed\u97f3\u8f6c\u8bed\u97f3\u6a21\u578b\uff0c\u5b9e\u73b0\u4e86\u66f4\u9ad8\u7684\u98ce\u683c\u5206\u6570\u3002\u540c\u6837\uff0c\u4f5c\u8005\u7684LLaMA-Omni\u4e5f\u83b7\u5f97\u4e86\u6700\u9ad8\u7684\u98ce\u683c\u5206\u6570\uff0c\u8868\u660e\u5728\u7ecf\u8fc7\u4f5c\u8005InstructS2S-200K\u6570\u636e\u96c6\u7684\u8bad\u7ec3\u540e\uff0c\u8f93\u51fa\u98ce\u683c\u5df2\u7ecf\u4e0e\u8bed\u97f3\u4ea4\u4e92\u573a\u666f\u5f88\u597d\u5730\u5bf9\u9f50\u3002\u5bf9\u4e8eS2SIF\u4efb\u52a1\uff0cLLaMA-Omni\u5728\u5185\u5bb9\u548c\u98ce\u683c\u5f97\u5206\u4e0a\u90fd\u4f18\u4e8e\u4e4b\u524d\u7684\u6a21\u578b\u3002\u8fd9\u8fdb\u4e00\u6b65\u8bc1\u5b9e\u4e86LLaMA-Omni\u80fd\u591f\u5728\u7b80\u6d01\u9ad8\u6548\u7684\u65b9\u5f0f\u4e0b\uff0c\u6709\u6548\u5730\u5904\u7406\u7528\u6237\u7684\u6307\u4ee4\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u5728\u8bed\u97f3\u4e0e\u6587\u672c\u54cd\u5e94\u7684\u5bf9\u9f50\u65b9\u9762\uff0cLLaMA-Omni\u5b9e\u73b0\u4e86\u6700\u4f4e\u7684ASR-WER\u548cASR-CER\u5206\u6570\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cSpeechGPT\u5728\u5c06\u8bed\u97f3\u4e0e\u6587\u672c\u54cd\u5e94\u5bf9\u9f50\u65b9\u9762\u8868\u73b0\u4e0d\u4f73\uff0c\u8fd9\u53ef\u80fd\u662f\u7531\u4e8e\u5176\u987a\u5e8f\u751f\u6210\u6587\u672c\u548c\u8bed\u97f3\u7684\u7f18\u6545\u3002<\/p>\n\n\n\n<p>\u7ea7\u8054\u7cfb\u7edf\u7684\u8bed\u97f3-\u6587\u672c\u5bf9\u9f50\uff0c\u5982SALMONN+TTS\u548cQwen2-Audio+TTS\uff0c\u4e5f\u662f\u6b21\u4f18\u7684\uff0c\u4e3b\u8981\u539f\u56e0\u662f\u751f\u6210\u7684\u6587\u672c\u54cd\u5e94\u53ef\u80fd\u5305\u542b\u65e0\u6cd5\u5408\u6210\u4e3a\u8bed\u97f3\u7684\u5b57\u7b26\u3002\u8fd9\u4e2a\u95ee\u9898\u5728Qwen2-Audio\u4e2d\u5c24\u4e3a\u660e\u663e\uff0c\u5b83\u5076\u5c14\u4f1a\u8f93\u51fa\u4e2d\u6587\u5b57\u7b26\uff0c\u5bfc\u81f4\u8bed\u97f3\u54cd\u5e94\u4e2d\u51fa\u73b0\u9519\u8bef\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cLLaMA-Omni\u5b9e\u73b0\u4e86\u6700\u4f4e\u7684ASR-WER\u548cASR-CER\u5206\u6570\uff0c\u8868\u660e\u751f\u6210\u7684\u8bed\u97f3\u4e0e\u6587\u672c\u54cd\u5e94\u4e4b\u95f4\u7684\u5bf9\u9f50\u7a0b\u5ea6\u66f4\u9ad8\uff0c\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u4e86\u540c\u65f6\u751f\u6210\u6587\u672c\u548c\u8bed\u97f3\u54cd\u5e94\u7684\u4f18\u52bf\u3002<\/p>\n\n\n\n<h3><strong>Case Study<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"864\" height=\"646\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-51.png\" alt=\"\" class=\"wp-image-18882\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-51.png 864w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-51-300x224.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-51-768x574.png 768w\" sizes=\"(max-width: 864px) 100vw, 864px\" \/><\/figure>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;\u4e0a\u56fe\u5c55\u793a\u4e86\u8be5\u6a21\u578b\u4e0e\u591a\u4e2a\u4e0d\u540c\u6a21\u578b\uff08Qwen2-Audio\u3001SALMOON\u3001Speech GPT\uff09\u9488\u5bf9\u8f93\u5165\u6307\u4ee4\uff08\u201c\u6211\u8be5\u5982\u4f55\u628a\u793c\u7269\u5305\u88c5\u6574\u9f50\uff1f\u201d\uff09\u7684\u8f93\u51fa\u7ed3\u679c\u3002\u901a\u8fc7\u89c2\u5bdf\u4e0e\u5206\u6790\uff0c\u6211\u4eec\u53ef\u4ee5\u53d1\u73b0\uff1a<strong>Qwen2 Audio\u7684\u54cd\u5e94\u76f8\u5f53\u957f\uff0c\u5305\u62ec\u6362\u884c\u7b26\u548c\u62ec\u53f7\u7b49\u65e0\u6cd5\u5408\u6210\u8bed\u97f3\u7684\u5143\u7d20\u3002SALMONN\u7684\u56de\u5e94\u4e5f\u6709\u70b9\u957f\u3002SpeechGPT\u7684\u54cd\u5e94\u98ce\u683c\u66f4\u9002\u5408\u8bed\u97f3\u4ea4\u4e92\u573a\u666f\uff0c\u4f46\u5176\u54cd\u5e94\u4e2d\u5305\u542b\u7684\u4fe1\u606f\u91cf\u8f83\u5c11\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cLLaMA Omni\u7ed9\u51fa\u7684\u54cd\u5e94\u66f4\u8be6\u7ec6\u3001\u66f4\u6709\u7528\uff0c\u540c\u65f6\u4fdd\u6301\u4e86\u7b80\u6d01\u7684\u98ce\u683c\uff0c\u5728\u8bed\u97f3\u4ea4\u4e92\u573a\u666f\u4e2d\u4f18\u4e8e\u4e4b\u524d\u7684\u6a21\u578b\u3002<\/strong><\/p>\n\n\n\n<h3><strong>\u8bed\u97f3\u8d28\u91cf\u548c\u54cd\u5e94\u5ef6\u8fdf\u4e4b\u95f4\u7684\u6743\u8861<\/strong><\/h3>\n\n\n\n<p>LLaMA-Omni \u53ef\u4ee5\u540c\u65f6\u751f\u6210\u6587\u672c\u54cd\u5e94\u548c\u4e0e\u8bed\u97f3\u54cd\u5e94\u5bf9\u5e94\u7684\u79bb\u6563\u5355\u5143\u3002\u5982\u7b2c2.6\u8282\u6240\u8ff0\uff0c\u4e3a\u4e86\u8fdb\u4e00\u6b65\u5b9e\u73b0\u6d41\u5f62\u6ce2\u751f\u6210\uff0c\u5f53\u751f\u6210\u7684\u79bb\u6563\u5355\u5143\u6570\u91cf\u8fbe\u5230\u4e00\u5b9a\u5757\u5927\u5c0f\u03a9\u65f6\uff0c\u8be5\u5757\u5355\u5143\u88ab\u8f93\u5165\u5230\u8bed\u97f3\u5408\u6210\u5668\u4e2d\u8fdb\u884c\u5408\u6210\u548c\u64ad\u653e\u3002\u901a\u8fc7\u8c03\u6574\u03a9\u7684\u503c\uff0c\u4f5c\u8005\u53ef\u4ee5\u63a7\u5236\u7cfb\u7edf\u7684\u5ef6\u8fdf\uff0c\u5176\u4e2d\u8f83\u5c0f\u7684\u03a9\u5bf9\u5e94\u8f83\u4f4e\u7684\u7cfb\u7edf\u5ef6\u8fdf\u3002\u5f53\u03a9=+\u221e\u65f6\uff0c\u610f\u5473\u7740\u5728\u5408\u6210\u8bed\u97f3\u4e4b\u524d\u7b49\u5f85\u6240\u6709\u5355\u5143\u751f\u6210\u3002\u540c\u65f6\uff0c\u03a9\u7684\u503c\u4e5f\u5f71\u54cd\u751f\u6210\u7684\u8bed\u97f3\u8d28\u91cf\u3002\u8f83\u5c0f\u7684\u03a9\u610f\u5473\u7740\u5c06\u8bed\u97f3\u5206\u5272\u6210\u66f4\u591a\u6bb5\u8fdb\u884c\u5408\u6210\uff0c\u8fd9\u53ef\u80fd\u5bfc\u81f4\u6bb5\u4e0e\u6bb5\u4e4b\u95f4\u7684\u65ad\u7eed\uff0c\u53ef\u80fd\u964d\u4f4e\u8bed\u97f3\u7684\u6574\u4f53\u8fde\u8d2f\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"705\" height=\"206\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-55.png\" alt=\"\" class=\"wp-image-18911\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-55.png 705w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-55-300x88.png 300w\" sizes=\"(max-width: 705px) 100vw, 705px\" \/><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u66f4\u597d\u5730\u7406\u89e3\u03a9\u7684\u5f71\u54cd\uff0c\u4f5c\u8005\u7814\u7a76\u4e86\u7cfb\u7edf\u7684\u5ef6\u8fdf\u3001\u8bed\u97f3\u4e0e\u6587\u672c\u54cd\u5e94\u7684\u5bf9\u9f50\u4ee5\u53ca\u4e0d\u540c\u03a9\u8bbe\u7f6e\u4e0b\u751f\u6210\u7684\u8bed\u97f3\u8d28\u91cf\u3002\u5982\u88682\u6240\u793a\uff0c\u5f53\u03a9\u8bbe\u7f6e\u4e3a10\u65f6\uff0c\u7cfb\u7edf\u7684\u54cd\u5e94\u5ef6\u8fdf\u4f4e\u81f3226\u6beb\u79d2\uff0c\u751a\u81f3\u4f4e\u4e8eGPT-4o\u7684\u5e73\u5747\u97f3\u9891\u5ef6\u8fdf320\u6beb\u79d2\u3002\u6b64\u65f6\uff0c\u8bed\u97f3\u54cd\u5e94\u5728\u5f00\u59cb\u65f6\u5e73\u5747\u6ede\u540e1.82\u4e2a\u8bcd\u3002\u5f53\u03a9\u8bbe\u7f6e\u4e3a\u65e0\u7a77\u5927\u65f6\uff0c\u5ef6\u8fdf\u589e\u52a0\u5230\u7ea62\u79d2\u3002\u5bf9\u4e8eASR-WER\u548cASR-CER\u6307\u6807\uff0c\u4f5c\u8005\u60ca\u8bb6\u5730\u53d1\u73b0\uff0c\u968f\u7740\u5757\u5927\u5c0f\u7684\u589e\u52a0\uff0c\u9519\u8bef\u7387\u4e5f\u589e\u52a0\u3002\u4f5c\u8005\u8ba4\u4e3a\u53ef\u80fd\u6709\u4e24\u4e2a\u539f\u56e0\u3002<\/p>\n\n\n\n<ul><li>\u4e00\u65b9\u9762\uff0c vocoder\u53ef\u80fd\u6bd4\u957f\u5e8f\u5217\u66f4\u53ef\u9760\u5730\u5904\u7406\u77ed\u5355\u5143\u5e8f\u5217\uff0c\u56e0\u4e3a\u5b83\u901a\u5e38\u8bad\u7ec3\u5728\u8f83\u77ed\u5e8f\u5217\u4e0a\u3002<\/li><li>\u53e6\u4e00\u65b9\u9762\uff0c\u4f5c\u8005\u4f7f\u7528\u7684ASR\u6a21\u578bWhisper-large-v3\u5177\u6709\u5f88\u5f3a\u7684\u9c81\u68d2\u6027\u3002\u5373\u4f7f\u8bed\u97f3\u4e0e\u8f83\u5c0f\u03a9\u7684\u8f83\u5c0f\u8fde\u7eed\u6027\uff0c\u5bf9ASR\u8bc6\u522b\u7cbe\u5ea6\u5f71\u54cd\u5f88\u5c0f\u3002<\/li><\/ul>\n\n\n\n<p>\u56e0\u6b64\uff0c\u4f5c\u8005\u8fdb\u4e00\u6b65\u4f7f\u7528UTMOS\u6307\u6807\u8bc4\u4f30\u751f\u6210\u7684\u8bed\u97f3\u81ea\u7136\u5ea6\u3002\u5b83\u663e\u793a\uff0c\u968f\u7740\u03a9\u7684\u589e\u52a0\uff0c\u8bed\u97f3\u7684\u81ea\u7136\u5ea6\u63d0\u9ad8\uff0c\u56e0\u4e3a\u8bed\u97f3\u7684\u4e0d\u8fde\u7eed\u6027\u51cf\u5c11\u3002\u603b\u4e4b\uff0c\u4f5c\u8005\u53ef\u4ee5\u6839\u636e\u4e0d\u540c\u7684\u573a\u666f\u8c03\u6574\u03a9\u7684\u503c\uff0c\u4ee5\u5b9e\u73b0\u54cd\u5e94\u5ef6\u8fdf\u548c\u8bed\u97f3\u8d28\u91cf\u4e4b\u95f4\u7684\u6743\u8861\u3002<\/p>\n\n\n\n<h3><strong>Decoding Time<\/strong><\/h3>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" width=\"286\" height=\"182\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-54.png\" alt=\"\" class=\"wp-image-18909\"\/><\/figure><\/div>\n\n\n\n<p>\u88683\u5217\u51fa\u4e86\u4e0d\u540c\u6a21\u578b\u5728S2TIF\u548cS2SIF\u4efb\u52a1\u4e0a\u7684\u5e73\u5747\u89e3\u7801\u65f6\u95f4\u3002\u5bf9\u4e8eS2TIF\u4efb\u52a1\uff0cSpeechGPT\u9700\u8981\u5148\u8f93\u51fa\u6587\u672c\u6307\u4ee4\uff0c\u7136\u540e\u8f93\u51fa\u6587\u672c\u56de\u590d\uff0c\u800cSALMONN\u548cQwen2-Audio\u503e\u5411\u4e8e\u4ea7\u751f\u5197\u957f\u7684\u56de\u590d\u3002<\/p>\n\n\n\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0cLLaMA-Omni\u80fd\u76f4\u63a5\u63d0\u4f9b\u7b80\u6d01\u7684\u7b54\u6848\uff0c\u5bfc\u81f4\u89e3\u7801\u65f6\u95f4\u663e\u8457\u964d\u4f4e\uff0c\u6bcf\u6761\u6307\u4ee4\u7684\u5e73\u5747\u89e3\u7801\u65f6\u95f4\u4ec5\u4e3a1.49\u79d2\u3002\u5bf9\u4e8eS2SIF\u4efb\u52a1\uff0cSpeechGPT\u9010\u6761\u8f93\u51fa\u6587\u672c\u548c\u8bed\u97f3\u56de\u590d\uff0c\u5bfc\u81f4\u89e3\u7801\u65f6\u95f4\u6bd4\u4ec5\u751f\u6210\u6587\u672c\u56de\u590d\u65f6\u5927\u7ea6\u5ef6\u957f6\u500d\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cLLaMA-Omni\u540c\u65f6\u8f93\u51fa\u6587\u672c\u548c\u8bed\u97f3\u56de\u590d\uff0c\u5e76\u91c7\u7528\u975e\u81ea\u52a8\u56de\u5f52\u67b6\u6784\u751f\u6210\u79bb\u6563\u5355\u5143\u3002\u56e0\u6b64\uff0c\u603b\u751f\u6210\u65f6\u95f4\u4ec5\u589e\u52a01.28\u500d\uff0c\u8bc1\u660e\u4e86LLaMA-Omni\u5728\u89e3\u7801\u901f\u5ea6\u4e0a\u7684\u4f18\u52bf\u3002<\/p>\n\n\n\n<h3>\u5ba2\u89c2\u6307\u6807\u6027\u80fd\u8bc4\u4f30<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"874\" height=\"234\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-52.png\" alt=\"\" class=\"wp-image-18884\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-52.png 874w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-52-300x80.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-52-768x206.png 768w\" sizes=\"(max-width: 874px) 100vw, 874px\" \/><\/figure>\n\n\n\n<p>\u4e0a\u8868\u5c55\u793a\u4e86\u8be5\u7b97\u6cd5\u4e0e\u591a\u4e2aSOTA\u7b97\u6cd5\u5728InstructS2S\u8bc4\u4f30\u57fa\u51c6\u4e0a\u7684\u8bc4\u4f30\u7ed3\u679c\u3002\u9996\u5148\uff0c<strong>\u5bf9\u4e8eS2TIF\u4efb\u52a1\uff0c\u4ece\u5185\u5bb9\u7684\u89d2\u5ea6\u6765\u770b\uff0cLLaMA Omni\u4e0e\u4e4b\u524d\u7684\u6a21\u578b\u76f8\u6bd4\u6709\u4e86\u663e\u8457\u6539\u8fdb\u3002<\/strong>\u8fd9\u4e3b\u8981\u662f\u56e0\u4e3aLLaMA 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href=\"https:\/\/mp.weixin.qq.com\/s\/pjCIJaGNyfWiwGwP03zMNg\"><strong>https:\/\/mp.weixin.qq.com\/s\/pjCIJaGNyfWiwGwP03zMNg<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>LLaMA-Omni\u662f\u57fa\u4e8eLlama-3.1-8B-Instruct\u6784\u5efa\u7684\u4f4e\u5ef6\u8fdf\u3001\u9ad8\u8d28\u91cf\u7684\u7aef\u5230\u7aef\u8bed\u97f3\u4ea4\u4e92\u6a21\u578b\uff0c &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2024\/09\/14\/llama-omni\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">LLaMA-Omni \u5f00\u6e90\u8bed\u97f3\u4ea4\u4e92\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\/18771"}],"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=18771"}],"version-history":[{"count":108,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/18771\/revisions"}],"predecessor-version":[{"id":20953,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/18771\/revisions\/20953"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=18771"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=18771"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=18771"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}