{"id":21703,"date":"2024-11-02T14:57:27","date_gmt":"2024-11-02T06:57:27","guid":{"rendered":"http:\/\/139.9.1.231\/?p=21703"},"modified":"2024-11-04T15:39:55","modified_gmt":"2024-11-04T07:39:55","slug":"mooer-llm-audio","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2024\/11\/02\/mooer-llm-audio\/","title":{"rendered":"MooER (\u6469\u5c14): \u57fa\u4e8e8\u4e07\u5c0f\u65f6\u8bad\u7ec3\u6570\u636e\u7684\u5f00\u6e90\u97f3\u9891\u7406\u89e3\u5927\u6a21\u578b"},"content":{"rendered":"\n<p><a rel=\"noreferrer noopener\" href=\"https:\/\/arxiv.org\/abs\/2408.05101\" target=\"_blank\">MooER: LLM-based Speech Recognition and Translation Models from Moore Threads<\/a><\/p>\n\n\n\n<p><em>Github: <a rel=\"noreferrer noopener\" href=\"https:\/\/github.com\/MooreThreads\/MooER\" target=\"_blank\">https:\/\/github.com\/MooreThreads\/MooER<\/a><br>ModelScope: <a rel=\"noreferrer noopener\" href=\"https:\/\/modelscope.cn\/models\/MooreThreadsSpeech\/MooER-MTL-5K\" target=\"_blank\">https:\/\/modelscope.cn\/models\/MooreThreadsSpeech\/MooER-MTL-5K<\/a><br>Huggingface: <a rel=\"noreferrer noopener\" href=\"https:\/\/huggingface.co\/mtspeech\/MooER-MTL-5K\" target=\"_blank\">https:\/\/huggingface.co\/mtspeech\/MooER-MTL-5K<\/a><\/em><\/p>\n\n\n\n<p><em><strong>paper\uff1a<a href=\"https:\/\/arxiv.org\/abs\/2408.05101\">https:\/\/arxiv.org\/abs\/2408.05101<\/a><\/strong><\/em><\/p>\n\n\n\n<p class=\"has-light-gray-background-color has-background\"><em>\ud83c\udf89\ud83c\udf89\ud83c\udf89\u6211\u4eec\u53d1\u5e03\u4e86\u652f\u6301\u666e\u901a\u8bdd\u8f93\u5165\u7684\u65b0&nbsp;<strong>Omni<\/strong>&nbsp;\uff08MooER-omni-v1\uff09 \u548c<strong>\u8bed\u97f3\u8f6c\u8bed\u97f3\u7ffb\u8bd1<\/strong>&nbsp;\uff08MooER-S2ST-v1\uff09 \u6a21\u578b\u3002Omni \u6a21\u578b\u53ef\u4ee5\u542c\u5230\u3001\u601d\u8003\u548c\u4e0e\u60a8\u4ea4\u8c08\uff01<a href=\"https:\/\/github.com\/MooreThreads\/MooER\/blob\/master\/assets\/omni_demo_v1.md\">\u8bf7\u5728\u6b64\u5904\u67e5\u770b\u6211\u4eec\u7684\u6f14\u793a<\/a>\u3002<\/em><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"234\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/framework_omni-1024x234.png\" alt=\"\" class=\"wp-image-21835\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/framework_omni-1024x234.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/framework_omni-300x68.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/framework_omni-768x175.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/framework_omni-1536x351.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/framework_omni-2048x468.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption> <em>&nbsp;<strong>Omni<\/strong>&nbsp;\uff08MooER-omni-v1\uff09<\/em> <\/figcaption><\/figure>\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\/11\/image-22.png\" alt=\"\" class=\"wp-image-21841\" width=\"422\" height=\"385\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-22.png 868w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-22-300x274.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-22-768x702.png 768w\" sizes=\"(max-width: 422px) 100vw, 422px\" \/><\/figure><\/div>\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\/11\/image-21.png\" alt=\"\" class=\"wp-image-21839\" width=\"444\" height=\"352\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-21.png 1011w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-21-300x238.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-21-768x609.png 768w\" sizes=\"(max-width: 444px) 100vw, 444px\" \/><\/figure><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-20-1024x623.png\" alt=\"\" class=\"wp-image-21838\" width=\"486\" height=\"295\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-20-1024x623.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-20-300x183.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-20-768x468.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-20.png 1396w\" sizes=\"(max-width: 486px) 100vw, 486px\" \/><\/figure><\/div>\n\n\n\n\n\n<p>\u5728\u672c\u5de5\u4f5c\u4e2d\uff0c\u6211\u4eec\u63a8\u51fa\u4e86<strong>\u6469\u8033\u5927\u6a21\u578b\uff08\u82f1\u6587\u540d\uff1aMooER\uff09<\/strong>\u2014\u2014 \u4e00\u4e2a\u7531\u6469\u5c14\u7ebf\u7a0b\u5f00\u53d1\u7684\u3001\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\uff08Large Language Model\uff0cLLM\uff09\u7684\u8bed\u97f3\u8bc6\u522b\u548c\u8bed\u97f3\u7ffb\u8bd1\u7cfb\u7edf\u3002\u901a\u8fc7\u6469\u5c14\u6846\u67b6\uff0c\u60a8\u53ef\u4ee5\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u4ee5\u7aef\u5230\u7aef\u7684\u65b9\u5f0f\uff0c\u5c06\u8f93\u5165\u8bed\u97f3\u81ea\u52a8\u8f6c\u5f55\u4e3a\u6587\u672c\uff08\u5373<em>\u8bed\u97f3\u8bc6\u522b<\/em>\uff09\uff0c\u5e76\u5c06\u5176\u7ffb\u8bd1\u4e3a\u5176\u5b83\u8bed\u8a00\uff08\u5373<em>\u8bed\u97f3\u7ffb\u8bd1<\/em>\uff09\u3002\u5173\u4e8eMooER\u7684\u5177\u4f53\u6548\u679c\uff0c\u60a8\u53ef\u4ee5\u67e5\u9605\u4e0b\u6587\u4e2d\u6709\u5173<em>\u8bc4\u6d4b\u7ed3\u679c<\/em>\u7684\u90e8\u5206\u3002\u5728\u6211\u4eec\u516c\u5e03\u7684<a href=\"https:\/\/arxiv.org\/abs\/2408.05101\">\u6280\u672f\u62a5\u544a<\/a>\u4e2d\uff0c\u6211\u4eec\u63d0\u4f9b\u4e86\u66f4\u8be6\u7ec6\u7684\u5b9e\u9a8c\u7ed3\u679c\uff0c\u5e76\u5206\u4eab\u4e86\u6211\u4eec\u5bf9\u6a21\u578b\u914d\u7f6e\u3001\u8bad\u7ec3\u7b56\u7565\u7b49\u65b9\u9762\u7684\u7406\u89e3\u3002<\/p>\n\n\n\n<p><strong>MooER\u662f\u4e1a\u754c\u9996\u4e2a\u57fa\u4e8e\u56fd\u4ea7\u5168\u529f\u80fdGPU\u8fdb\u884c\u8bad\u7ec3\u548c\u63a8\u7406\u7684\u5927\u578b\u5f00\u6e90\u8bed\u97f3\u6a21\u578b\u3002<\/strong>\u4f9d\u6258\u6469\u5c14\u7ebf\u7a0b\u5938\u5a25\uff08KUAE\uff09\u667a\u7b97\u5e73\u53f0\uff0cMooER\u5927\u6a21\u578b\u4ec5\u752838\u5c0f\u65f6\u4fbf\u5b8c\u6210\u4e865000\u5c0f\u65f6\u97f3\u9891\u6570\u636e\u548c\u4f2a\u6807\u7b7e\u7684\u8bad\u7ec3\uff0c\u8fd9\u4e00\u6210\u5c31\u5f97\u76ca\u4e8e\u81ea\u7814\u7684\u521b\u65b0\u7b97\u6cd5\u548c\u9ad8\u6548\u8ba1\u7b97\u8d44\u6e90\u7684\u7ed3\u5408\u3002<\/p>\n\n\n\n<p>MooER\u4e0d\u4ec5\u652f\u6301\u4e2d\u6587\u548c\u82f1\u6587\u7684\u8bed\u97f3\u8bc6\u522b\uff0c\u8fd8\u5177\u5907\u4e2d\u8bd1\u82f1\u7684\u8bed\u97f3\u7ffb\u8bd1\u80fd\u529b\u3002\u5728\u591a\u4e2a\u8bed\u97f3\u8bc6\u522b\u9886\u57df\u7684\u6d4b\u8bd5\u96c6\u4e2d\uff0cMooER\u5c55\u73b0\u51fa\u9886\u5148\u6216\u81f3\u5c11\u6301\u5e73\u7684\u4f18\u5f02\u8868\u73b0\u3002\u7279\u522b\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c<strong>\u5728Covost2\u4e2d\u8bd1\u82f1\u6d4b\u8bd5\u96c6\u4e2d\uff0cMooER-5K\u53d6\u5f97\u4e8625.2\u7684BLEU\u5206\u6570\uff0c\u63a5\u8fd1\u5de5\u4e1a\u7ea7\u6548\u679c\u3002<\/strong>\u6469\u5c14\u7ebf\u7a0bAI\u56e2\u961f<strong>\u5728\u8be5\u5de5\u4f5c\u4e2d\u5f00\u6e90\u4e86\u63a8\u7406\u4ee3\u7801\u548c5000\u5c0f\u65f6\u6570\u636e\u8bad\u7ec3\u7684\u6a21\u578b\uff0c\u5e76\u8ba1\u5212\u8fdb\u4e00\u6b65\u5f00\u6e90\u8bad\u7ec3\u4ee3\u7801\u548c\u57fa\u4e8e8\u4e07\u5c0f\u65f6\u6570\u636e\u8bad\u7ec3\u7684\u6a21\u578b<\/strong>\uff0c\u5e0c\u671b\u8be5\u5de5\u4f5c\u80fd\u591f\u5728\u8bed\u97f3\u5927\u6a21\u578b\u7684\u65b9\u6cd5\u6f14\u8fdb\u548c\u6280\u672f\u843d\u5730\u65b9\u9762\u4e3a\u793e\u533a\u505a\u51fa\u8d21\u732e\u3002<\/p>\n\n\n\n<p class=\"has-light-pink-background-color has-background\"><strong>MooER\u4e3b\u8981\u529f\u80fd\uff1a<\/strong><\/p>\n\n\n\n<ul><li>\u8bed\u97f3\u8bc6\u522b\uff1a\u652f\u6301\u4e2d\u6587\u548c\u82f1\u6587\u7684\u8bed\u97f3\u5230\u6587\u672c\u7684\u8f6c\u6362<\/li><li>\u8bed\u97f3\u7ffb\u8bd1\uff1a\u5177\u5907\u4e2d\u6587\u8bed\u97f3\u7ffb\u8bd1\u6210\u82f1\u6587\u6587\u672c\u7684\u80fd\u529b<\/li><li>\u9ad8\u6548\u7387\u8bad\u7ec3\uff1a\u5728\u6469\u5c14\u7ebf\u7a0b\u7684\u667a\u7b97\u5e73\u53f0\u4e0a\uff0c\u5feb\u901f\u5b8c\u6210\u5927\u91cf\u6570\u636e\u7684\u8bad\u7ec3<\/li><li>\u5f00\u6e90\u6a21\u578b\uff1a\u63a8\u7406\u4ee3\u7801\u548c\u90e8\u5206\u8bad\u7ec3\u6a21\u578b\u5df2\u7ecf\u5f00\u6e90\uff0c\u4fbf\u4e8e\u793e\u533a\u4f7f\u7528\u548c\u8fdb\u4e00\u6b65\u7814\u7a76\u3002<\/li><\/ul>\n\n\n\n<h2> <strong>MooER \u6a21\u578b\u3001\u5b9e\u9a8c\uff1a<\/strong><\/h2>\n\n\n\n<ul><li>\u6df1\u5ea6\u5b66\u4e60\u67b6\u6784:MoOER\u91c7\u7528\u4e86\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\uff0c\u7279\u522b\u662f\u795e\u7ecf\u7f51\u7edc\u6765\u5904\u7406\u548c\u7406\u89e3\u8bed\u97f3\u4fe1\u53f7\u7aef\u5230\u7aef\u8bad\u7ec3:\u6a21\u578b\u4ece\u539f\u59cb\u8bed\u97f3\u4fe1\u53f7\u76f4\u63a5\u5230\u6587\u672c\u8f93\u51fa\uff0c\u65e0\u9700\u4f20\u7edf\u8bed\u97f3\u8bc6\u522b\u7cfb\u7edf\u4e2d\u7684\u591a\u4e2a\u72ec\u7acb\u6a21\u5757\u3002<\/li><li>Encoder-Adapter-Decoder\u7ed3\u6784:<ul><li>Encoder:\u8d1f\u8d23\u5c06\u8f93\u5165\u7684\u8bed\u97f3\u4fe1\u53f7\u8f6c\u6362\u6210\u4e00\u7cfb\u5217\u9ad8\u7ea7\u7279\u5f81\u8868\u793a\u3002<\/li><li>Adapter:\u7528\u4e8e\u8c03\u6574\u548c\u4f18\u5316\u6a21\u578b\u5bf9\u7279\u5b9a\u4efb\u52a1\u7684\u9002\u5e94\u6027\uff0c\u63d0\u9ad8\u578b\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/li><li>Decoder(Large Language Model\uff0cLLM):\u57fa\u4e8e\u8fd9\u4e9b\u7279\u5f81\u751f\u6210\u6700\u7ec8\u7684\u6587\u672c\u8f93\u51fa\u3002<\/li><\/ul><\/li><li>LoRA\u6280\u672f:\u4f7f\u7528LoRA(Low-Rank Adaptation)\u6280\u672f\uff0c\u4e00\u79cd\u53c2\u6570\u9ad8\u6548\u7684\u6a21\u578b\u5fae\u8c03\u65b9\u6cd5\uff0c\u901a\u8fc7\u53ea\u66f4\u65b0\u6a21\u578b\u4e2d\u4e00\u5c0f\u90e8\u5206\u53c2\u6570\u6765\u63d0\u9ad8\u8bad\u7ec3\u6548\u7387\u548c\u6548\u679c\u3002<\/li><li>\u4f2a\u6807\u7b7e\u8bad\u7ec3:\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4f7f\u7528\u4f2a\u6807\u7b7e\u6280\u672f\uff0c\u5373\u7528\u6a21\u578b\u81ea\u8eab\u7684\u9884\u6d4b\u4f5c\u4e3a\u8bad\u7ec3\u6570\u636e\uff0c\u4ee5\u589e\u5f3a\u6a21\u578b\u7684\u5b66\u4e60\u80fd\u529b\u3002<\/li><li>\u591a\u8bed\u8a00\u652f\u6301:MOOER\u652f\u6301\u4e2d\u6587\u548c\u82f1\u6587\u7684\u8bed\u97f3\u8bc6\u522b\uff0c\u4ee5\u53ca\u4e2d\u8bd1\u82f1\u7684\u8bed\u97f3\u7ffb\u8bd1\uff0c\u663e\u793a\u51fa\u5176\u591a\u8bed\u8a00\u5904\u7406\u80fd<\/li><\/ul>\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\/11\/image-2.png\" alt=\"\" class=\"wp-image-21710\" width=\"468\" height=\"324\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-2.png 630w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-2-300x208.png 300w\" sizes=\"(max-width: 468px) 100vw, 468px\" \/><\/figure><\/div>\n\n\n\n<p class=\"has-light-pink-background-color has-background\"><strong>MooER\u7684\u6a21\u578b\u7ed3\u6784<\/strong><\/p>\n\n\n\n<p> <strong>\u5305\u62ecEncoder\u3001Adapter\u548cDecoder\uff08Large Language Model\uff0cLLM\uff09\u4e09\u4e2a\u90e8\u5206\u3002<\/strong>\u5176\u4e2d\uff0c\u7531Encoder\u5bf9\u8f93\u5165\u7684\u539f\u59cb\u97f3\u9891\u8fdb\u884c\u5efa\u6a21\uff0c\u63d0\u53d6\u7279\u5f81\u5e76\u83b7\u53d6\u8868\u5f81\u5411\u91cf\u3002Encoder\u7684\u8f93\u51fa\u4f1a\u9001\u5230Adapter\u8fdb\u4e00\u6b65\u4e0b\u91c7\u6837\uff0c\u4f7f\u5f97\u6bcf120ms\u97f3\u9891\u8f93\u51fa\u4e00\u7ec4\u97f3\u9891Embedding\u3002\u97f3\u9891Embedding\u548c\u6587\u672c\u7684Prompt Embedding\u62fc\u63a5\u540e\uff0c\u518d\u9001\u8fdbLLM\u8fdb\u884c\u5bf9\u5e94\u7684\u4e0b\u6e38\u4efb\u52a1\uff0c\u5982\u8bed\u97f3\u8bc6\u522b\uff08Automatic Speech Recognition\uff0cASR\uff09\u3001\u8bed\u97f3\u7ffb\u8bd1\uff08Automatic Speech Translation\uff0cAST\uff09\u7b49\u3002\u5728\u6a21\u578b\u8bad\u7ec3\u9636\u6bb5\uff0c\u878d\u5408\u4e86\u8bed\u97f3\u6a21\u6001\u548c\u6587\u672c\u6a21\u6001\u7684\u6570\u636e\u4f1a\u6309\u4ee5\u4e0b\u5f62\u5f0f\u8f93\u5165\u5230LLM\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"918\" height=\"100\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-5.png\" alt=\"\" class=\"wp-image-21747\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-5.png 918w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-5-300x33.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-5-768x84.png 768w\" sizes=\"(max-width: 918px) 100vw, 918px\" \/><figcaption>\u8bad\u7ec3\u6570\u636e\u683c\u5f0f<\/figcaption><\/figure>\n\n\n\n<p class=\"has-light-pink-background-color has-background\"><strong> MooER\u7684\u8bad\u7ec3       <\/strong><\/p>\n\n\n\n<p>\u6211\u4eec\u4f7f\u7528\u5f00\u6e90\u7684Paraformer\u8bed\u97f3\u7f16\u7801\u5668\u3001Qwen2-7B-instruct\u5927\u8bed\u8a00\u6a21\u578b\u6765\u521d\u59cb\u5316Encoder\u548cLLM\u6a21\u5757\uff0c\u5e76\u968f\u673a\u521d\u59cb\u5316Adapter\u6a21\u5757\u3002\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0cEncoder\u59cb\u7ec8\u56fa\u5b9a\u53c2\u6570\uff0cAdapter\u548cLLM\u4f1a\u53c2\u4e0e\u8bad\u7ec3\u548c\u68af\u5ea6\u66f4\u65b0\u3002\u5229\u7528\u81ea\u7814\u7684\u5938\u5a25\u667a\u7b97\u5e73\u53f0\uff0c\u6211\u4eec\u4f7f\u7528DeepSpeed\u6846\u67b6\u548cZero2\u7b56\u7565\uff0c\u57fa\u4e8eBF16\u7cbe\u5ea6\u8fdb\u884c\u8bad\u7ec3\u548c\u63a8\u7406\u3002<strong>\u7ecf\u5b9e\u9a8c\u53d1\u73b0\uff0c\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u66f4\u65b0LLM\u53c2\u6570\u80fd\u591f\u63d0\u5347\u6700\u7ec8\u97f3\u9891\u7406\u89e3\u4efb\u52a1\u7684\u6548\u679c\u3002\u4e3a\u4e86\u63d0\u5347\u8bad\u7ec3\u6548\u7387\uff0c\u6211\u4eec\u91c7\u7528\u4e86LoRA\u6280\u672f\uff0c\u4ec5\u66f4\u65b02%\u7684LLM\u53c2\u6570\u3002\u5177\u4f53\u7684\u6a21\u578b\u53c2\u6570\u89c4\u6a21\u5982\u4e0b\uff1a<\/strong><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" width=\"508\" height=\"186\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-6.png\" alt=\"\" class=\"wp-image-21749\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-6.png 508w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-6-300x110.png 300w\" sizes=\"(max-width: 508px) 100vw, 508px\" \/><\/figure><\/div>\n\n\n\n<p class=\"has-light-pink-background-color has-background\"> <strong>MooER \u6570\u636e\u96c6\uff1a<\/strong>       <\/p>\n\n\n\n<p><strong>\u8be5\u6a21\u578b\u7684\u8bad\u7ec3\u6570\u636eMT5K\uff08MT 5000h\uff09\u7531\u90e8\u5206\u5f00\u6e90\u6570\u636e\u548c\u5185\u90e8\u6570\u636e\u6784\u6210\uff0c\u5185\u90e8\u6570\u636e\u7684\u8bed\u97f3\u8bc6\u522b\u6807\u7b7e\u5747\u662f\u7531\u7b2c\u4e09\u65b9\u4e91\u670d\u52a1\u5f97\u5230\u7684\u4f2a\u6807\u7b7e\u3002\u8bed\u97f3\u8bc6\u522b\u7684\u4f2a\u6807\u7b7e\u7ecf\u8fc7\u4e00\u4e2a\u6587\u672c\u7ffb\u8bd1\u6a21\u578b\u540e\uff0c\u5f97\u5230\u8bed\u97f3\u7ffb\u8bd1\u7684\u4f2a\u6807\u7b7e\u3002\u6211\u4eec\u6ca1\u6709\u5bf9\u8fd9\u4e9b\u4f2a\u6807\u7b7e\u6570\u636e\u505a\u4efb\u4f55\u7684\u4eba\u5de5\u7b5b\u9009\u3002\u5177\u4f53\u6570\u636e\u6765\u6e90\u548c\u5bf9\u5e94\u7684\u89c4\u6a21\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\/11\/image-4.png\" alt=\"\" class=\"wp-image-21745\" width=\"271\" height=\"165\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-4.png 360w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-4-300x183.png 300w\" sizes=\"(max-width: 271px) 100vw, 271px\" \/><\/figure><\/div>\n\n\n\n<p class=\"has-light-pink-background-color has-background\">MooER<strong>\u5b9e\u9a8c\u7ed3\u679c\uff1a<\/strong><\/p>\n\n\n\n<p>\u6211\u4eec\u5c06MooER\u4e0e\u591a\u4e2a\u5f00\u6e90\u7684\u97f3\u9891\u7406\u89e3\u5927\u6a21\u578b\u8fdb\u884c\u4e86\u5bf9\u6bd4\uff0c\u5305\u62ecParaformer\u3001SenseVoice\u3001Qwen-audio\u3001Whisper-large-v3\u548cSeamlessM4T-v2\u7b49\u3002\u8fd9\u4e9b\u6a21\u578b\u7684\u8bad\u7ec3\u89c4\u6a21\u4ece\u51e0\u4e07\u5c0f\u65f6\u5230\u4e0a\u767e\u4e07\u5c0f\u65f6\u4e0d\u7b49\u3002\u5bf9\u6bd4\u7ed3\u679c\u663e\u793a\uff0c\u6211\u4eec\u7684\u5f00\u6e90\u6a21\u578bMooER-5K\u5728\u516d\u4e2a\u4e2d\u6587\u6d4b\u8bd5\u96c6\u4e0a\u7684CER\uff08\u5b57\u9519\u8bef\u7387\uff09\u8fbe\u52304.21%\uff0c\u5728\u516d\u4e2a\u82f1\u6587\u6d4b\u8bd5\u96c6\u7684WER\uff08\u8bcd\u9519\u8bef\u7387\uff09\u4e3a17.98%\uff0c\u4e0e\u5176\u5b83\u5f00\u6e90\u6a21\u578b\u76f8\u6bd4\uff0cMooER-5K\u7684\u6548\u679c\u66f4\u4f18\u6216\u51e0\u4e4e\u6301\u5e73\u3002\u7279\u522b\u662f\u5728Covost2 zh2en\u4e2d\u8bd1\u82f1\u6d4b\u8bd5\u96c6\u4e0a\uff0cMooER\u7684BLEU\u5206\u6570\u8fbe\u5230\u4e8625.2\uff0c\u663e\u8457\u4f18\u4e8e\u5176\u4ed6\u5f00\u6e90\u6a21\u578b\uff0c\u53d6\u5f97\u4e86\u53ef\u4e0e\u5de5\u4e1a\u6c34\u5e73\u76f8\u5ab2\u7f8e\u7684\u6548\u679c\u3002\u57fa\u4e8e\u5185\u90e88\u4e07\u5c0f\u65f6\u6570\u636e\u8bad\u7ec3\u7684MooER-80k\u6a21\u578b\uff0c\u5728\u4e0a\u8ff0\u4e2d\u6587\u6d4b\u8bd5\u96c6\u4e0a\u7684CER\u8fbe\u5230\u4e863.50%\uff0c\u5728\u82f1\u6587\u6d4b\u8bd5\u96c6\u4e0a\u7684WER\u5230\u8fbe\u4e8612.66%\u3002<\/p>\n\n\n\n<p>\u2022 Paraformer-large: 60,000 hours ASR data<br>\u2022 SenseVoice small: 300,000 hours ASR data<br>\u2022 Qwen-audio: 53,000 hours ASR data + 3700 hours S2TT data + &#8230;<br>\u2022 WhisperV3: 1000,000 hours weakly labels, 4000,000 hours pseudo labels<br>\u2022 SeamlessM4T2: 351,000 hours S2TT data, 145,000 hours S2ST data<br>\u2022 MooER-5K: 5,000 hours pseudo labels\u3010\u4f2a\u6807\u7b7e\u3011<br>\u2022 MooER-80K: 80,000 hours pseudo labels\u3010\u4f2a\u6807\u7b7e\u3011<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"904\" height=\"501\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-7.png\" alt=\"\" class=\"wp-image-21767\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-7.png 904w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-7-300x166.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-7-768x426.png 768w\" sizes=\"(max-width: 904px) 100vw, 904px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"907\" height=\"204\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-8.png\" alt=\"\" class=\"wp-image-21769\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-8.png 907w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-8-300x67.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-8-768x173.png 768w\" sizes=\"(max-width: 907px) 100vw, 907px\" \/><\/figure>\n\n\n\n<h2><strong>\u5efa\u8bae<\/strong>\uff1a<\/h2>\n\n\n\n<p>\u4e0e\u6b64\u540c\u65f6\uff0c\u6211\u4eec\u8fd8\u5f97\u5230\u4e00\u4e9b\u6709\u8da3\u7684\u7ed3\u8bba\uff0c\u53ef\u4ee5\u4e3a\u6570\u636e\u8d44\u6e90\u548c\u8ba1\u7b97\u8d44\u6e90\u6709\u9650\u7684\u5f00\u53d1\u8005\u63d0\u4f9b\u4e00\u4e9b\u5efa\u8bae\uff1a<\/p>\n\n\n\n<p><strong>\u25bcEncoder\u7684\u9009\u62e9\u3002<\/strong>\u6211\u4eec\u5206\u522b\u5bf9\u6bd4\u4e86\u65e0\u76d1\u7763\uff08Self-Supervised Learning\uff09\u8bad\u7ec3\u7684W2v-bert 2.0\u3001\u534a\u76d1\u7763\uff08Semi-Supervised Learning\uff09\u8bad\u7ec3\u7684Whisper v3\u548c\u6709\u76d1\u7763\uff08Supervised Learning\uff09\u8bad\u7ec3\u7684Paraformer\u3002\u6211\u4eec\u53d1\u73b0\uff0c<strong>\u91c7\u7528\u65e0\u76d1\u7763\u8bad\u7ec3\u5f97\u5230\u7684Encoder\u5fc5\u987b\u53c2\u4e0e\u5230\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u5426\u5219\u6a21\u578b\u5f88\u96be\u6536\u655b<\/strong>\u3002\u7efc\u5408\u8003\u8651\u6a21\u578b\u6548\u679c\u3001\u53c2\u6570\u91cf\u4ee5\u53ca\u8bad\u7ec3\u548c\u63a8\u7406\u7684\u6548\u7387\uff0c\u6211\u4eec\u9009\u62e9Paraformer\u4f5c\u4e3aEncoder\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\/2024\/11\/image-9.png\" alt=\"\" class=\"wp-image-21771\" width=\"518\" height=\"91\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-9.png 703w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-9-300x53.png 300w\" sizes=\"(max-width: 518px) 100vw, 518px\" \/><\/figure><\/div>\n\n\n\n<p><strong>\u25bc\u97f3\u9891\u5efa\u6a21\u7c92\u5ea6\u5f88\u5173\u952e\u3002<\/strong>\u6211\u4eec\u5c1d\u8bd5\u4f7f\u7528240ms\u3001180ms\u548c120ms\u7684\u7c92\u5ea6\u8fdb\u884c\u5efa\u6a21\uff0c\u5e76\u53d1\u73b0\u8fd9\u4e00\u53c2\u6570\u5bf9\u97f3\u9891\u4e0e\u6587\u672c\u7684\u878d\u5408\u6548\u679c\u5177\u6709\u91cd\u8981\u5f71\u54cd\uff0c\u540c\u65f6\u4f1a\u5f71\u54cd\u6a21\u578b\u7684\u6700\u7ec8\u6548\u679c\u548c\u8bad\u7ec3\u7684\u6536\u655b\u901f\u5ea6\u3002\u7ecf\u8fc7\u8bc4\u4f30\uff0c\u6211\u4eec\u6700\u7ec8\u9009\u62e9\u6bcf<strong>120ms\u8f93\u51fa\u4e00\u4e2a\u97f3\u9891Embedding<\/strong>\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\/2024\/11\/image-10.png\" alt=\"\" class=\"wp-image-21774\" width=\"537\" height=\"98\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-10.png 760w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-10-300x55.png 300w\" sizes=\"(max-width: 537px) 100vw, 537px\" \/><\/figure><\/div>\n\n\n\n<p><strong>\u25bc\u5feb\u901f\u9002\u5e94\u5230\u76ee\u6807\u5782\u7c7b\u3002\u6211\u4eec\u4ec5\u4f7f\u7528\u4e86140h~150h\u7684\u82f1\u6587\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\uff0c\u53ef\u4ee5\u57286\u4e2a\u4e0d\u540c\u6765\u6e90\u7684\u82f1\u6587\u7684\u6d4b\u8bd5\u96c6\u4e0a\u53d6\u5f97\u4e00\u5b9a\u6548\u679c\u3002\u540c\u65f6\u6211\u4eec\u5c1d\u8bd5\u5c06\u4efb\u52a1\u8fc1\u79fb\u5230\u8bed\u97f3\u7ffb\u8bd1\uff08AST\uff09\u9886\u57df\uff0c\u53d6\u5f97\u4e86\u5f88\u597d\u7684\u6548\u679c\u3002\u6211\u4eec\u76f8\u4fe1\u8fd9\u4e2a\u65b9\u6cd5\u540c\u6837\u4e5f\u9002\u7528\u4e8e\u5c0f\u8bed\u79cd\u3001\u65b9\u8a00\u6216\u5176\u5b83\u4f4e\u8d44\u6e90\u7684\u97f3\u9891\u7406\u89e3\u4efb\u52a1\u3002<\/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\/11\/image-11.png\" alt=\"\" class=\"wp-image-21776\" width=\"479\" height=\"212\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-11.png 577w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-11-300x133.png 300w\" sizes=\"(max-width: 479px) 100vw, 479px\" \/><\/figure><\/div>\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\/11\/image-12.png\" alt=\"\" class=\"wp-image-21778\" width=\"532\" height=\"104\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-12.png 771w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-12-300x59.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-12-768x150.png 768w\" sizes=\"(max-width: 532px) 100vw, 532px\" \/><\/figure><\/div>\n\n\n\n<p><strong>\u25bcLLM\u5bf9\u97f3\u9891\u7406\u89e3\u4efb\u52a1\u7684\u5f71\u54cd\u3002\u6211\u4eec\u53d1\u73b0\uff0c\u5728\u6a21\u578b\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u91c7\u7528LoRA\u6280\u672f\u5bf9LLM\u53c2\u6570\u8fdb\u884c\u66f4\u65b0\uff0c\u53ef\u4ee5\u4f7f\u8bad\u7ec3\u66f4\u5feb\u6536\u655b\uff0c\u5e76\u4e14\u6700\u7ec8\u53d6\u5f97\u66f4\u597d\u7684\u6548\u679c\u3002\u540c\u65f6\uff0c\u97f3\u9891\u7406\u89e3\u4efb\u52a1\u4e0a\u7684\u6548\u679c\u4e5f\u4f1a\u968f\u7740\u57fa\u7840LLM\u6548\u679c\u63d0\u5347\u800c\u63d0\u5347\u3002\u3010LLM\u6a21\u578b\u8d8a\u5927\uff0c\u6548\u679c\u8d8a\u597d\u3002\u8bad\u7ec3\u53c2\u6570\u8d8a\u591a\uff0c\u6548\u679c\u8d8a\u597d\u3011<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"931\" height=\"154\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-13.png\" alt=\"\" class=\"wp-image-21781\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-13.png 931w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-13-300x50.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-13-768x127.png 768w\" sizes=\"(max-width: 931px) 100vw, 931px\" \/><figcaption>\u662f\u5426\u51bb\u7ed3LLM\uff0c\u4ee5\u53caLLM\u6a21\u578b\u7684\u9009\u62e9<\/figcaption><\/figure>\n\n\n\n<h2>\u52a0\u901f\u8bad\u7ec3\uff1a<\/h2>\n\n\n\n<p>\u4f18\u5316\u4e86\u6570\u636e\u52a0\u8f7d\u5668\u90e8\u5206\uff0c\u5728\u76f8\u540c\u914d\u7f6e\u4e0b\u53ef\u4ee5\u5c06\u8bad\u7ec3\u901f\u5ea6\u63d0\u9ad84\u52305\u500d\u3002\u540c\u65f6\uff0c\u6211\u4eec\u57fa\u4e8e5000\u5c0f\u65f6\u7684\u8bad\u7ec3\u4f18\u5316\u4e86DeepSpeed\u7684\u8bad\u7ec3\u7b56\u7565\uff0c\u5e76\u5c06\u5176\u91cd\u65b0\u7528\u4e8e\u6211\u4eec8wh\u5185\u90e8\u6570\u636e\u7684\u8bad\u7ec3\u3002\u5bf9\u4e8e\u9700\u8981\u89e3\u51bb\u7f16\u7801\u5668\u7684\u8bad\u7ec3\uff0c\u6211\u4eec\u4f7f\u7528\u68af\u5ea6\u68c0\u67e5\u70b9\u6280\u672f\u4ee5\u51cf\u5c11\u5185\u5b58\u4f7f\u7528\u3002\u6211\u4eec\u4f7f\u7528\u57fa\u4e8eMoore Threads\u7684KUAE\u5e73\u53f0\u52a0\u901f\u5927\u578b\u6a21\u578b\u7684\u8bad\u7ec3\u3002<\/p>\n\n\n\n<h3>\u8bad\u7ec3\u53c2\u6570\uff1a<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-17.png\" alt=\"\" class=\"wp-image-21831\" width=\"319\" height=\"139\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-17.png 496w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-17-300x131.png 300w\" sizes=\"(max-width: 319px) 100vw, 319px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-18.png\" alt=\"\" class=\"wp-image-21832\" width=\"421\" height=\"118\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-18.png 643w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-18-300x84.png 300w\" sizes=\"(max-width: 421px) 100vw, 421px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-19.png\" alt=\"\" class=\"wp-image-21833\" width=\"371\" height=\"295\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-19.png 528w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-19-300x239.png 300w\" sizes=\"(max-width: 371px) 100vw, 371px\" \/><\/figure>\n\n\n\n<h2><strong>\u5e94\u7528\u573a\u666f\uff1a<\/strong><\/h2>\n\n\n\n<ul><li><strong>\u5b9e\u65f6\u8bed\u97f3\u8f6c\u5199<\/strong>:\u5728\u4f1a\u8bae\u3001\u8bb2\u5ea7\u3001\u8bfe\u5802\u7b49\u573a\u5408\uff0cMOOER\u53ef\u4ee5\u5b9e\u65f6\u5c06\u8bed\u97f3\u8f6c\u6362\u4e3a\u6587\u5b57\uff0c\u4fbf\u4e8e\u8bb0\u5f55\u548c\u56de\u987e\u3002<\/li><li><strong>\u591a\u8bed\u8a00\u7ffb\u8bd1<\/strong>:\u652f\u6301\u4e2d\u82f1\u6587\u4e4b\u95f4\u7684\u8bed\u97f3\u7ffb\u8bd1\uff0c\u9002\u7528\u4e8e\u8de8\u56fd\u4f1a\u8bae\u3001\u56fd\u9645\u4ea4\u6d41\u7b49\u573a\u666f\u3002<\/li><li><strong>\u667a\u80fd\u5ba2\u670d:<\/strong>\u5728\u5ba2\u6237\u670d\u52a1\u9886\u57df\uff0cMOOER\u53ef\u4ee5\u901a\u8fc7\u8bed\u97f3\u8bc6\u522b\u548c\u7ffb\u8bd1\u529f\u80fd\uff0c\u63d0\u9ad8\u5ba2\u670d\u7684\u54cd\u5e94\u6548\u7387\u548c\u670d\u52a1\u8d28\u91cf\u3002<\/li><li><strong>\u8bed\u97f3\u52a9\u624b:<\/strong>\u96c6\u6210\u5230\u667a\u80fd\u624b\u673a\u3001\u667a\u80fd\u97f3\u7bb1\u7b49\u8bbe\u5907\u4e2d\uff0c\u63d0\u4f9b\u8bed\u97f3\u4ea4\u4e92\u670d\u52a1\u3002<\/li><li><strong>\u6559\u80b2\u8f85\u52a9:<\/strong>\u5728\u8bed\u8a00\u5b66\u4e60\u4e2d\uff0cMOOER\u53ef\u4ee5\u5e2e\u52a9\u5b66\u4e60\u8005\u8fdb\u884c\u53d1\u97f3\u6821\u6b63\u548c\u8bed\u8a00\u7ffb\u8bd1,<\/li><\/ul>\n\n\n\n<h2>\ud83d\udcdd \u8def\u7ebf\u56fe<a href=\"https:\/\/github.com\/MooreThreads\/MooER\/tree\/master?tab=readme-ov-file#-roadmap\"><\/a><\/h2>\n\n\n\n<ul><li>&nbsp;Technical report&nbsp;\u6280\u672f\u62a5\u544a<\/li><li>&nbsp;Inference code and pretrained ASR\/AST models using 5k hours of data<br>\u4f7f\u7528 5k \u5c0f\u65f6\u6570\u636e\u7684\u63a8\u7406\u4ee3\u7801\u548c\u9884\u8bad\u7ec3\u7684 ASR\/AST \u6a21\u578b<\/li><li>&nbsp;Pretrained ASR model using 80k hours of data<br>\u4f7f\u7528 80k \u5c0f\u65f6\u6570\u636e\u7684\u9884\u8bad\u7ec3 ASR \u6a21\u578b<\/li><li>&nbsp;Traning code for MooER&nbsp;MooER \u7684\u8bad\u7ec3\u4ee3\u7801<\/li><li>&nbsp;LLM-based speech-to-speech translation (S2ST, Mandrin Chinese to English)<br>LLM \u57fa\u4e8e\u8bed\u97f3\u7684\u8bed\u97f3\u8f6c\u8bed\u97f3\u7ffb\u8bd1\uff08S2ST\uff0cMandrin \u4e2d\u6587\u5230\u82f1\u6587\uff09<\/li><li>&nbsp;GPT-4o-like audio-LLM supporting chat using speech<br>\u7c7b\u4f3c GPT-4o \u7684\u97f3\u9891LLM \u652f\u6301\u4f7f\u7528\u8bed\u97f3\u804a\u5929<\/li><li>&nbsp;<strong>Training code<\/strong>&nbsp;and technical report about our new Omni model<br>\u6709\u5173\u6211\u4eec\u65b0 Omni \u6a21\u578b\u7684<strong>\u57f9\u8bad\u4ee3\u7801<\/strong>\u548c\u6280\u672f\u62a5\u544a<\/li><li>&nbsp;Omni audio-LLM that supports multi-turn conversation<br>Omni audio-LLM\uff0c\u652f\u6301\u591a\u8f6e\u6b21\u5bf9\u8bdd<\/li><li>&nbsp;Pretrained AST and multi-task models using 80k hours of data<br>\u4f7f\u7528 80k \u5c0f\u65f6\u6570\u636e\u7684\u9884\u8bad\u7ec3 AST \u548c\u591a\u4efb\u52a1\u6a21\u578b<\/li><li>&nbsp;LLM-based timbre-preserving Speech-to-speech translation<br>LLM \u57fa\u4e8e\u97f3\u8272\u4fdd\u7559\u7684\u8bed\u97f3\u5230\u8bed\u97f3\u7ffb\u8bd1<\/li><\/ul>\n","protected":false},"excerpt":{"rendered":"<p>MooER: LLM-based Speech Recognition and Translation Mod &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2024\/11\/02\/mooer-llm-audio\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">MooER (\u6469\u5c14): \u57fa\u4e8e8\u4e07\u5c0f\u65f6\u8bad\u7ec3\u6570\u636e\u7684\u5f00\u6e90\u97f3\u9891\u7406\u89e3\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":[21,4,9,38,34],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/21703"}],"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=21703"}],"version-history":[{"count":82,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/21703\/revisions"}],"predecessor-version":[{"id":21842,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/21703\/revisions\/21842"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=21703"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=21703"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=21703"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}