{"id":28346,"date":"2025-08-28T21:59:00","date_gmt":"2025-08-28T13:59:00","guid":{"rendered":"http:\/\/139.9.1.231\/?p=28346"},"modified":"2025-08-28T10:00:05","modified_gmt":"2025-08-28T02:00:05","slug":"desta2-5-audio","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2025\/08\/28\/desta2-5-audio\/","title":{"rendered":"DeSTA2.5-Audio \u4fdd\u7559\u5927\u6a21\u578b\u63a8\u7406\u80fd\u529b"},"content":{"rendered":"\n<p class=\"has-light-pink-background-color has-background\"><strong>\u6838\u5fc3\uff1a\u901a\u8fc7\u8bbe\u8ba1\u6a21\u578b\u81ea\u6211\u751f\u6210\u6570\u636e\u7684\u65b9\u6cd5\uff0c\u4ec5\u4f7f\u7528\u5c11\u91cf\u6570\u636e\u5c31\u80fd\u8de8\u6a21\u6001\u5bf9\u9f50\uff0c\u540c\u65f6\u5b9e\u73b0\u9c81\u68d2\u3001\u6cdb\u5316\u5f3a\u3001\u65e0\u9700\u4efb\u52a1\u8c03\u53c2\u7684\u901a\u7528\u97f3\u8bed\u5927\u6a21\u578b\u3002 <strong>\u5b9e\u73b0\u5bf9\u97f3\u9891\u8f93\u5165\u7684\u6709\u6548\u9002\u5e94\u7684\u540c\u65f6\uff0c\u4fdd\u7559\u5176\u6307\u4ee4\u8ddf\u968f\u80fd\u529b\u3002<\/strong> \u9002\u7528\u4e8e\u6ca1\u6709\u5927\u91cf\u7684\u8bad\u7ec3\u6570\u636e\u7684\u60c5\u51b5\uff01\uff01\uff01<\/strong><\/p>\n\n\n\n<p><strong>\u8bba\u6587\u6807\u9898\uff1a<\/strong>DeSTA2.5-Audio: Toward General-Purpose Large Audio Language Model with Self-Generated Cross-Modal Alignment<\/p>\n\n\n\n<ul class=\"has-light-gray-background-color has-background\"><li><strong>Arxiv\uff1a<\/strong><a href=\"https:\/\/arxiv.org\/abs\/2507.02768\"><strong>https:\/\/arxiv.org\/abs\/2507.02768<\/strong><\/a><\/li><li><strong>Github\uff1a<\/strong><a href=\"https:\/\/github.com\/kehanlu\/DeSTA2.5-Audio\"><strong>https:\/\/github.com\/kehanlu\/DeSTA2.5-Audio<\/strong><\/a><\/li><li><a href=\"https:\/\/arxiv.org\/abs\/2507.02768\">\ud83d\udcd1 Paper<\/a>&nbsp;|&nbsp;<a href=\"https:\/\/github.com\/kehanlu\/DeSTA2.5-Audio\">\ud83d\udc69\u200d\ud83d\udcbb Github<\/a>&nbsp;|&nbsp;<a href=\"https:\/\/huggingface.co\/collections\/DeSTA-ntu\/desta25-audio-686a6b9e71afd92e1dd87486\">\ud83e\udd17 Model<\/a>&nbsp;|&nbsp;<a href=\"https:\/\/huggingface.co\/datasets\/DeSTA-ntu\/DeSTA-AQA5M-FROM-Llama3.1-8B-Instruct\">\ud83e\udd17 Dataset<\/a><\/li><\/ul>\n\n\n\n<p>\u5f53\u524d\u4e3b\u6d41\u97f3\u9891\u8bed\u8a00\u6a21\u578b\u867d\u53ef\u6267\u884c\u542c\u89c9\u611f\u77e5\u4e0e\u6307\u4ee4\u9075\u5faa\u4efb\u52a1\uff0c\u4f46\u5f80\u5f80\u4f9d\u8d56\u4eba\u5de5\u6784\u5efa\u6216\u8de8\u6a21\u578b\u751f\u6210\u7684\u6570\u636e\u96c6\uff0c\u5bfc\u81f4\u6a21\u578b\u51fa\u73b0\u707e\u96be\u6027\u9057\u5fd8\uff08Catastrophic Forgetting\uff09\u73b0\u8c61\uff0c\u8bed\u8a00\u80fd\u529b\u9000\u5316\u660e\u663e\u3002\u672c\u8bba\u6587\u4ece\u6839\u672c\u51fa\u53d1\uff0c<strong>\u91cd\u65b0\u5ba1\u89c6\u6570\u636e\u6784\u5efa\u6d41\u7a0b\uff0c\u63d0\u51fa\u300c\u6a21\u578b\u81ea\u6211\u751f\u6210\u8bad\u7ec3\u76ee\u6807\u300d\u673a\u5236<\/strong>\uff0c<strong>\u4fdd\u7559 LLM \u7684\u8bed\u8a00\u80fd\u529b\uff0c\u540c\u65f6\u5b9e\u73b0\u7cbe\u51c6\u7684\u8de8\u6a21\u6001\u5bf9\u9f50\uff0c\u4ece\u800c\u8bad\u7ec3\u51fa\u9c81\u68d2\u3001\u6cdb\u5316\u5f3a\u3001\u65e0\u9700\u4efb\u52a1\u8c03\u53c2\u7684\u901a\u7528\u97f3\u8bed\u5927\u6a21\u578b\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u8bba\u6587\u7684\u4e3b\u8981\u7814\u7a76\u6210\u679c\u4e0e\u521b\u65b0\u70b9<\/strong>\uff1a\u81ea\u751f\u6210\u8de8\u6a21\u6001\u5bf9\u9f50\u7b56\u7565&nbsp;DeSTA\uff1a \u7531 LLM \u81ea\u884c\u751f\u6210\u8bad\u7ec3\u6807\u7b7e\uff0c\u786e\u4fdd\u98ce\u683c\u4e0e\u8f93\u51fa\u4e00\u81f4\u6027\uff0c\u514b\u670d\u707e\u96be\u6027\u9057\u5fd8\uff0c\u63d0\u5347\u8de8\u6a21\u6001\u8fc1\u79fb\u9c81\u68d2\u6027\uff1b\u5927\u89c4\u6a21\u901a\u7528\u6570\u636e\u96c6 DeSTA-AQA5M\uff1a \u8986\u76d6\u8bed\u97f3\u3001\u73af\u5883\u58f0\u3001\u97f3\u4e50\u4e09\u5927\u9886\u57df\uff0c\u542b 500 \u4e07\u7ec4\u97f3\u9891-\u6307\u4ee4-\u54cd\u5e94\u6570\u636e\uff0c\u6e90\u81ea 50 \u4e2a\u516c\u5f00\u6570\u636e\u96c6\uff0c\u603b\u8ba1\u7ea6<strong> 7000 \u5c0f\u65f6<\/strong>\uff1b\u5f3a\u5927\u7684\u6cdb\u5316\u6027\u80fd\uff1a&nbsp;DeSTA2.5-Audio \u5728\u591a\u4e2a\u6807\u51c6\u6d4b\u8bd5\u96c6\uff08Dynamic-SUPERB\u3001MMAU\u3001SAKURA\u3001Speech-IFEval\u3001VoiceBench\uff09\u4e0a\u5c55\u793a\u4f18\u5f02\u7684\u6027\u80fd\u3002&nbsp;<\/p>\n\n\n\n<p>\u9996\u7bc7\u7cfb\u7edf\u63d0\u51fa\u201c\u81ea\u751f\u6210\u97f3\u9891\u6587\u672c\u5bf9\u9f50\u201d\u7b56\u7565\u5e76\u5e94\u7528\u4e8e LALM \u8bad\u7ec3\u7684\u7814\u7a76\uff1b\u65e0\u9700\u4eba\u5de5\u8c03\u6559\u6216\u989d\u5916\u4efb\u52a1\u8c03\u53c2\uff0c\u6a21\u578b\u5373\u80fd\u5728\u591a\u4e2a\u8bed\u97f3\u7406\u89e3\u3001\u60c5\u7eea\u8bc6\u522b\u3001\u73af\u5883\u58f0\u5206\u6790\u7b49\u4efb\u52a1\u4e2d\u5c55\u73b0 SOTA \u8868\u73b0\uff1b<strong>\u91cd\u8981\u5bf9\u6bd4\u53d1\u73b0\uff1a \u660e\u786e\u6307\u51fa\u6a21\u578b\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6570\u636e\u6765\u6e90\u4e0e\u6a21\u578b\u5206\u5e03\u4e0d\u4e00\u81f4\u5c06\u5927\u5e45\u635f\u5bb3\u6027\u80fd\uff0c\u5373\u4f7f\u91c7\u7528\u66f4\u5f3a\u5927\u7684 LLM \u751f\u6210\u6570\u636e\u4ea6\u65e0\u6cd5\u5f25\u8865\uff0c\u51f8\u663e\u300c\u6570\u636e\u751f\u6210\u4e00\u81f4\u6027\u300d\u4e3a\u6784\u5efa\u901a\u7528 LALM \u7684\u5173\u952e\u3002<\/strong>\u4ee5\u5c11\u80dc\u591a\uff0c\u4ec5\u7528 7000 \u5c0f\u65f6\u97f3\u9891\u8fbe\u6210\u8d85\u8fc7\u4f7f\u7528 51 \u4e07\u5c0f\u65f6\u6570\u636e\u7684\u6a21\u578b\u6548\u679c\uff0c\u582a\u79f0\u201c\u5927\u6a21\u578b\u8bad\u7ec3\u8303\u5f0f\u521b\u65b0\u201d\u5178\u8303\u3002<\/p>\n\n\n\n<p><strong>\u5f53\u8bad\u7ec3\u6570\u636e\u4e0e\u6a21\u578b\u539f\u6709\u751f\u6210\u5206\u5e03\u4e0d\u4e00\u81f4\u65f6\uff0c\u6a21\u578b\u5bb9\u6613\u9057\u5fd8\u5176\u539f\u6709\u7684\u8bed\u8a00\u7406\u89e3\u4e0e\u751f\u6210\u80fd\u529b\uff0c\u8fd9\u79cd\u73b0\u8c61\u5728 LLM \u878d\u5165\u65b0\u6a21\u6001\u65f6\u5c24\u4e3a\u7a81\u51fa\u3002<\/strong><\/p>\n\n\n\n<div class=\"wp-block-columns\">\n<div class=\"wp-block-column\" style=\"flex-basis:100%\">\n<p class=\"has-light-gray-background-color has-background\"><em>\u539f\u56e0\uff1a \u8be5\u65b9\u6cd5\u672c\u8d28\u4e0a\u662f\u5229\u7528encoder+Qformer\u5b66\u4e60\u8bed\u97f3\u4e2d\u7684\u5143\u6570\u636e\u4fe1\u606f\uff0c\u91c7\u7528\u540c\u4e00\u4e2aLLM\u4e3a\u4e86\u4fdd\u8bc1\u8f93\u51fa\u5206\u5e03\u4e00\u81f4\u6027\uff0c\u8fd9\u6837\u53ea\u8981encoder+Qformer\u5b66\u4e60\u5230\u4e86\u8bed\u97f3\u4e2d\u7684\u5143\u6570\u636e\u4fe1\u606f\uff08\u5bf9\u9f50\u8bed\u97f3-\u6587\u672c\uff09\uff0c\u90a3\u4e48\u6700\u540e\u6a21\u578b\u7684\u8f93\u51fa\u5c31\u8ddfLLM\u7684\u8f93\u51fa\u4e00\u81f4\u3002\u5982\u679c\u6784\u9020\u6570\u636e\u7684LLM\u8ddf\u8bad\u7ec3\u7684LLM\u4e0d\u4e00\u81f4\uff0c\u90a3\u4e48\u4e0d\u4ec5\u4ec5\u9700\u8981\u5bf9\u9f50\u8bed\u97f3\u548c\u6587\u672c\uff0c\u8fd8\u9700\u8981\u91cd\u65b0\u5b66\u4e60\u6587\u672cLLM\u7684\u8f93\u51fa\u5206\u5e03\uff0c\u90a3\u4e48\u5c31\u9700\u8981\u653e\u5f00LLM\u7684\u6743\u91cd\u8fdb\u884c\u8bad\u7ec3\uff0c\u4f1a\u5f71\u54cd\u6a21\u578b\u672c\u8eab\u7684\u6587\u672c\u80fd\u529b\uff0c<strong>\u4f1a\u9010\u6e10\u626d\u66f2\u5927\u6a21\u578b\u539f\u672c\u7684\u8f93\u51fa\u5206\u5e03\u6216\u6307\u4ee4\u8ddf\u968f\u80fd\u529b\uff0c\u6700\u7ec8\u635f\u5bb3\u5176\u57fa\u4e8e\u6587\u672c\u7684\u77e5\u8bc6<\/strong>\uff01\uff01\uff01<\/em><\/p>\n<\/div>\n<\/div>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"984\" height=\"421\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-49.png\" alt=\"\" class=\"wp-image-28478\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-49.png 984w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-49-300x128.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-49-768x329.png 768w\" sizes=\"(max-width: 984px) 100vw, 984px\" \/><figcaption>\u56fe 2. \uff08\u5de6\uff09\u6570\u636e\u96c6\u6784\u5efa\uff1a\u5c06\u97f3\u9891\u63cf\u8ff0 x<em>text<\/em>\u548c\u968f\u673a\u91c7\u6837\u7684\u63d0\u793a p\u8f93\u5165\u5230\u57fa\u7840\u5927\u6a21\u578b\u4e2d\uff0c\u4ee5\u751f\u6210\u8bad\u7ec3\u76ee\u6807 y\u3002 <br>\uff08\u53f3\uff09\u6a21\u578b\u8bad\u7ec3\uff1a\u878d\u5408\u6a21\u578b\u4f7f\u7528\u81ea\u751f\u6210\u7684\u76ee\u6807 y \u4ee5\u53ca\u76f8\u5e94\u7684\u97f3\u9891\u8f93\u5165 xaudio \u548c\u63d0\u793a p\u8fdb\u884c\u8bad\u7ec3\u3002\u706b\u7130\u548c\u96ea\u82b1\u56fe\u6807\u5206\u522b\u8868\u793a\u53ef\u8bad\u7ec3\u6a21\u5757\u548c\u51bb\u7ed3\u6a21\u5757\u3002\u97f3\u9891\u89e3\u7801\u5668\u4e3a\u53ef\u9009\u7ec4\u4ef6\u3002<\/figcaption><\/figure>\n\n\n\n<p><strong>DeSTA2<\/strong>\uff0c\u4e00\u79cd\u81ea\u751f\u6210\u7684\u8de8\u6a21\u6001\u5bf9\u9f50\u6846\u67b6\uff0c\u901a\u8fc7\u8ba9\u57fa\u7840\u8bed\u8a00\u6a21\u578b\u751f\u6210\u5176\u81ea\u8eab\u7684\u8bad\u7ec3\u76ee\u6807\uff0c\u4ece\u800c\u7f13\u89e3\u76d1\u7763\u4fe1\u53f7\u51b2\u7a81\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6211\u4eec\u5c06\u6bcf\u4e2a\u97f3\u9891\u7247\u6bb5\u7684\u5143\u6570\u636e\u8f6c\u6362\u4e3a\u7ed3\u6784\u5316\u7684\u6587\u672c\u63cf\u8ff0\uff0c\u5e76\u4e0e\u4efb\u610f\u63d0\u793a\u8bcd\u914d\u5bf9\uff1b\u968f\u540e\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u76f8\u5e94\u7684\u54cd\u5e94\uff0c\u4f5c\u4e3a\u8de8\u6a21\u6001\u5bf9\u9f50\u7684\u8bad\u7ec3\u76ee\u6807<strong>\u3002\u8fd9\u79cd\u81ea\u751f\u6210\u76d1\u7763\u786e\u4fdd\u4e86\u98ce\u683c\u548c\u8bed\u4e49\u4e0e\u5927\u6a21\u578b\u539f\u751f\u8f93\u51fa\u5206\u5e03\u4fdd\u6301\u4e00\u81f4\uff0c<\/strong>\u4ece\u800c\u5728<strong>\u5b9e\u73b0\u5bf9\u97f3\u9891\u8f93\u5165\u7684\u6709\u6548\u9002\u5e94\u7684\u540c\u65f6\uff0c\u4fdd\u7559\u5176\u6307\u4ee4\u8ddf\u968f\u80fd\u529b\u3002<\/strong><\/p>\n\n\n\n<h4><em>\u81ea\u751f\u6210\u6570\u636e\u96c6\u6784\u5efa<\/em><\/h4>\n\n\n\n<p><strong>Step1\uff1a<\/strong>\u6536\u96c6\u591a\u6837\u5316\u7684\u97f3\u9891\u6570\u636e\u96c6\uff0c\u8fd9\u4e9b\u6570\u636e\u96c6\u5305\u542b\u4e30\u5bcc\u7684\u5143\u6570\u636e\u4fe1\u606f\u3002\u5c06\u6bcf\u6bb5\u97f3\u9891\u7684\u5143\u6570\u636e\u8f6c\u6362\u4e3a\u7ed3\u6784\u5316\u7684\u6587\u672c\u683c\u5f0f\u3002<\/p>\n\n\n\n<ul><li>\u4f8b\uff1a\u8bed\u97f3\u7247\u6bb5 \u2192 <code>\"[00:00-00:05] Hello world (Gender:Female, Emotion:Happy...)\"<\/code><\/li><li>\u4f8b\uff1a\u97f3\u9891\u63cf\u8ff0\u7247\u6bb5 \u2192 <code>\"[00:00-00:10] (A dog barking)\"<\/code><\/li><\/ul>\n\n\n\n<p><strong>Step 2\uff1a\u6784\u5efa\u521d\u59cb\u914d\u5bf9\u6570\u636e\u96c6<\/strong><\/p>\n\n\n\n<ul><li>\u5f62\u6210\u521d\u59cb\u6570\u636e\u96c6 <em>Dinitial={(x<sub>audio<\/sub>,x<sub>text<\/sub>)}<\/em>\uff0c\u5176\u4e2d\u6bcf\u6761\u97f3\u9891<em>x<sub>audio\u200b<\/sub><\/em> \u4e0e\u5176\u5bf9\u5e94\u7684\u6587\u672c\u63cf\u8ff0<em> x<\/em><sub><em>text\u200b<\/em> <\/sub>\u5bf9\u9f50\u3002<\/li><\/ul>\n\n\n\n<p><strong>Step 3\uff1a\u91c7\u6837\u63d0\u793a\u8bcd<\/strong><\/p>\n\n\n\n<ul><li>\u4ece\u9884\u5b9a\u4e49\u7684\u6307\u4ee4\u6c60<em>P <\/em>\u4e2d\u968f\u673a\u91c7\u6837\u4e00\u4e2a\u63d0\u793a\u8bcd <em>p<\/em>\u3002<\/li><li>\u6307\u4ee4\u6c60\u5305\u542b\u591a\u6837\u5316\u7684\u63d0\u793a\u7c7b\u578b\uff1a<ul><li>\u63cf\u8ff0\u7c7b\u4efb\u52a1\uff08\u5982 \u201cDescribe the audio\u201d\uff09<\/li><li>\u89d2\u8272\u626e\u6f14\u7c7b\u4efb\u52a1\uff08\u5982 \u201cRespond to the audio based on its expression\u201d\uff09<\/li><li>\u5f00\u653e\u5f0f\u95ee\u9898\uff08\u5982 \u201cWhere is the audio being recorded?\u201d\uff09<\/li><\/ul><\/li><\/ul>\n\n\n\n<p><strong>Step 4\uff1a\u751f\u6210\u8bad\u7ec3\u76ee\u6807<\/strong><\/p>\n\n\n\n<ul><li>\u5c06\u6587\u672c\u63cf\u8ff0<em> x<\/em><sub><em>text\u200b<\/em><\/sub> \u4e0e\u63d0\u793a\u8bcd <em>p <\/em>\u8f93\u5165\u5230\u5927\u8bed\u8a00\u6a21\u578b\u3002<\/li><li>\u6a21\u578b\u8f93\u51fa\u54cd\u5e94 <em>y=LLM(x<sub>text<\/sub>,p)<\/em>\u3002<\/li><\/ul>\n\n\n\n<p><strong>Step 5\uff1a\u5f62\u6210\u6700\u7ec8\u8bad\u7ec3\u6570\u636e\u96c6<\/strong><\/p>\n\n\n\n<ul><li>\u6784\u5efa\u6700\u7ec8\u7684\u6570\u636e\u96c6<em>D=(x<sub>audio<\/sub>\u200b , x<sub>text \u200b<\/sub>, p , y)<\/em>\u3002<\/li><li>\u6bcf\u6761\u6837\u672c\u5305\u542b\uff1a\u97f3\u9891\u8f93\u5165\u3001\u5bf9\u5e94\u6587\u672c\u63cf\u8ff0\u3001\u63d0\u793a\u8bcd\u3001\u4ee5\u53ca\u5927\u6a21\u578b\u751f\u6210\u7684\u54cd\u5e94\u3002<\/li><\/ul>\n\n\n\n<p>\u8be5\u65b9\u6cd5\u7684\u4e00\u4e2a\u5173\u952e\u4f18\u52bf\u5728\u4e8e\uff0c\u5b83\u80fd\u591f\u4fdd\u7559\u5927\u8bed\u8a00\u6a21\u578b\u5bf9\u8f93\u5165\u7684\u539f\u751f\u7406\u89e3\u4e0e\u54cd\u5e94\u65b9\u5f0f\uff0c\u4ece\u800c\u4fdd\u8bc1\u8bad\u7ec3\u6570\u636e\u5728\u98ce\u683c\u4e0e\u8bed\u4e49\u4e0a\u7684\u4e00\u81f4\u6027\u3002\u4e3e\u4f8b\u6765\u8bf4\uff0c\u6211\u4eec\u89c2\u5bdf\u5230\u7ecf\u8fc7\u6307\u4ee4\u8c03\u4f18\u7684 <strong>Llama3.1<\/strong>\u5f80\u5f80\u4f1a\u751f\u6210\u5e26\u6709\u89e3\u91ca\u6027\u7684\u56de\u7b54\uff0c\u4f7f\u7528\u9879\u76ee\u7b26\u53f7\u7ec4\u7ec7\u5185\u5bb9\uff0c\u5e76\u4e14\u5e38\u5e38\u5728\u6b63\u6587\u524d\u5305\u542b\u95ee\u5019\u8bed\u3002\u8fd9\u4e9b\u7279\u5b9a\u4e8e\u6a21\u578b\u7684\u98ce\u683c\u6a21\u5f0f\u4f1a\u81ea\u7136\u5730\u4f53\u73b0\u5728\u751f\u6210\u7684\u6570\u636e\u4e2d\u3002\u56e0\u6b64\uff0c\u867d\u7136\u8be5\u6784\u5efa\u6d41\u7a0b\u53ef\u517c\u5bb9\u4efb\u610f\u6587\u672c\u7c7b\u5927\u6a21\u578b\uff0c\u4f46\u5728\u8de8\u6a21\u6001\u5bf9\u9f50\u4efb\u52a1\u4e2d\uff0c\u91c7\u7528\u76f8\u540c\u6a21\u578b\uff08\u5373\u81ea\u751f\u6210\u65b9\u5f0f\uff09\u662f\u6700\u5408\u7406\u7684\u8bbe\u8ba1\u3002<\/p>\n\n\n\n<h4><em>\u6a21\u578b\u8bad\u7ec3<\/em><\/h4>\n\n\n\n<p>\u91c7\u7528 Llama3.1-8B-Instruct \u548c Whisper-large-v3\uff0c\u516d\u5c42 Q-former \u3010\u00a064 \u4e2a\u67e5\u8be2\u3011\u67b6\u6784\u3002<\/p>\n\n\n\n<p>\u9884\u8bad\u7ec3\u7684\u97f3\u9891\u6a21\u578b\u4e0e\u7ecf\u8fc7\u6307\u4ee4\u8c03\u4f18\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u8fdb\u884c\u878d\u5408\u3002\u4e3a\u4e86\u5b9e\u73b0\u97f3\u9891\u4e0e\u8bed\u8a00\u6a21\u6001\u4e4b\u95f4\u7684\u6865\u63a5\uff0c\u6211\u4eec\u5728\u4e8c\u8005\u4e4b\u95f4\u5f15\u5165\u4e86\u7531 <strong>Q-Former \u5757<\/strong> \u6784\u6210\u7684\u6a21\u6001\u9002\u914d\u5668\u3002<\/p>\n\n\n\n<p><strong>\u97f3\u9891\u6a21\u578b\u4e0e LLM \u53c2\u6570\u5747\u88ab\u51bb\u7ed3<\/strong>\uff0c\u4ec5\u5bf9\u6a21\u6001\u9002\u914d\u5668\u8fdb\u884c\u5fae\u8c03\uff0c\u4ee5\u5b66\u4e60\u7a33\u5065\u7684\u97f3\u9891\u2013\u6587\u672c\u5bf9\u9f50\u8868\u5f81\u3002\u878d\u5408\u6a21\u578b\u5728\u4e09\u5143\u7ec4\u5f62\u5f0f(<em>x<sub>audio<\/sub>\u200b,<\/em>p,y) \u4e0a\u8fdb\u884c\u8bad\u7ec3\u3002<\/p>\n\n\n\n<p>\u8f93\u5165\u97f3\u9891<em>x<sub>audio\u200b<\/sub> <\/em>\u53ef\u9009\u5730\u901a\u8fc7\u97f3\u9891\u89e3\u7801\u5668\u8f6c\u5f55\u4e3a\u6587\u672c\u5e8f\u5217<em> t\u2208R<sup>L<\/sup><\/em>\uff0c\u5176\u4e2d <em>L<\/em> \u4e3a\u5e8f\u5217\u957f\u5ea6\u3002\u8be5\u8f6c\u5f55\u7ed3\u679c\u8fdb\u4e00\u6b65\u8f93\u5165 LLM \u7684\u8bcd\u5d4c\u5165\u5c42\uff0c\u7528\u4e8e\u589e\u5f3a\u8bed\u8a00\u5bf9\u9f50\u3002<\/p>\n\n\n\n<ul><li><strong>\u4f18\u5316\u5668<\/strong>\uff1aAdam <\/li><li><strong>\u5b66\u4e60\u7387\u8c03\u5ea6<\/strong>\uff1a\u4f59\u5f26\u9000\u706b\uff08cosine annealing\uff09\uff0c\u5305\u542b <strong>2000 \u6b65\u9884\u70ed<\/strong><\/li><li><strong>\u8bad\u7ec3\u8f6e\u6570<\/strong>\uff1a5 epoch<\/li><li><strong>\u786c\u4ef6\u914d\u7f6e<\/strong>\uff1a8 \u5f20 <strong>NVIDIA A100-80GB GPU<\/strong><\/li><li><strong>\u5168\u5c40 batch size<\/strong>\uff1a96<\/li><li><strong>\u521d\u59cb\u5b66\u4e60\u7387<\/strong>\uff1a1e-4<\/li><li><strong>\u603b\u8bad\u7ec3\u6b65\u6570<\/strong>\uff1a\u7ea6 250,000 steps<\/li><\/ul>\n\n\n\n<h4><em>Dataset<\/em><\/h4>\n\n\n\n<p>\u5143\u6570\u636e\u5305\u62ec\u526f\u8bed\u8a00\u7279\u5f81\uff08\u4f8b\u5982\u97f3\u9ad8\u3001\u54cd\u5ea6\u3001\u8bed\u901f\u3001\u97f5\u5f8b\u3001\u97f3\u8272\u3001\u60c5\u7eea\u57fa\u8c03\u548c\u8bf4\u8bdd\u98ce\u683c\uff09\u3001\u8bf4\u8bdd\u8005\u8eab\u4efd\u5c5e\u6027\uff08\u4f8b\u5982\u53e3\u97f3\u3001\u6027\u522b\u548c\u5e74\u9f84\uff09\u3001\u97f3\u9891\u8d28\u91cf\u6307\u6807\uff08\u4f8b\u5982\u80cc\u666f\u566a\u97f3\u6c34\u5e73\u3001\u6df7\u54cd\u4ee5\u53ca\u4f2a\u9020\u6216\u5408\u6210\u97f3\u9891\uff09\u4ee5\u53ca\u73af\u5883\u6216\u60c5\u5883\u58f0\u97f3\uff08\u4f8b\u5982\u52a8\u7269\u53eb\u58f0\u3001\u4eba\u7c7b\u52a8\u4f5c\u3001\u73af\u5883\u58f0\u97f3\u3001\u4e50\u5668\u3001\u97f3\u4e50\u7c7b\u578b\u548c\u81ea\u7136\u73af\u5883\uff09\u3002<\/p>\n\n\n\n<p>\u6570\u636e\u96c6\u603b\u8ba1\u7ea6 7,000 \u5c0f\u65f6\u97f3\u9891\uff1a5,400 \u5c0f\u65f6\u8bed\u97f3\u30011,000 \u5c0f\u65f6\u73af\u5883\u58f0\u97f3\u548c 500 \u5c0f\u65f6\u97f3\u4e50\u3002<\/p>\n\n\n\n<p>\u5173\u4e8e\u6307\u4ee4\u6c60\uff0c\u4e3a\u8bed\u97f3\u7c7b\u522b\u6311\u9009\u4e86 4,000 \u4e2a\u63d0\u793a\uff0c\u4e3a\u73af\u5883\u58f0\u97f3\u548c\u97f3\u4e50\u7c7b\u522b\u6311\u9009\u4e86 3,000 \u4e2a\u63d0\u793a\u3002<\/p>\n\n\n\n<p>\u54cd\u5e94\u5747\u4f7f\u7528 <strong>vLLM \u5de5\u5177\u5305<\/strong> \u751f\u6210\uff0c\u89e3\u7801\u53c2\u6570\u8bbe\u5b9a\u4e3a <strong>temperature = 0.05<\/strong>\u3001<strong>top-p = 1.0<\/strong>\u3002\u901a\u8fc7\u8fd9\u4e00\u8fc7\u7a0b\uff0c\u6211\u4eec\u6784\u5efa\u4e86\u4e00\u4e2a\u89c4\u6a21\u7ea6 <strong>500 \u4e07\u6761\u97f3\u9891\u2013\u63d0\u793a\u2013\u54cd\u5e94\u4e09\u5143\u7ec4<\/strong> \u7684\u5927\u89c4\u6a21\u6570\u636e\u96c6\uff0c\u547d\u540d\u4e3a <strong>DeSTA-AQA5M<\/strong>\uff0c\u5e76\u5c06\u5176\u4f5c\u4e3a <strong>DeSTA2.5-Audio<\/strong> \u7684\u8bad\u7ec3\u8bed\u6599\u3002<\/p>\n\n\n\n<h4><em>\u5b9e\u9a8c\u7ed3\u679c<\/em><\/h4>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"1008\" height=\"352\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-50.png\" alt=\"\" class=\"wp-image-28521\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-50.png 1008w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-50-300x105.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-50-768x268.png 768w\" sizes=\"(max-width: 1008px) 100vw, 1008px\" \/><\/figure>\n\n\n\n<p>\u6a21\u578b\u5728\u591a\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u6392\u540d\u5448\u73b0\u51fa\u4e00\u81f4\u7684\u8d8b\u52bf\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cDeSTA2.5-Audio \u59cb\u7ec8\u5c55\u73b0\u51fa\u5353\u8d8a\u7684\u6027\u80fd\uff0c\u51ed\u501f\u5728\u5404\u79cd\u97f3\u9891\u8bed\u8a00\u4efb\u52a1\u4e2d\u5f3a\u5927\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u6210\u4e3a\u8868\u73b0\u6700\u4f73\u7684\u6a21\u578b\u3002\u5b83\u5728 Dynamic-SUPERB Phase-1\uff0869.53\uff09\u3001MMAU\uff0857.50\uff09\u3001SAKURA-Multi\uff0869.85\uff09\u548c Speech-IFEval\uff0893.89\uff09\u4e0a\u5747\u53d6\u5f97\u4e86\u6700\u9ad8\u5206\uff0c\u5f70\u663e\u4e86\u5176\u5728\u591a\u4e2a\u9886\u57df\u548c\u6761\u4ef6\u4e0b\u7684\u7a33\u5065\u6027\u548c\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n\n\n\n<p class=\"has-light-blue-background-color has-background\"><strong>\u6d88\u878d\u5b9e\u9a8c\uff1a<\/strong>\u3010\u6838\u5fc3\u3011<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"1008\" height=\"631\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-51.png\" alt=\"\" class=\"wp-image-28523\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-51.png 1008w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-51-300x188.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-51-768x481.png 768w\" sizes=\"(max-width: 1008px) 100vw, 1008px\" \/><figcaption><em><strong>\u00a0(PPL)\u56f0\u60d1\u5ea6\u8d8a\u4f4e\uff0c\u8868\u660e\u6a21\u578b\u5bf9\u8bad\u7ec3\u76ee\u6807\u8d8a\u719f\u6089\uff0c\u5206\u5e03\u5dee\u5f02\u5c31\u8d8a\u5c0f\u3002<\/strong><\/em><\/figcaption><\/figure>\n\n\n\n<p>\u5982\u8868\u4e09\u6240\u793a\uff0c\u81ea\u751f\u6210\u7684\u8bad\u7ec3\u6570\u636e\u59cb\u7ec8\u8868\u73b0\u51fa\u8f83\u4f4e\u7684\u56f0\u60d1\u5ea6\uff0c\u8fd9\u8868\u660e\u751f\u6210\u7684\u54cd\u5e94\u4e0e\u4e3b\u5e72 LLM \u7684\u5206\u5e03\u5f88\u597d\u5730\u4e00\u81f4\u3002\u6bd4\u8f83 Llama3.1 (A1) \u548c Qwen2.5 (A2)\uff0cQwen2.5 \u5728\u6240\u6709\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u59cb\u7ec8\u4f18\u4e8e Llama3.1\u3002\u8fd9\u79cd\u6027\u80fd\u5dee\u8ddd\u53ef\u80fd\u5f52\u56e0\u4e8e Qwen2.5 \u66f4\u5f3a\u5927\u7684\u6587\u672c\u751f\u6210\u80fd\u529b\u3002\u867d\u7136 Qwen2.5 \u5728\u57fa\u672c\u5185\u5bb9\u7406\u89e3\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u4e0e Llama3.1 \u76f8\u5bf9\u76f8\u5f53\uff0c\u4f46\u5b83\u5728\u5176\u4ed6\u9886\u57df\u8868\u73b0\u66f4\u4f73\uff0c\u4f8b\u5982 Dynamic-SUPERB Phase-1 \u4e2d\u7684\u8bf4\u8bdd\u4eba\u5206\u7c7b\uff0c\u4ee5\u53ca MMAU \u4e2d\u7684\u73af\u5883\u58f0\u97f3\u548c\u97f3\u4e50\u7406\u89e3\u3002\u5148\u524d\u5bf9\u57fa\u4e8e\u6587\u672c\u7684\u57fa\u51c6\u6d4b\u8bd5\u7684\u8bc4\u4f30\u4e5f\u8868\u660e\uff0c\u4e0e Llama3.1 \u76f8\u6bd4\uff0cQwen2.5 \u8868\u73b0\u51fa\u66f4\u51fa\u8272\u7684\u63a8\u7406\u548c\u6570\u5b66\u80fd\u529b\u00a0\u3002\u7136\u800c\uff0c\u76ee\u524d\u5c1a\u65e0\u786e\u51ff\u8bc1\u636e\u8868\u660e\u5728\u542c\u89c9\u611f\u77e5\u65b9\u9762\u6709\u76f8\u5e94\u7684\u4f18\u52bf\uff0c\u8fd9\u503c\u5f97\u8fdb\u4e00\u6b65\u7814\u7a76\u3002\u5c3d\u7ba1\u5982\u6b64\uff0c\u5728\u76f8\u540c\u7684\u8bad\u7ec3\u6761\u4ef6\u4e0b\uff0c\u6211\u4eec\u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e Qwen2.5 \u4f5c\u4e3a\u4e3b\u5e72 LLM \u6bd4 Llama3.1 \u66f4\u6709\u6548\u3002\u8fd9\u4e9b\u53d1\u73b0\u4e5f\u8868\u660e\u6211\u4eec\u7684\u8bad\u7ec3\u6846\u67b6\u5728\u4e0d\u540c LLM \u4e0a\u5177\u6709\u826f\u597d\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u63d0\u793a\u591a\u6837\u6027\u5bf9\u6a21\u578b\u6027\u80fd\u4e5f\u8d77\u7740\u91cd\u8981\u4f5c\u7528\uff0c\u5c24\u5176\u662f\u5728 A1 \u548c A3 \u7684\u6bd4\u8f83\u4e2d\u3002\u5728 A3 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\u7684\u56fa\u6709\u529f\u80fd\u5b9e\u73b0\u96f6\u6837\u672c\u751f\u6210\u3002<\/p>\n\n\n\n<p>\u6bd4\u8f83\u81ea\u751f\u6210\u548c\u8de8\u6a21\u578b\u8bbe\u7f6e\u65f6\uff0c\u8de8\u6a21\u578b\u8bbe\u7f6e\u4e2d\u7684\u8bad\u7ec3\u76ee\u6807\u4f1a\u5bfc\u81f4\u66f4\u9ad8\u7684\u56f0\u60d1\u5ea6\uff0c\u8fd9\u8868\u660e\u4e3b\u5e72 LLM \u5bf9\u6570\u636e\u5206\u5e03\u7684\u719f\u6089\u7a0b\u5ea6\u8f83\u4f4e\u3002\u4f8b\u5982\uff0c\u867d\u7136\u5728 Qwen2.5 \u751f\u6210\u7684\u6570\u636e (A2) \u4e0a\u8bad\u7ec3 Qwen2.5 \u4f1a\u4ea7\u751f\u5f88\u597d\u7684\u7ed3\u679c\uff0c\u4f46\u5728 Qwen2.5 \u751f\u6210\u7684\u6570\u636e (B1) \u4e0a\u8bad\u7ec3 Llama3.1 \u4f1a\u5bfc\u81f4\u6a21\u578b\u9000\u5316\uff0c\u8f93\u51fa\u5305\u542b\u91cd\u590d\u6216\u65e0\u610f\u4e49\u7684\u6807\u8bb0\u3002\u540c\u6837\uff0c\u5728 Gemma3-12B (B2) \u751f\u6210\u7684\u6570\u636e\u4e0a\u8bad\u7ec3 Llama3.1 \u4e5f\u65e0\u6cd5\u8fbe\u5230\u5728\u81ea\u751f\u6210\u8bbe\u7f6e (A1) \u4e2d\u89c2\u5bdf\u5230\u7684\u6027\u80fd\u3002\u8fd9\u4e9b\u7ed3\u679c\u652f\u6301\u4e86\u6211\u4eec\u7684\u5206\u5e03\u4e0d\u5339\u914d\u5047\u8bbe\uff0c\u5e76\u5f3a\u8c03\u4e86\u4f7f\u7528\u81ea\u751f\u6210\u914d\u7f6e\u7684\u91cd\u8981\u6027\uff0c\u5373\u4f7f\u5728\u6ce8\u91ca\u5668 LLM \u529f\u80fd\u66f4\u5f3a\u5927\u7684\u60c5\u51b5\u4e0b\u4e5f\u662f\u5982\u6b64\u3002\u6211\u4eec\u8fd8\u63a2\u7d22\u4e86\u4f7f\u7528 Llama3.1-70B \u751f\u6210\u8bad\u7ec3\u6570\u636e (B3)\uff0c\u5b83\u4ee3\u8868\u4e86\u540c\u4e00\u7cfb\u5217\u4e2d\u66f4\u5f3a\u5927\u7684\u6a21\u578b\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u8f83\u4f4e\u7684\u56f0\u60d1\u5ea6 (2.20) \u8868\u660e\u8bad\u7ec3\u6570\u636e\u4e0e Llama3.1 \u7684\u5206\u5e03\u66f4\u52a0\u4e00\u81f4\u3002\u7136\u800c\uff0c\u4e0e A1 \u76f8\u6bd4\uff0cB3 \u5728 Dynamic-SUPERB \u548c SAKURA \u4e0a\u53d6\u5f97\u4e86\u66f4\u597d\u7684\u8868\u73b0\uff0c\u4f46\u5728 MMAU \u548c Speech-IFEval 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\u9002\u914d\u5668\u5e76\u4e0d\u80fd\u5e26\u6765\u663e\u8457\u7684\u4f18\u52bf\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u5728\u4f7f\u7528\u6211\u4eec\u63d0\u51fa\u7684\u8bad\u7ec3\u6846\u67b6\u65f6\uff0c\u5fae\u8c03\u8f7b\u91cf\u7ea7\u6a21\u6001\u9002\u914d\u5668\u8db3\u4ee5\u5b9e\u73b0\u8de8\u6a21\u6001\u5bf9\u9f50\uff0c\u5176\u4e2d\u6a21\u578b\u4e13\u6ce8\u4e8e\u5b66\u4e60\u542c\u89c9\u6982\u5ff5\uff0c\u800c\u4e0d\u4f1a\u53d7\u5230\u98ce\u683c\u6216\u5206\u5e03\u4e0d\u5339\u914d\u7684\u5f71\u54cd\u3002\u6709\u8da3\u7684\u662f\uff0c\u5f53\u4f7f\u7528 Qwen2.5 \u751f\u6210\u7684\u6570\u636e (C2) \u8fdb\u884c\u8bad\u7ec3\u65f6\uff0c\u5728 Dynamic-SUPERB\u3001MMAU \u548c SAKURA-Single \u7b49\u97f3\u9891\u5904\u7406\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u8868\u73b0\u4e0e\u81ea\u751f\u6210\u8bbe\u7f6e (A2) \u76f8\u5f53\u3002\u7136\u800c\uff0c\u5b83\u4eec\u5728 SAKURA-Multi \u548c Speech-IFEval 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href=\"http:\/\/139.9.1.231\/index.php\/2025\/08\/28\/desta2-5-audio\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">DeSTA2.5-Audio 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