{"id":22959,"date":"2024-12-08T15:12:18","date_gmt":"2024-12-08T07:12:18","guid":{"rendered":"http:\/\/139.9.1.231\/?p=22959"},"modified":"2024-12-11T17:28:24","modified_gmt":"2024-12-11T09:28:24","slug":"freeze-omni","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2024\/12\/08\/freeze-omni\/","title":{"rendered":"Freeze-Omni \u7aef\u5230\u7aef\u8bed\u97f3\u53cc\u5de5\u6a21\u578b"},"content":{"rendered":"\n<ul class=\"has-light-gray-background-color has-background\"><li>\u8bba\u6587\u6807\u9898\uff1aFreeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM<\/li><li>\u8bba\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/arxiv.org\/abs\/2411.00774\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/arxiv.org\/abs\/2411.00774<\/a><\/li><li>\u9879\u76ee\u4e3b\u9875\uff1a<a href=\"https:\/\/freeze-omni.github.io\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/freeze-omni.github.io\/<\/a><\/li><li>\u5f00\u6e90\u4ee3\u7801\uff1a<a href=\"https:\/\/github.com\/VITA-MLLM\/Freeze-Omni\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/VITA-MLLM\/Freeze-Omni<\/a><\/li><\/ul>\n\n\n\n<p>GPT-4o\u63d0\u4f9b\u7684\u5168\u53cc\u5de5\u8bed\u97f3\u5bf9\u8bdd\u5e26\u6765\u4e86\u4e00\u80a1\u7814\u7a76\u70ed\u6f6e\uff0c\u76ee\u524d\u8bf8\u591a\u5de5\u4f5c\u5f00\u59cb\u7814\u7a76\u5982\u4f55\u5229\u7528LLM\u6765\u5b9e\u73b0\u7aef\u5230\u7aef\u7684\u8bed\u97f3\u5230\u8bed\u97f3(<strong>Speech-to-Speech<\/strong>)\u5bf9\u8bdd\u80fd\u529b\uff0c\u4f46\u662f\u76ee\u524d\u5927\u90e8\u5206\u5f00\u6e90\u65b9\u6848\u5b58\u5728\u4ee5\u4e0b\u4e24\u4e2a\u95ee\u9898\uff1a<\/p>\n\n\n\n<ul><li>LLM\u707e\u96be\u6027\u9057\u5fd8\uff1a\u7531\u4e8e\u73b0\u6709\u65b9\u6848\u5728\u8bed\u97f3\u6a21\u6001\u4e0eLLM\u8fdb\u884c\u5bf9\u9f50\u65f6\uff0c\u4f1a\u6216\u591a\u6216\u5c11\u5bf9LLM\u8fdb\u884c\u5fae\u8c03\uff0c\u4f46\u7531\u4e8e\u8981\u91c7\u96c6\u5230\u4e0eLLM\u672c\u8eab\u8bad\u7ec3\u7684\u6587\u672c\u6570\u636e\u540c\u7b49\u91cf\u7ea7\u7684\u8bed\u97f3\u6570\u636e\u662f\u975e\u5e38\u56f0\u96be\u7684\uff0c\u6240\u4ee5\u8fd9\u4e00<strong>\u5fae\u8c03\u8fc7\u7a0b\u5f80\u5f80\u4f1a\u5bfc\u81f4LLM\u51fa\u73b0\u9057\u5fd8\u73b0\u8c61<\/strong>\uff0c\u9020\u6210LLM\u7684\u806a\u660e\u5ea6\u4e0b\u964d<\/li><li><strong>\u8bed\u97f3\u95ee\u7b54(Spoken Question Answering)\u4efb\u52a1\u7684\u8bc4\u4f30<\/strong>\uff1a\u591a\u6570\u5de5\u4f5c\u5bf9\u4e8e\u8bed\u97f3\u95ee\u7b54\u7684\u51c6\u786e\u6027\u5e76\u6ca1\u6709\u8fdb\u884c\u5b9a\u91cf\u8bc4\u4f30\uff0c\u4ece\u5df2\u6709\u7684\u4e00\u4e9b\u8bc4\u4f30\u7ed3\u679c\u4e5f\u53ef\u4ee5\u770b\u51fa\u540c\u4e00\u6a21\u578b<strong>\u8bed\u97f3\u95ee\u7b54\u548c\u6587\u672c\u95ee\u7b54\u76f8\u6bd4\u51c6\u786e\u6027\u4f1a\u6709\u660e\u663e\u7684\u5dee\u8ddd<\/strong><\/li><\/ul>\n\n\n\n<p>\u9488\u5bf9\u4e0a\u8ff0\u8fd9\u4e9b\u95ee\u9898\uff0c\u8fd1\u65e5\u817e\u8baf&amp;\u897f\u5de5\u5927&amp;\u5357\u5927\u7684\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86\u4e00\u79cd\u4f4e\u5ef6\u8fdf\u7684\u7aef\u5230\u7aef\u8bed\u97f3\u53cc\u5de5\u5bf9\u8bdd\u6a21\u578bFreeze-Omni\uff08VITA\u5927\u6a21\u578b\u7cfb\u5217\u7b2c\u4e8c\u4e2a\u5de5\u4f5c\uff09\uff0c\u5176\u53ef\u4ee5\u5728\u5b8c\u5168\u51bb\u7ed3LLM\u7684\u60c5\u51b5\u4e0b\uff0c\u4e3aLLM\u63a5\u5165\u8bed\u97f3\u8f93\u5165\u548c\u8f93\u51fa\uff0c\u4f7f\u5176\u80fd\u591f\u652f\u6301\u7aef\u5230\u7aef\u7684\u8bed\u97f3\u5bf9\u8bdd\u80fd\u529b\uff0c\u4e14\u901a\u8fc7\u4e00\u7cfb\u5217\u4f18\u5316\u4f7f\u5f97\u5176\u5177\u5907\u4f4e\u5ef6\u8fdf\u7684\u53cc\u5de5\u5bf9\u8bdd\u80fd\u529b\uff0c\u5176\u4e3b\u8981\u7279\u6027\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ul><li><strong>\u5728\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0cLLM\u7684\u53c2\u6570\u88ab\u5b8c\u5168\u51bb\u7ed3\uff0c\u786e\u4fdd\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u77e5\u8bc6\u80fd\u529b\u88ab\u5b8c\u5168\u4fdd\u7559<\/strong><\/li><li>\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6240\u4f9d\u8d56\u7684\u6570\u636e\u89c4\u6a21\u8f83\u5c0f\uff0c\u6d88\u8017\u7684\u8ba1\u7b97\u8d44\u6e90\u4e5f\u8f83\u5c11\u3002<strong>Freeze-Omni\u4ec5\u9700\u8981\u6587\u672c-\u8bed\u97f3\u914d\u5bf9\u6570\u636e\uff08\u5982ASR\u548cTTS\u8bad\u7ec3\u6570\u636e\uff0c\u6bd4\u8f83\u5bb9\u6613\u83b7\u5f97\uff09\u4ee5\u53ca\u4ec5\u5c11\u91cf\u7684\u6587\u672c\u6a21\u6001\u7684\u95ee\u7b54\u6570\u636e<\/strong>\uff0c<strong>\u8bed\u97f3\u95ee\u7b54\u51c6\u786e\u6027\u663e\u8457\u8d85\u8d8aMoshi\u4e0eGLM-4-Voice\u7b49\u76ee\u524dSOTA\u7684\u6a21\u578b<\/strong><\/li><li>Freeze-Omni \u53ef\u4ee5\u652f\u6301\u4efb\u4f55\u5177\u6709\u6587\u672c\u6a21\u6001\u7684(\u591a\u6a21\u6001)\u5927\u8bed\u8a00\u6a21\u578b\uff0c<strong>\u80fd\u591f\u4fdd\u7559\u57fa\u5e95\u5927\u8bed\u8a00\u6a21\u578b\u7684\u80fd\u529b\uff0c\u5982\u63d0\u793a\u670d\u4ece\u548c\u89d2\u8272\u626e\u6f14\u7b49<\/strong>\u3002\u6b64\u5916\uff0c\u5982\u679c\u6709\u5fc5\u8981\u6539\u53d8\u5927\u8bed\u8a00\u6a21\u578b\u7684\u9886\u57df\u6216\u8005\u56de\u5e94\u65b9\u5f0f\uff0c\u53ea\u9700\u8981\u7528\u76f8\u5e94\u7684\u6587\u672c\u6570\u636e\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u5373\u53ef\uff0c<strong>\u4e0d\u9700\u8981\u91c7\u96c6\u5927\u91cf\u8bed\u97f3\u7684\u95ee\u7b54\u548c\u5bf9\u8bdd\u6570\u636e.<\/strong><\/li><\/ul>\n\n\n\n<h2><strong>\u4e09\u9636\u6bb5\u8bad\u7ec3\u7b56\u7565\u5b9e\u73b0\u8bed\u97f3\u8f93\u5165\u8f93\u51fa\u80fd\u529b<\/strong><\/h2>\n\n\n\n<p>Freeze-Omni\u7684\u6574\u4f53\u7ed3\u6784\u5982\u56fe1\u6240\u793a\uff0c\u5176\u5305\u542b\u6709\u8bed\u97f3\u7f16\u7801\u5668\uff08Speech Encoder\uff09\u548c\u8bed\u97f3\u89e3\u7801\u5668\uff08Speech Decoder\uff09\u4ee5\u53ca\u57fa\u5e95LLM\u4e09\u90e8\u5206\u3002\u5728\u8fd0\u884c\u8fc7\u7a0b\u4e2d\uff0c\u6d41\u5f0f\u7684\u8bed\u97f3\u8f93\u5165\u901a\u8fc7\u8bed\u97f3\u7f16\u7801\u5668\u5f62\u6210\u5206\u5757\uff08Chunk\uff09\u7279\u5f81\uff0c\u7136\u540e\u901a\u8fc7Adapter\u8fde\u63a5\u5230LLM\uff0cLLM\u751f\u6210\u7684Hidden State\u548c\u6587\u672cToken\u7684\u5728\u5206\u5757\u5206\u5272\u540e\u5206\u522b\u4ee5\u5757\u7684\u5f62\u5f0f\u9001\u5165\u975e\u81ea\u56de\u5f52\u524d\u7f00\u8bed\u97f3\u89e3\u7801\u5668\uff08NAR Prefix Speech Decoder\uff09\u548c\u975e\u81ea\u56de\u5f52\u8bed\u97f3\u89e3\u7801\u5668\uff08NAR Speech Decoder\uff09\u4ee5\u8fdb\u884cPrefill\u64cd\u4f5c\uff0c\u6700\u540e\u81ea\u56de\u5f52\u8bed\u97f3\u89e3\u7801\u5668\uff08AR Speech Decoder\uff09\u5c06\u4f1a\u5b8c\u6210Generate\u64cd\u4f5c\u4ee5\u751f\u6210\u8bed\u97f3Token\uff0c\u5e76\u7531Codec Decoder\u5c06\u5176\u6d41\u5f0f\u89e3\u7801\u4e3a\u8bed\u97f3\u4fe1\u53f7\u8f93\u51fa\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"924\" height=\"799\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-25.png\" alt=\"\" class=\"wp-image-22971\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-25.png 924w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-25-300x259.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-25-768x664.png 768w\" sizes=\"(max-width: 924px) 100vw, 924px\" \/><\/figure>\n\n\n\n<p>Freeze-Omni\u5404\u4e2a\u6a21\u5757\u7684\u4e09\u9636\u6bb5\u8bad\u7ec3\u7b56\u7565\u5982\u4e0b\uff1a<\/p>\n\n\n\n<p><strong>\u6d41\u5f0f\u8bed\u97f3\u7f16\u7801\u5668\u7684\u4e09\u9636\u6bb5\u8bad\u7ec3<\/strong>\uff1a\u5982\u56fe2\u6240\u793a\uff0c\u7b2c\u4e00\u9636\u6bb5\uff08a\uff09\u4f1a\u5148\u4f7f\u7528ASR\u6570\u636e\u8bad\u7ec3\u4e00\u4e2a\u5177\u6709ASR\u80fd\u529b\u7684\u8bed\u97f3\u7f16\u7801\u3002\u7b2c\u4e8c\u9636\u6bb5\uff08b\uff09\u4f1a\u4ee5ASR\u4efb\u52a1\u4e3a\u4f18\u5316\u76ee\u6807\uff0c\u5c06\u8bed\u97f3\u7f16\u7801\u5668\u4e0eLLM\u505a\u6a21\u6001\u5bf9\u9f50\uff0c\u8fd9\u4e2a\u8fc7\u7a0b\u4e2dLLM\u662f\u5904\u4e8e\u51bb\u7ed3\u72b6\u6001\u7684\u3002\u7b2c\u4e09\u9636\u6bb5\uff08c\uff09\u4f1a\u4f7f\u7528\u7531TTS\u7cfb\u7edf\u5408\u6210\u7684\u8bed\u97f3\u8f93\u5165-\u6587\u672c\u56de\u7b54\u7684\u591a\u8f6eQA\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\uff0c\u8fd9\u91cc\u4f1a\u4f7f\u7528\u7b2c\u4e8c\u9636\u6bb5\u8bad\u7ec3\u597d\u7684\u8bed\u97f3\u7f16\u7801\u5668\uff0c\u4f46\u662f\u5176\u53c2\u6570\u4fdd\u6301\u51bb\u7ed3\u4ee5\u4fdd\u7559\u5176\u8bed\u97f3\u9c81\u68d2\u6027\uff0c\u800c\u53ef\u8bad\u7ec3\u7684\u53c2\u6570\u53ea\u6709\u6bcf\u4e2a\u95ee\u9898\u524d\u7684Prompt Embedding\uff0c\u7528\u4e8e\u6307\u5bfcLLM\u4eceASR\u4efb\u52a1\u8fc1\u79fb\u5230QA\u4efb\u52a1\u4e2d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"882\" height=\"807\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-26.png\" alt=\"\" class=\"wp-image-22973\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-26.png 882w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-26-300x274.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-26-768x703.png 768w\" sizes=\"(max-width: 882px) 100vw, 882px\" \/><\/figure>\n\n\n\n<p><strong>\u6d41\u5f0f\u8bed\u97f3\u89e3\u7801\u5668\u7684\u4e09\u9636\u6bb5\u8bad\u7ec3<\/strong>\uff1a<\/p>\n\n\n\n<p>\u5982\u56fe3\u6240\u793a\uff0c\u7b2c\u4e00\u9636\u6bb5\uff08a\uff09<strong>\u4f1a\u5148\u8bad\u7ec3\u4e00\u4e2a\u5355\u7801\u672c\u7684\u8bed\u97f3\u7f16\u89e3\u7801\u6a21\u578b\uff0c\u4f7f\u7528\u5355\u7801\u672c\u7684\u76ee\u7684\u4e3b\u8981\u662f\u4e3a\u4e86\u964d\u4f4e\u8ba1\u7b97\u590d\u6742\u5ea6\u548c\u65f6\u5ef6\u3002<\/strong><\/p>\n\n\n\n<p>\u7b2c\u4e8c\u9636\u6bb5\uff08b\uff09<strong>\u5c06\u4f1a\u8bad\u7ec3NAR\u8bed\u97f3\u7f16\u7801\u5668\u548cAR\u8bed\u97f3\u7f16\u7801\u5668\uff0c\u8fd9\u91cc\u4f1a\u4f7f\u7528\u6587\u672c-\u8bed\u97f3\u7684TTS\u6570\u636e\uff0c\u5176\u6587\u672c\u4f1a\u901a\u8fc7\u57fa\u5e95LLM\u7684Tokenizer\u8f6c\u5316\u4e3aToken\uff0c\u518d\u7ecf\u8fc7\u57fa\u5e95LLM\u7684Embedding\u5c42\u8f6c\u5316\u4e3a\u6587\u672c\u7279\u5f81\uff0c\u8fd9\u4e2a\u8fc7\u7a0b\u4e2dEmbedding\u7684\u53c2\u6570\u662f\u51bb\u7ed3\u7684\uff0c\u8bad\u7ec3\u76ee\u6807\u7684\u8bed\u97f3Token\u662f\u7531\u7b2c\u4e00\u9636\u6bb5\u7684\u8bed\u97f3\u7f16\u7801\u5668\u63d0\u4f9b\u3002<\/strong><\/p>\n\n\n\n<p>\u7b2c\u4e09\u9636\u6bb5\uff08c\uff09<strong>\u5c06\u4f1a\u51bb\u7ed3\u7b2c\u4e8c\u9636\u6bb5\u8bad\u7ec3\u5f97\u5230\u7684\u6240\u6709\u7f51\u7edc\uff0c\u4f46\u540c\u65f6\u52a0\u5165\u4e86\u4e00\u4e2aNAR Prefix\u8bed\u97f3\u7f16\u7801\u5668\uff0c\u5176\u7528\u4e8e\u63a5\u53d7LLM\u8f93\u51fa\u7684Hidden State\uff0c\u5e76\u5c06\u8f93\u51fa\u7684kv-cache\u4f5c\u4e3a\u7b2c\u4e8c\u9636\u6bb5\u6a21\u578b\u7684\u521d\u59cbkv-cache\uff0c\u8be5\u8fc7\u7a0b\u4f7f\u7528\u7684\u6570\u636e\u662f\u6587\u672c\u8f93\u5165-\u8bed\u97f3\u8f93\u51fa\u7684QA\u6570\u636e\uff0c\u4e3b\u8981\u76ee\u7684\u662f\u4e3a\u4e86\u4f7f\u5f97\u8bed\u97f3\u7f16\u7801\u5668\u8fc1\u79fb\u5230LLM\u7684\u8f93\u51fa\u9886\u57df\u4e2d\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"922\" height=\"658\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-27.png\" alt=\"\" class=\"wp-image-22975\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-27.png 922w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-27-300x214.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-27-768x548.png 768w\" sizes=\"(max-width: 922px) 100vw, 922px\" \/><\/figure>\n\n\n\n<p><strong>\u53cc\u5de5\u5bf9\u8bdd\u7684\u72b6\u6001\u6807\u7b7e\u8bad\u7ec3<\/strong>\uff1a\u5982\u56fe4\u6240\u793a\uff0c\u4e3a\u4e86\u5b9e\u73b0\u53cc\u5de5\u4ea4\u4e92\uff0cFreeze-Omni\u5728\u8bed\u97f3\u7f16\u7801\u5668\u8bad\u7ec3\u7684\u7b2c\u4e09\u9636\u6bb5\u4e2d\uff0c\u4f1a\u4e3a\u6bcf\u4e2aChunk\u7684\u6700\u540e\u4e00\u4e2a\u8bed\u97f3\u5e27\u5bf9\u5e94\u7684LLM\u8f93\u51faHidden 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src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-28.png\" alt=\"\" class=\"wp-image-22980\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-28.png 907w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-28-300x93.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-28-768x237.png 768w\" sizes=\"(max-width: 907px) 100vw, 907px\" \/><\/figure>\n\n\n\n<h2><strong>\u6a21\u578b\u6027\u80fd\u6d4b\u8bc4<\/strong><\/h2>\n\n\n\n<p><strong>\u8bad\u7ec3\u914d\u7f6e<\/strong>\uff1aFreeze-Omni\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u4f7f\u7528\u4e86\u5f00\u6e90Qwen2-7B-Instruct\u4f5c\u4e3a\u57fa\u5e95\u6a21\u578b\uff0c\u8bed\u97f3\u7f16\u7801\u5668\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4f7f\u7528\u4e8611\u4e07\u5c0f\u65f6\u4e2d\u6587\u82f1\u6587\u6df7\u5408\u7684ASR\u6570\u636e\uff0c\u8bed\u97f3\u89e3\u7801\u5668\u8bad\u7ec3\u8fc7\u7a0b\u4f7f\u7528\u4e863000\u5c0f\u65f6\u7531TTS\u7cfb\u7edf\u5408\u6210\u7684\u6587\u672c-\u8bed\u97f3\u6570\u636e\uff0c\u6240\u63d0\u5230\u7684QA\u6570\u636e\u662f\u75316\u4e07\u6761\u4ecemoss-003-sft-data\u4e2d\u62bd\u53d6\u7684\u591a\u8f6e\u5bf9\u8bdd\u7ecf\u8fc7TTS\u7cfb\u7edf\u5408\u6210\u5f97\u5230\u7684\u3002<\/p>\n\n\n\n<p><strong>\u8bed\u97f3\u8f93\u5165\u7406\u89e3\u80fd\u529b\u8bc4\u4f30<\/strong>\uff1aFreeze-Omni\u63d0\u4f9b\u4e86\u5176\u5728\u5e38\u89c1\u7684\u82f1\u6587\u6d4b\u8bd5\u96c6\u4e0a\u7684ASR\u6027\u80fd\u6d4b\u8bd5\u7ed3\u679c\uff0c\u4ece\u4e2d\u53ef\u4ee5\u770b\u51fa\uff0c\u5176ASR\u51c6\u786e\u6027\u5904\u4e8e\u8f83\u4e3a\u9886\u5148\u7684\u6c34\u5e73\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"910\" height=\"391\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-29.png\" alt=\"\" class=\"wp-image-22982\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-29.png 910w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-29-300x129.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-29-768x330.png 768w\" sizes=\"(max-width: 910px) 100vw, 910px\" \/><\/figure>\n\n\n\n<p><strong>\u8bed\u97f3\u8f93\u51fa\u8d28\u91cf\u8bc4\u4f30<\/strong>\uff1aFreeze-Omni\u63d0\u4f9b\u4e86\u5176\u57281000\u6761LLM\u8f93\u51fa\u7684Hidden State\u4e0eText Token\u4e0a\u8bed\u97f3\u89e3\u7801\u5668\u751f\u6210\u7684\u8bed\u97f3\u5728\u4f7f\u7528ASR\u6a21\u578b\u6d4b\u8bd5\u5f97\u5230\u7684\u8bcd\u9519\u8bef\u7387\uff08CER\uff09\uff0c\u4ece\u7ed3\u679c\u4e2d\u53ef\u4ee5\u770b\u51faNAR 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QA\u4e09\u4e2a\u96c6\u5408\u4e0a\u7684\u8bed\u97f3\u95ee\u7b54\u51c6\u786e\u7387\u8bc4\u4f30\uff0c\u4ece\u7ed3\u679c\u4e2d\u53ef\u4ee5\u770b\u51faFreeze-Omni\u7684\u51c6\u786e\u7387\u5177\u6709<strong>\u7edd\u5bf9\u7684\u9886\u5148\u6c34\u5e73\uff0c\u8d85\u8d8aMoshi\u4e0eGLM-4-Voice\u7b49\u76ee\u524dSOTA\u7684\u6a21\u578b<\/strong>\uff0c\u5e76\u4e14\u5176\u8bed\u97f3\u6a21\u6001\u4e0b\u7684\u51c6\u786e\u7387\u76f8\u6bd4\u5176\u57fa\u5e95\u6a21\u578bQwen2-7B-Instruct\u7684\u6587\u672c\u95ee\u7b54\u51c6\u786e\u7387\u800c\u8a00\uff0c\u5dee\u8ddd\u660e\u663e\u76f8\u6bd4Moshi\u4e0e\u5176\u6587\u672c\u57fa\u5e95\u6a21\u578bHelium\u7684\u8981\u5c0f\uff0c\u8db3\u4ee5\u8bc1\u660eFreeze-Omni\u7684\u8bad\u7ec3\u65b9\u5f0f\u53ef\u4ee5\u4f7f\u5f97LLM\u5728\u63a5\u5165\u8bed\u97f3\u6a21\u6001\u4e4b\u540e\uff0c\u806a\u660e\u5ea6\u548c\u77e5\u8bc6\u80fd\u529b\u53d7\u5230\u7684\u5f71\u54cd\u6700\u4f4e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"895\" height=\"493\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-31.png\" alt=\"\" class=\"wp-image-22984\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-31.png 895w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-31-300x165.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-31-768x423.png 768w\" sizes=\"(max-width: 895px) 100vw, 895px\" 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src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-32.png\" alt=\"\" class=\"wp-image-22985\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-32.png 898w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-32-300x115.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-32-768x295.png 768w\" sizes=\"(max-width: 898px) 100vw, 898px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u8bba\u6587\u6807\u9898\uff1aFreeze-Omni: A Smart and Low Latency Speech-to-spe &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2024\/12\/08\/freeze-omni\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">Freeze-Omni 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