{"id":28212,"date":"2025-08-16T12:04:43","date_gmt":"2025-08-16T04:04:43","guid":{"rendered":"http:\/\/139.9.1.231\/?p=28212"},"modified":"2025-08-18T15:23:22","modified_gmt":"2025-08-18T07:23:22","slug":"midashenglm-7b","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2025\/08\/16\/midashenglm-7b\/","title":{"rendered":"\u5c0f\u7c73\u58f0\u97f3\u7406\u89e3\u5927\u6a21\u578b MiDashengLM-7B"},"content":{"rendered":"\n<ul class=\"has-light-gray-background-color has-background\"><li><em>GitHub \u4e3b\u9875\uff1a<a rel=\"noreferrer noopener\" href=\"https:\/\/github.com\/xiaomi-research\/dasheng-lm\" target=\"_blank\">https:\/\/github.com\/xiaomi-research\/dasheng-lm<\/a><\/em><\/li><li><em>\u6280\u672f\u62a5\u544a\uff1a<a rel=\"noreferrer noopener\" href=\"https:\/\/github.com\/xiaomi-research\/dasheng-lm\/tree\/main\/technical_report\" target=\"_blank\">https:\/\/github.com\/xiaomi-research\/dasheng-lm\/tree\/main\/technical_report<\/a><\/em><\/li><\/ul>\n\n\n\n\n\n<p><strong>      \u9996\u6b21\u63d0\u51fa\u4e86\u901a\u8fc7\u901a\u7528\u5b57\u5e55\u8fdb\u884c\u97f3\u9891\u6587\u672c\u5bf9\u9f50\u7684\u65b9\u6cd5\uff0c\u800c\u65e0\u9700\u4f9d\u8d56 ASR \u6216\u57fa\u4e8e\u58f0\u97f3\u4e8b\u4ef6\u7684\u6a21\u578b\uff1a<\/strong><\/p>\n\n\n\n<ul><li><strong>\u878d\u5408\u591a\u6a21\u6001\u97f3\u9891\u63cf\u8ff0<\/strong>\uff1a\u9996\u6b21\u5c06\u8bed\u97f3\u8f6c\u5f55\u6587\u672c\u3001\u73af\u5883\u58f0\u97f3\u5b57\u5e55\u548c\u97f3\u4e50\u5b57\u5e55\u7edf\u4e00\u878d\u5408\u4e3a\u4e00\u4e2a\u901a\u7528\u7684\u6587\u672c\u63cf\u8ff0\uff0c\u6253\u7834\u4e86\u4f20\u7edf\u5206\u522b\u5904\u7406\u4e09\u7c7b\u97f3\u9891\u4fe1\u606f\u7684\u5c40\u9650\u3002<\/li><li><strong>\u6784\u5efa\u4e30\u5bcc\u8bed\u4e49\u7684\u6574\u4f53\u97f3\u9891\u63cf\u8ff0<\/strong>\uff1a\u901a\u8fc7\u7edf\u4e00\u7684\u591a\u6a21\u6001\u6587\u672c\u8868\u8fbe\uff0c\u6355\u83b7\u66f4\u5168\u9762\u3001\u66f4\u7ec6\u81f4\u7684\u97f3\u9891\u573a\u666f\u4fe1\u606f\uff0c\u5305\u62ec\u8bed\u4e49\u7ec6\u8282\u3001\u73af\u5883\u58f0\u5b66\u7279\u5f81\u7b49\uff0c\u800c\u975e\u4ec5\u4ec5\u505c\u7559\u5728\u7b80\u5355\u7684\u6807\u7b7e\u6216\u201c\u6709\u4eba\u8bb2\u8bdd\u201d\u7b49\u8868\u9762\u63cf\u8ff0\u3002<\/li><li><strong>\u4fc3\u8fdb\u97f3\u9891\u4e0e\u8bed\u8a00\u7684\u6df1\u5ea6\u5bf9\u9f50<\/strong>\uff1a\u63d0\u5347\u97f3\u9891\u7406\u89e3\u6a21\u578b\u5bf9\u590d\u6742\u3001\u591a\u6837\u5316\u97f3\u9891\u5185\u5bb9\u7684\u63cf\u8ff0\u80fd\u529b\uff0c\u63a8\u52a8\u58f0\u97f3\u548c\u6587\u672c\u7684\u8de8\u6a21\u6001\u878d\u5408\u4e0e\u7406\u89e3\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"928\" height=\"328\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-18.png\" alt=\"\" class=\"wp-image-28302\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-18.png 928w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-18-300x106.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-18-768x271.png 768w\" sizes=\"(max-width: 928px) 100vw, 928px\" \/><figcaption>\u9636\u6bb5\u4e00\uff1a\u4f7f\u7528<strong>ACAVCaps<\/strong>\u6570\u636e\u96c6\u8fdb\u884c\u5168\u91cf\u8bad\u7ec3\uff0c\u76ee\u6807\u662f\u8bad\u7ec3\u4e00\u4e2aencoder\u8868\u5f81\u8bed\u97f3\u7279\u5f81\uff1b\u9636\u6bb5\u4e8c\uff1a\u4f7f\u7528\u5168\u91cf\u6570\u636e\u96c6\uff0c\u57fa\u4e8e\u9636\u6bb5\u4e00\u8bad\u7ec3\u7684encoder+\u521d\u59cb\u5316\u7684LLM \u8fdb\u884clora\u5fae\u8c03\uff1b\u9636\u6bb5\u4e09\uff1a\u4f7f\u7528\u4efb\u52a1\u5747\u8861\u7684\u9ad8\u8d28\u91cf\u6570\u636e\u96c6\u8fdb\u884cSFT<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"955\" height=\"184\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-8.png\" alt=\"\" class=\"wp-image-28223\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-8.png 955w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-8-300x58.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-8-768x148.png 768w\" sizes=\"(max-width: 955px) 100vw, 955px\" \/><\/figure>\n\n\n\n<p>MiDashengLM-7B \u57fa\u4e8e Xiaomi Dasheng \u4f5c\u4e3a\u97f3\u9891\u7f16\u7801\u5668\u548c Qwen2.5-Omni-7B Thinker \u4f5c\u4e3a\u81ea\u56de\u5f52\u89e3\u7801\u5668\uff0c\u901a\u8fc7\u521b\u65b0\u7684\u901a\u7528\u97f3\u9891\u63cf\u8ff0\u8bad\u7ec3\u7b56\u7565\uff0c\u5b9e\u73b0\u4e86\u5bf9\u8bed\u97f3\u3001\u73af\u5883\u58f0\u97f3\u548c\u97f3\u4e50\u7684\u7edf\u4e00\u7406\u89e3\u3002<\/p>\n\n\n\n<p><strong>MiDashengLM \u5b8c\u6574\u516c\u5f00\u4e86 77 \u4e2a\u6570\u636e\u6e90\u7684\u8be6\u7ec6\u914d\u6bd4<\/strong>\uff0c\u6280\u672f\u62a5\u544a\u4e2d\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u4ece\u97f3\u9891\u7f16\u7801\u5668\u9884\u8bad\u7ec3\u5230\u6307\u4ee4\u5fae\u8c03\u7684\u5168\u6d41\u7a0b\u3002<\/p>\n\n\n\n<p>MiDashengLM \u96c6\u6210\u4e86 <strong>Dasheng<\/strong> \u2014\u2014 \u4e00\u4e2a\u4e13\u4e3a\u9ad8\u6548\u5904\u7406\u591a\u6837\u5316\u97f3\u9891\u4fe1\u606f\u800c\u8bbe\u8ba1\u7684\u5f00\u6e90\u97f3\u9891\u7f16\u7801\u5668\u3002\u4e0e\u4ee5\u5f80\u4e3b\u8981\u4f9d\u8d56\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u8fdb\u884c\u97f3\u9891\u4e0e\u6587\u672c\u5bf9\u9f50\u7684\u65b9\u6cd5\u4e0d\u540c\uff0c\u8be5\u7b56\u7565\u4ee5<strong>\u901a\u7528\u97f3\u9891\u5b57\u5e55\u4e3a\u6838\u5fc3\uff0c\u5c06\u8bed\u97f3\u3001\u58f0\u97f3\u4e0e\u97f3\u4e50\u4fe1\u606f\u878d\u5408\u4e3a\u7edf\u4e00\u7684\u6587\u672c\u8868\u8fbe\uff0c\u4ece\u800c\u80fd\u591f\u5bf9\u590d\u6742\u97f3\u9891\u573a\u666f\u8fdb\u884c\u6574\u4f53\u6027\u63cf\u8ff0\u3002<\/strong><\/p>\n\n\n\n<h2><strong>Motivation\uff1a<\/strong><\/h2>\n\n\n\n<p>\u5f53\u524d\u7684\u97f3\u9891\u7406\u89e3\u7814\u7a76\u901a\u5e38<strong>\u5c06\u8bed\u97f3\u8f6c\u5f55\u3001\u97f3\u9891\u5b57\u5e55\u548c\u97f3\u4e50\u5b57\u5e55\u5206\u522b\u5904\u7406<\/strong>\u3002\u8fd9\u79cd\u72ec\u7acb\u5904\u7406\u7684\u65b9\u6cd5\u9650\u5236\u4e86\u5bf9\u542c\u89c9\u573a\u666f\u5206\u6790\u7684\u6df1\u5ea6\u548c\u5b8c\u6574\u6027\u3002\u53e6\u4e00\u4e2a\u5173\u952e\u9650\u5236\u6765\u81ea\u73b0\u6709\u7684<strong>\u97f3\u9891\u5b57\u5e55\uff0c\u8fd9\u4e9b\u5b57\u5e55\u5f80\u5f80\u53ea\u63d0\u4f9b\u8868\u9762\u6027\u7684\u63cf\u8ff0<\/strong>\u3002\u4f8b\u5982\uff0c<strong>\u8bed\u97f3\u5185\u5bb9\u5e38\u88ab\u7b80\u5316\u4e3a\u201c\u6709\u4eba\u5728\u8bf4\u8bdd\u201d\uff0c\u5ffd\u7565\u4e86\u8bed\u4e49\u7ec6\u8282<\/strong>\u3002\u6b64\u5916\uff0c\u8fd9\u4e9b\u6570\u636e\u96c6\u901a\u5e38<strong>\u672a\u80fd\u6355\u6349\u8bf8\u5982\u623f\u95f4\u58f0\u5b66\u7279\u6027\uff08\u5982\u6df7\u54cd\uff09\u6216\u4fe1\u53f7\u8d28\u91cf\u7b49\u5173\u952e\u542c\u89c9\u8981\u7d20<\/strong>\u3002<\/p>\n\n\n\n<p class=\"has-light-pink-background-color has-background\"><strong>\u4e3a\u514b\u670d\u8fd9\u4e9b\u9650\u5236\uff0c\u672c\u6587\u63d0\u51fa\u5c06\u8bed\u97f3\u8f6c\u5f55\u3001\u97f3\u9891\u5b57\u5e55\u548c\u97f3\u4e50\u5b57\u5e55\u878d\u5408\u4e3a\u4e00\u4e2a\u7edf\u4e00\u7684\u901a\u7528\u5b57\u5e55\u3002\u6211\u4eec\u7684\u76ee\u6807\u662f\u6784\u5efa\u4e00\u4e2a\u6574\u4f53\u7684\u6587\u672c\u8868\u793a\uff0c\u8054\u5408\u6db5\u76d6\u6240\u6709\u76f8\u5173\u7684\u97f3\u9891\u4fe1\u606f\uff0c\u4ece\u800c\u63d0\u4f9b\u5bf9\u542c\u89c9\u73af\u5883\u66f4\u4e3a\u8be6\u7ec6\u4e14\u8bed\u4e49\u4e30\u5bcc\u7684\u63cf\u8ff0\u3002<\/strong><\/p>\n\n\n\n<p>\u57fa\u4e8e ASR \u7684\u9884\u8bad\u7ec3\u5bf9\u4e8e\u4e00\u822c\u7684\u97f3\u9891\u8bed\u8a00\u7406\u89e3\u800c\u8a00\uff0c\u5176\u6548\u679c\u6709\u9650\uff0c\u539f\u56e0\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ul><li>\u6570\u636e\u5229\u7528\u6548\u7387\u4f4e\uff1a\u4ec5\u4f7f\u7528ASR\u6570\u636e\u5bfc\u81f4\u5927\u91cf\u6f5c\u5728\u6709\u4ef7\u503c\u7684\u6570\u636e\u88ab\u4e22\u5f03\uff0c\u5982\u97f3\u4e50\u3001\u73af\u5883\u566a\u58f0\uff0c\u751a\u81f3\u9759\u9ed8\u7247\u6bb5\u3002<\/li><li>\u76ee\u6807\u8fc7\u4e8e\u7b80\u5355\uff1a\u57fa\u4e8e\u6587\u672c\u7684\u8bad\u7ec3\u76f8\u6bd4\uff0c\u6a21\u578b\u4eceASR\u6570\u636e\u4e2d\u5b66\u5230\u7684\u6709\u610f\u4e49\u4fe1\u606f\u76f8\u5bf9\u8f83\u5c11\uff0c\u578b\u4ec5\u9700\u5efa\u7acb\u5c40\u90e8\u5bf9\u5e94\u5173\u7cfb\uff0c\u5c06\u53e3\u8bed\u8bcd\u4e0e\u6587\u672c\u5bf9\u5e94\uff0c\u800c\u65e0\u9700\u7406\u89e3\u66f4\u5e7f\u6cdb\u7684\uff08\u5168\u5c40\uff09\u97f3\u9891\u4e0a\u4e0b\u6587\u3002<\/li><li>\u57fa\u4e8eASR\u9884\u8bad\u7ec3\u7684\u5c40\u9650\u6027\uff1a\u8d85\u8d8a\u8bed\u97f3\u5185\u5bb9\u3002\u57fa\u4e8eASR\u7684\u9884\u8bad\u7ec3\u4e3b\u8981\u5173\u6ce8\u8bed\u97f3\u5185\u5bb9\uff0c\u5ffd\u89c6\u4e86\u5176\u4ed6\u4fe1\u606f\u3002\u8fd9\u5bfc\u81f4\u91cd\u8981\u7684\u8bed\u97f3\u5143\u4fe1\u606f\uff0c\u5982\u8bf4\u8bdd\u8005\u7684\u6027\u522b\u3001\u5e74\u9f84\u6216\u60c5\u7eea\u72b6\u6001\uff0c\u65e0\u6cd5\u5728\u9884\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u88ab\u6355\u83b7\u6216\u6574\u5408\u3002<\/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\/2025\/08\/image-9.png\" alt=\"\" class=\"wp-image-28243\" width=\"555\" height=\"318\"\/><\/figure><\/div>\n\n\n\n<h2>Framework<\/h2>\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\/2025\/08\/image-6.png\" alt=\"\" class=\"wp-image-28219\" width=\"690\" height=\"552\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-6.png 877w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-6-300x240.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-6-768x615.png 768w\" sizes=\"(max-width: 690px) 100vw, 690px\" \/><figcaption>\u56fe 2\uff1a&nbsp;MiDashengLM \u6846\u67b6\u63d0\u6848\u3002\u4e09\u4e2a\u9636\u6bb5\u5747\u91c7\u7528\u6807\u51c6\u4e0b\u4e00\u4e2a\u6807\u8bb0\u9884\u6d4b\u635f\u5931\u8fdb\u884c\u8bad\u7ec3\u3002<strong>\u9636\u6bb5 1 \u5c06\u97f3\u9891\u7f16\u7801\u5668\u4e0e\u6587\u672c\u6a21\u6001\u5bf9\u9f50\uff0c\u4e4b\u540e\u63d0\u53d6\u97f3\u9891\u7f16\u7801\u5668\u5e76\u8fdb\u884c\u521d\u59cb\u5316\uff0c\u4ee5\u7528\u4e8e\u9636\u6bb5 2\u3002<\/strong><\/figcaption><\/figure>\n\n\n\n<p class=\"has-light-gray-background-color has-background\"><strong>\u5f53\u524d\uff0c\u7edd\u5927\u591a\u6570\u5de5\u4f5c\u90fd\u4f7f\u7528\u9884\u8bad\u7ec3\u7684\u97f3\u9891\u7f16\u7801\u5668\uff0c\u672c\u6587\u9996\u6b21\u63d0\u51fa\u4e86\u901a\u8fc7\u901a\u7528\u5b57\u5e55\u8fdb\u884c\u97f3\u9891\u6587\u672c\u5bf9\u9f50\u7684\u65b9\u6cd5\uff0c\u800c\u65e0\u9700\u4f9d\u8d56 ASR \u6216\u57fa\u4e8e\u58f0\u97f3\u4e8b\u4ef6\u7684\u6a21\u578b\u3002\u6b64\u5916\uff0c\u6211\u4eec\u4ec5\u4f7f\u7528<em>\u4e00\u4e2a<\/em>\u80fd\u591f\u540c\u65f6\u5904\u7406\u8bed\u97f3\u3001\u58f0\u97f3\u548c\u97f3\u4e50\u7684\u901a\u7528\u97f3\u9891\u7f16\u7801\u5668\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u67b6\u6784\u8bbe\u8ba1<\/strong>\uff1a\u57fa\u4e8e\u901a\u7528\u524d\u7f00\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u901a\u8fc7\u591a\u5c42\u611f\u77e5\u673a\uff08MLP\uff09\u5c06\u97f3\u9891\u7f16\u7801\u5668\u7684\u7279\u5f81\u6620\u5c04\u5230\u8bed\u8a00\u6a21\u578b\u7684\u5d4c\u5165\u7a7a\u95f4\uff0c\u5b9e\u73b0\u97f3\u9891\u4e0e\u6587\u672c\u7684\u5bf9\u9f50\u3002<\/p>\n\n\n\n<p><strong>\u6570\u636e\u4f7f\u7528<\/strong>\uff1a\u53ea\u91c7\u7528\u516c\u5f00\u53ef\u7528\u7684\u97f3\u9891-\u6587\u672c\u6570\u636e\u8fdb\u884c\u9884\u8bad\u7ec3\u548c\u5fae\u8c03\uff0c\u6570\u636e\u6765\u6e90\u591a\u6837\u4e14\u516c\u5f00\u900f\u660e\u3002<\/p>\n\n\n\n<p><strong>\u97f3\u9891\u7f16\u7801\u5668\u9009\u62e9\uff1a\u9996\u6b21\u63d0\u51fa\u5229\u7528\u5355\u4e00\u901a\u7528\u97f3\u9891\u7f16\u7801\u5668\u8054\u5408\u5904\u7406\u8bed\u97f3\u3001\u73af\u5883\u58f0\u97f3\u548c\u97f3\u4e50\uff0c\u65e0\u9700\u4f9d\u8d56ASR\u6216\u7279\u5b9a\u58f0\u97f3\u4e8b\u4ef6\u6a21\u578b\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u8bad\u7ec3\u6548\u7387\u4f18\u5316<\/strong>\uff1a\u652f\u6301\u53ef\u53d8\u957f\u5ea6\u8f93\u5165\uff0c\u907f\u514d\u4e86\u5927\u91cf\u65e0\u6548\u7684\u586b\u5145\uff0c\u63d0\u9ad8\u8ba1\u7b97\u6548\u7387\uff1b\u540c\u65f6\u901a\u8fc7\u5c06\u97f3\u9891\u5e8f\u5217\u4e0b\u91c7\u6837\u52305Hz\uff0c\u5b9e\u73b0\u5feb\u901f\u8bad\u7ec3\u548c\u63a8\u7406\u3002<\/p>\n\n\n\n<h2>Datasets<\/h2>\n\n\n\n<p>MiDashengLM \u5728\u9884\u8bad\u7ec3\u548c\u76d1\u7763\u5fae\u8c03\u9636\u6bb5\u4ec5\u57fa\u4e8e\u516c\u5f00\u6570\u636e\u96c6\u8fdb\u884c\u8bad\u7ec3\u3002<\/p>\n\n\n\n<h3>ACAVCaps\uff1a\u57fa\u4e8eACAV100M<strong>\u5236\u4f5c\u901a\u7528\u5b57\u5e55<\/strong>\u6570\u636e<\/h3>\n\n\n\n<p>\u5b57\u5e55\u6570\u636e\u96c6\u4e0d\u8db3\uff0c\u4e3b\u8981\u662f\u56e0\u4e3a\u7f3a\u4e4f\u8bed\u97f3\u7406\u89e3\uff0c\u4e14\u5176\u6570\u636e\u6765\u6e90\u5355\u4e00\uff0c\u4e3b\u8981\u6765\u81ea Audioset&nbsp;\u3001VGGSound&nbsp;&nbsp;\u548c FSD50k&nbsp;\u3002\u5c31\u6211\u4eec\u7684\u76ee\u7684\u800c\u8a00\uff0c\u9700\u8981\u4e00\u4e2a\u516c\u5f00\u53ef\u7528\u4e14\u5185\u5bb9\u4e30\u5bcc\u7684\u6570\u636e\u96c6\uff0c\u5305\u542b\u591a\u8bed\u8a00\u8bed\u97f3\u3001\u4e0d\u540c\u7c7b\u578b\u7684\u97f3\u4e50\u548c\u5927\u91cf\u590d\u6742\u7684\u97f3\u9891\u73af\u5883\u3002\u6211\u4eec\u8ba4\u4e3a<a rel=\"noreferrer noopener\" href=\"https:\/\/github.com\/sangho-vision\/acav100m\" target=\"_blank\"> <strong>ACAV100M&nbsp;<\/strong><\/a><strong>[<em><a href=\"https:\/\/acav100m.github.io\/\">https:\/\/acav100m.github.io\/<\/a><\/em>]<\/strong>\u662f\u4e00\u4e2a\u5408\u7406\u7684\u5019\u9009\u6e90\u6570\u636e\u96c6\uff0c\u56e0\u4e3a\u5b83\u4e4b\u524d\u6ca1\u6709\u88ab\u6807\u8bb0\u4e3a\u7528\u4e8e\u97f3\u9891\u5b57\u5e55\uff0c\u5e76\u4e14\u4e0e\u524d\u9762\u63d0\u5230\u7684\u6570\u636e\u96c6\u51e0\u4e4e\u6ca1\u6709\u91cd\u53e0\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"482\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-10-1024x482.png\" alt=\"\" class=\"wp-image-28264\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-10-1024x482.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-10-300x141.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-10-768x361.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-10.png 1354w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption> <a rel=\"noreferrer noopener\" href=\"https:\/\/github.com\/sangho-vision\/acav100m\" target=\"_blank\"><strong>ACAV100M<\/strong><\/a> <\/figcaption><\/figure>\n\n\n\n<p>\u7531\u4e8e ACAV100M \u7f3a\u4e4f\u6807\u7b7e\uff0c\u6211\u4eec\u5f00\u53d1\u4e86\u4e00\u5957\u9ad8\u6548\u7684\u6570\u636e\u7ba1\u7406\u6d41\u7a0b\u3002\u6211\u4eec\u9996\u5148\u4f7f\u7528 CED-Base&nbsp;\u4ee5 2 \u79d2\u4e3a\u5355\u4f4d\u9884\u6d4b AudioSet \u6807\u7b7e\u3002\u6211\u4eec\u4f7f\u7528\u8fd9\u4e2a\u66f4\u7cbe\u7ec6\u7684 2 \u79d2\u5c3a\u5ea6\uff0c\u4f7f\u6211\u4eec\u7684\u5b57\u5e55\u80fd\u591f\u6355\u6349\u65f6\u95f4\u5173\u7cfb\u3002\u83b7\u5f97\u58f0\u97f3\u4e8b\u4ef6\u6807\u7b7e\u540e\uff0c\u6211\u4eec\u8fdb\u4e00\u6b65\u4f7f\u7528\u5927\u91cf\u4e0d\u540c\u7684\u97f3\u9891\u5206\u7c7b\u6a21\u578b\u6765\u5904\u7406\u6570\u636e\uff0c\u6bcf\u4e2a\u6a21\u578b\u90fd\u9488\u5bf9\u7279\u5b9a\u4efb\u52a1\u91cf\u8eab\u5b9a\u5236\u3002<\/p>\n\n\n\n<ul><li><strong>\u8bed\u97f3\u5206\u6790\uff1a\u8be5\u4efb\u52a1\u8bc6\u522b\u53e3\u8bed\u5185\u5bb9\uff0c\u533a\u5206\u4e0d\u540c\u8bf4\u8bdd\u8005\uff0c\u5bf9\u97f3\u9891\u8fdb\u884c\u8bf4\u8bdd\u4eba\u5206\u5272\uff08\u8bf4\u8bdd\u4eba\u5206\u79bb\uff09\uff0c\u68c0\u6d4b\u8bed\u97f3\u60c5\u611f\uff0c\u5206\u7c7b\u8bf4\u8bdd\u8005\u7684\u6027\u522b\u548c\u5e74\u9f84\uff0c\u5e76\u4f7f\u7528Whisper\u63a8\u65ad\u8f6c\u5f55\u6587\u672c\u3002<\/strong><\/li><li><strong>\u58f0\u7eb9\u5206\u6790\uff1a\u9664\u4e86\u57fa\u672c\u7684\u8bed\u97f3\u5185\u5bb9\u5916\uff0c\u8be5\u4efb\u52a1\u8fdb\u4e00\u6b65\u7ec6\u5316\u58f0\u97f3\u60c5\u611f\u68c0\u6d4b\uff0c\u8bc4\u4f30\u58f0\u97f3\u5065\u5eb7\u72b6\u51b5\uff0c\u5206\u6790\u97f3\u9ad8\u548c\u97f3\u8272\u7b49\u72ec\u7279\u58f0\u5b66\u7279\u5f81\u3002<\/strong><\/li><li><strong>\u97f3\u4e50\u5206\u6790\uff1a\u9488\u5bf9\u97f3\u4e50\u5185\u5bb9\uff0c\u6a21\u578b\u8fdb\u884c\u97f3\u4e50\u98ce\u683c\u5206\u7c7b\u3001\u4e50\u5668\u8bc6\u522b\u3001\u8282\u594f\u68c0\u6d4b\u3001\u97f3\u4e50\u60c5\u7eea\u5206\u6790\u4ee5\u53ca\u6b4c\u5531\u58f0\u97f3\u8bc6\u522b\u3002<\/strong><\/li><li><strong>\u73af\u5883\u58f0\u5b66\uff1a\u8be5\u6d41\u7a0b\u90e8\u5206\u5bf9\u58f0\u5b66\u573a\u666f\u8fdb\u884c\u5206\u7c7b\uff0c\u8bc4\u4f30\u97f3\u9891\u8d28\u91cf\uff0c\u5206\u6790\u6df7\u54cd\u60c5\u51b5\uff0c\u5e76\u8bc6\u522b\u5404\u79cd\u566a\u58f0\u7c7b\u578b\u3002<\/strong><\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"399\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-11-1024x399.png\" alt=\"\" class=\"wp-image-28272\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-11-1024x399.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-11-300x117.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-11-768x299.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-11.png 1381w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u6570\u636e\u6574\u7406\u6d41\u7a0b\u3002\u6211\u4eec\u4f7f\u7528\u81ea\u52a8\u5316\u6d41\u7a0b\u8fc7\u6ee4 ACAV100M\uff0c\u8be5\u6d41\u7a0b\u53ef\u9884\u6d4b\u6587\u672c\u3001\u58f0\u97f3\u4e8b\u4ef6\u3001\u97f3\u8d28\u548c\u5176\u4ed6\u5143\u4fe1\u606f\u3002\u7136\u540e\uff0c\u4f7f\u7528\u63a8\u7406 LLM \u6839\u636e\u63d0\u4f9b\u7684\u5143\u4fe1\u606f\u751f\u6210\u5b57\u5e55\u3002\u6700\u7ec8\u6574\u7406\u7684\u6570\u636e\u96c6\u88ab\u62c6\u5206\u4e3a\u8bad\u7ec3\u96c6 (ACAVCaps) \u548c\u5168\u65b0\u7684\u8bc4\u4f30\u96c6\u2014\u2014\u97f3\u9891\u4efb\u52a1\u591a\u4e13\u5bb6\u94fe (MECAT)\u3002<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"535\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-12-1024x535.png\" alt=\"\" class=\"wp-image-28277\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-12-1024x535.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-12-300x157.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-12-768x401.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-12.png 1110w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption><strong>\u901a\u8fc7pipline \u5408\u6210\u7684\u90e8\u5206\u6837\u4f8b<\/strong><\/figcaption><\/figure>\n\n\n\n<p>\u5728\u83b7\u5f97\u4e0a\u8ff0\u6240\u6709\u6807\u7b7e\u540e\uff0c\u6211\u4eec\u4f7f\u7528\u63a8\u7406\u578b\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08DeepSeek-R1\uff09\u751f\u6210\u7b80\u77ed\u7684\u97f3\u9891\u5b57\u5e55\u3002\u751f\u6210\u7684\u7cbe\u7f16\u97f3\u9891\u5b57\u5e55\u6570\u636e\u96c6\u968f\u540e\u88ab\u5212\u5206\u4e3a\u8bad\u7ec3\u96c6\uff08ACAVCaps\uff09\u548c\u6d4b\u8bd5\u96c6\uff08\u7528\u4e8e\u7ec6\u7c92\u5ea6\u97f3\u9891\u7406\u89e3\u4efb\u52a1\u7684\u591a\u4e13\u5bb6\u6784\u5efa\u57fa\u51c6\uff0c<strong>MECAT<\/strong>\uff09\u3002MECAT\u6d4b\u8bd5\u96c6\u662f\u4ece\u7cbe\u7f16\u6570\u636e\u96c6\u4e2d\u7b5b\u9009\u800c\u6765\uff0c\u9996\u5148\u4f9d\u636e\u89c6\u9891\u6388\u6743\u7c7b\u578b\u8fc7\u6ee4\u5404\u6765\u6e90\u89c6\u9891\uff0c\u6700\u7ec8\u901a\u8fc7<strong><a rel=\"noreferrer noopener\" href=\"https:\/\/arxiv.org\/abs\/2506.11350\" target=\"_blank\">GLAP <\/a><\/strong>\u65b9\u6cd5\u5bf9\u97f3\u9891-\u6587\u672c\u4e00\u81f4\u6027\u8fdb\u884c\u8bc4\u5206\u3002<\/p>\n\n\n\n<h3>MECAT-QA\uff1a<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"826\" height=\"451\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-13.png\" alt=\"\" class=\"wp-image-28282\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-13.png 826w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-13-300x164.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-13-768x419.png 768w\" sizes=\"(max-width: 826px) 100vw, 826px\" \/><\/figure>\n\n\n\n<p>MECAT-QA \u4e2d\uff0c\u6bcf\u6bb5\u97f3\u9891\u914d\u5907\u4e86\u4e94\u4e2a\u95ee\u7b54\u5bf9\uff0c\u6db5\u76d6\u4e0d\u540c\u7c7b\u522b\u548c\u96be\u5ea6\u7b49\u7ea7\uff0c\u603b\u8ba1\u8d85\u8fc710\u4e07\u4e2a\u95ee\u7b54\u5bf9\u3002\u95ee\u7b54\u4efb\u52a1\u5206\u4e3a\u4e09\u4e2a\u4e3b\u8981\u8ba4\u77e5\u7c7b\u522b\uff1a<\/p>\n\n\n\n<p>a) <strong>\u611f\u77e5\uff08Perception\uff09<\/strong>\uff1a\u5305\u542b\u4e00\u4e2a\u5b50\u7c7b\u522b\u2014\u2014\u76f4\u63a5\u611f\u77e5\uff08Direct Perception\uff09\uff0c\u4fa7\u91cd\u4e8e\u5bf9\u97f3\u9891\u5185\u5bb9\u548c\u4e8b\u4ef6\u7684\u76f4\u63a5\u8bc6\u522b\u4e0e\u547d\u540d\u3002<\/p>\n\n\n\n<p>b) <strong>\u5206\u6790\uff08Analysis\uff09<\/strong>\uff1a\u7531\u4e24\u4e2a\u5b50\u7c7b\u522b\u7ec4\u6210\u2014\u2014\u58f0\u97f3\u7279\u5f81\uff08Sound Characteristics\uff09\uff0c\u7528\u4e8e\u8003\u5bdf\u58f0\u97f3\u7684\u58f0\u5b66\u5c5e\u6027\uff08\u5982\u97f3\u9ad8\uff09\uff1b\u8d28\u91cf\u8bc4\u4f30\uff08Quality Assessment\uff09\uff0c\u7528\u4e8e\u8bc4\u4f30\u97f3\u9891\u7684\u6280\u672f\u8d28\u91cf\uff08\u5982\u566a\u58f0\u6c34\u5e73\uff09\u3002<\/p>\n\n\n\n<p>c) <strong>\u63a8\u7406\uff08Reasoning\uff09<\/strong>\uff1a\u6db5\u76d6\u66f4\u9ad8\u7ea7\u7684\u8ba4\u77e5\u80fd\u529b\uff0c\u5206\u4e3a\u4e09\u4e2a\u5b50\u7c7b\u522b\u2014\u2014\u73af\u5883\u63a8\u7406\uff08Environment Reasoning\uff09\uff0c\u9700\u8981\u63a8\u65ad\u58f0\u97f3\u53d1\u751f\u7684\u58f0\u5b66\u573a\u666f\uff1b\u63a8\u65ad\u4e0e\u5224\u65ad\uff08Inference &amp; Judgement\uff09\uff0c\u57fa\u4e8e\u97f3\u9891\u5185\u5bb9\u8fdb\u884c\u903b\u8f91\u63a8\u7406\u548c\u5224\u65ad\uff1b\u5e94\u7528\u573a\u666f\uff08Application Context\uff09\uff0c\u6d4b\u8bd5\u5bf9\u58f0\u97f3\u5b9e\u9645\u7528\u9014\u6216\u60c5\u5883\u7684\u7406\u89e3\u3002<\/p>\n\n\n\n<h3>Training datasets and tasks<\/h3>\n\n\n\n<p>\u603b\u8ba1\u7ea6110\u4e07\u5c0f\u65f6\u7684\u6570\u636e\u3002\u5176\u4e2d\u7ea690%\u7684\u8bad\u7ec3\u6570\u636e\u6765\u81ea\u516c\u5f00\u7684\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u6570\u636e\u96c6\uff0c\u5176\u4f59\u6570\u636e\u96c6\u89c4\u6a21\u660e\u663e\u8f83\u5c0f\u3002<strong>\u5982\u679c\u4e0d\u52a0\u4ee5\u5408\u7406\u5904\u7406\uff0c\u6a21\u578b\u5728\u9664ASR\u4ee5\u5916\u7684\u4efb\u52a1\u4e0a\u8868\u73b0\u53ef\u80fd\u4e0d\u8db3\u3002<\/strong>\u6570\u636e\u91c7\u6837\u60c5\u51b5\u5982\u56fe6\u6240\u793a\u3002<\/p>\n\n\n\n<p><strong>\u5728\u97f3\u9891-\u6587\u672c\u5bf9\u9f50\u9636\u6bb5\uff0c\u6211\u4eec\u4f7f\u7528\u524d\u6587\u4ecb\u7ecd\u7684ACAVCaps\u6570\u636e\u96c6\uff0c\u8be5\u6570\u636e\u96c6\u5305\u542b3.8\u4e07\u5c0f\u65f6\u9ad8\u8d28\u91cf\u7684\u901a\u7528\u5b57\u5e55\u3002<\/strong>\u6211\u4eec\u5728ACAVCaps\u4e0a\u8bad\u7ec33\u4e2aepoch\uff0c\u4ee5\u5b9e\u73b0\u97f3\u9891\u7f16\u7801\u5668\u4e0e\u6587\u672c\u7684\u5bf9\u9f50\u3002<\/p>\n\n\n\n<p>\u5b8c\u6210\u5bf9\u9f50\u540e\uff0c\u6211\u4eec\u5bf9MiDashengLM\u6a21\u578b\u5728<strong>\u5168\u91cf110\u4e07\u5c0f\u65f6\u8bad\u7ec3\u6570\u636e\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3<\/strong>\uff0c\u7ea6\u8bad\u7ec31.4\u4e2aepoch\u3002\u9884\u8bad\u7ec3\u7ed3\u675f\u540e\uff0c\u5728\u4e00\u4e2a<strong>\u7cbe\u9009\u7684\u9884\u8bad\u7ec3\u5b50\u96c6\u4e0a\u8fdb\u884c\u4e00\u6b21\u76d1\u7763\u5fae\u8c03<\/strong>\uff0c\u5b50\u96c6\u603b\u65f6\u957f\u7ea635.2\u4e07\u5c0f\u65f6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"635\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-14-1024x635.png\" alt=\"\" class=\"wp-image-28284\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-14-1024x635.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-14-300x186.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-14-768x476.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-14.png 1312w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2>\u6a21\u578b\u548c\u4e09\u9636\u6bb5\u8bad\u7ec3\uff1a<\/h2>\n\n\n\n<p>\u97f3\u9891\u7f16\u7801\u5668\u57fa\u4e8e Dasheng-0.6B\u6784\u5efa\uff0c\u662f\u4e00\u4e2a\u5e27\u7ea7\u7684\u89c6\u89c9Transformer\uff08ViT\uff09\uff0c\u4f7f\u7528\u63a9\u7801\u81ea\u52a8\u7f16\u7801\u5668\uff08MAE\uff09\u76ee\u6807\u5728\u4e3b\u8981\u7684 ACAV100M \u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\u3002<\/p>\n\n\n\n<p>MiDashengLM \u4ec5\u652f\u630116 kHz\u7684\u97f3\u9891\u8f93\u5165\uff0c\u6240\u6709\u8f93\u5165\u6570\u636e\u90fd\u4f1a\u81ea\u52a8\u91cd\u91c7\u6837\u5230\u6b64\u91c7\u6837\u7387\u3002\u97f3\u9891\u6ce2\u5f62\u88ab\u8f6c\u6362\u621064\u7ef4\u7684\u6885\u5c14\u9891\u8c31\u56fe\uff08mel-spectrogram\uff09\uff0cDasheng-0.6B \u901a\u8fc7\u63d0\u53d632\u6beb\u79d2\u5e27\u7279\u5f81\uff0c\u6b65\u5e45\u4e3a10\u6beb\u79d2\u6765\u5904\u7406\u8fd9\u4e9b\u9891\u8c31\u56fe\u3002\u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0c<strong>Dasheng \u4f1a\u5c06\u8f93\u5165\u7279\u5f81\u8fdb\u4e00\u6b65\u4e0b\u91c7\u68374\u500d\uff0c\u4ea7\u751f40\u6beb\u79d2\u95f4\u9694\u7684\u9ad8\u7ea7\u7279\u5f81\u3002<\/strong>Dasheng \u652f\u6301\u53ef\u53d8\u957f\u5ea6\u8f93\u5165\uff0c\u6700\u5927\u8f93\u5165\u957f\u5ea6\u4e3a1008\u5e27\uff08\u7ea610.08\u79d2\uff09\u3002\u5bf9\u4e8e\u8d85\u8fc7\u8be5\u957f\u5ea6\u7684\u8f93\u5165\uff0c\u6211\u4eec\u91c7\u7528\u65e0\u91cd\u53e0\u6ed1\u52a8\u7a97\u53e3\u65b9\u6cd5\uff0c\u5c06\u6bcf\u4e2a\u97f3\u9891\u7247\u6bb5\u5206\u522b\u8f93\u5165 Dasheng\uff0c\u968f\u540e\u62fc\u63a5\u5f97\u5230\u7684\u5e27\u7ea7\u7279\u5f81\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"334\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-15-1024x334.png\" alt=\"\" class=\"wp-image-28287\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-15-1024x334.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-15-300x98.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-15-768x251.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-15.png 1093w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3>Audio-text alignment<\/h3>\n\n\n\n<p><strong>MiDashengLM \u7684\u7b2c\u4e00\u6b65\u662f\u5c06\u97f3\u9891\u7f16\u7801\u5668\u4e0e\u6587\u672c\u6570\u636e\u5bf9\u9f50<\/strong>\u3002\u5728\u6b64\u5bf9\u9f50\u9636\u6bb5\uff0c\u6211\u4eec<strong>\u4f7f\u7528 ACAVCaps \u6570\u636e\u96c6<\/strong>\uff0c\u5bf9\u97f3\u9891\u7f16\u7801\u5668\u548c\u6587\u672c\u89e3\u7801\u5668\u7ec4\u4ef6\u8fdb\u884c\u7aef\u5230\u7aef\u5fae\u8c03\u3002\u5bf9\u9f50\u4e4b\u540e\uff0c\u6211\u4eec\u63d0\u53d6\u8bad\u7ec3\u597d\u7684\u97f3\u9891\u7f16\u7801\u5668\uff0c\u4ee5\u4fbf\u5728\u540e\u7eed\u7684<strong>\u9884\u8bad\u7ec3<\/strong>\u548c<strong> SFT \u9636\u6bb5<\/strong>\u8fdb\u884c\u521d\u59cb\u5316\u3002\u5728\u6a21\u578b\u5f00\u53d1\u671f\u95f4\uff0c\u6211\u4eec\u6839\u636e\u7ecf\u9a8c\u8bc4\u4f30\u4e86\u4e24\u79cd\u66ff\u4ee3\u65b9\u6cd5\uff1a(1) \u4e0e\u51bb\u7ed3\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b (LLM) \u96c6\u6210\u548c (2) \u4f4e\u79e9\u81ea\u9002\u5e94 (LoRA)\u3002\u7136\u800c\uff0c\u8fd9\u4e24\u79cd\u65b9\u6cd5\u7684\u97f3\u9891\u7f16\u7801\u5668\u6027\u80fd\u90fd\u4e0d\u4ee4\u4eba\u6ee1\u610f\u3002\u97f3\u9891\u6587\u672c\u5bf9\u9f50\u5728 8 \u4e2a GPU \u4e0a\u4ee5 256 \u7684\u6709\u6548\u6279\u6b21\u5927\u5c0f\u8fd0\u884c\u4e86\u4e00\u5929\u3002<\/p>\n\n\n\n<h3>\u89e3\u7801\u5668\uff1a<\/h3>\n\n\n\n<p>\u6587\u672c\u89e3\u7801\u5668\u4f7f\u7528 Qwen2.5-Omni-3B&nbsp;\uff08\u4e00\u4e2a\u516c\u5f00\u7684\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\uff09\u8fdb\u884c\u521d\u59cb\u5316\u3002<strong>\u5728\u9884\u8bad\u7ec3\u548c\u76d1\u7763\u5fae\u8c03\u9636\u6bb5\uff0c\u6211\u4eec\u90fd\u91c7\u7528\u4e86 LoRA \u6765\u63d0\u5347\u53c2\u6570\u6548\u7387<\/strong>\u3002\u8bad\u7ec3\u76ee\u6807\u662f\u6700\u5c0f\u5316\u6807\u51c6\u4ea4\u53c9\u71b5\u635f\u5931\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\/2025\/08\/image-16.png\" alt=\"\" class=\"wp-image-28297\" width=\"225\" height=\"34\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-16.png 321w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-16-300x45.png 300w\" sizes=\"(max-width: 225px) 100vw, 225px\" \/><\/figure><\/div>\n\n\n\n<h3>Training&nbsp;:<\/h3>\n\n\n\n<p>\u6240\u6709\u8bad\u7ec3\u8fc7\u7a0b\u5747\u91c7\u7528\u7ebf\u6027\u5b66\u4e60\u7387\u9884\u70ed\uff08warm-up\uff09\uff0c\u6301\u7eed\u524d1000\u6b21\u8fed\u4ee3\uff0c\u671f\u95f4\u5b66\u4e60\u7387\u4ece\u96f6\u7ebf\u6027\u4e0a\u5347\u81f3\u76ee\u6807\u503c\u3002\u968f\u540e\uff0c\u5b66\u4e60\u7387\u9075\u5faa\u4f59\u5f26\u8870\u51cf\u7b56\u7565\uff0c\u8bad\u7ec3\u7ed3\u675f\u65f6\u964d\u4f4e\u81f3\u6700\u5927\u503c\u768410%\u3002\u9884\u8bad\u7ec3\u4e0e\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u4e4b\u95f4\u7684\u4e3b\u8981\u533a\u522b\u5305\u62ec\uff1a\uff081\uff09SFT\u9636\u6bb5\u91c7\u7528\u8f83\u4f4e\u7684\u5b66\u4e60\u7387\uff1b\uff082\uff09\u901a\u8fc7LoRA\u6280\u672f\u6269\u5c55\u4e86\u53ef\u8bad\u7ec3\u53c2\u6570\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"951\" height=\"457\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-19.png\" alt=\"\" class=\"wp-image-28305\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-19.png 951w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-19-300x144.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-19-768x369.png 768w\" sizes=\"(max-width: 951px) 100vw, 951px\" \/><\/figure>\n\n\n\n<h2>Results<\/h2>\n\n\n\n<h3>\u97f3\u9891\u7f16\u7801\u5668\u6027\u80fd\uff1a<\/h3>\n\n\n\n<p>\u4e3a\u4e86\u8bc4\u4f30\u6211\u4eec\u7528\u901a\u7528\u97f3\u9891\u5b57\u5e55\u8bad\u7ec3\u7684\u97f3\u9891\u6587\u672c\u5bf9\u9f50\u6846\u67b6\uff0c\u6211\u4eec\u5c06\u751f\u6210\u7684\u97f3\u9891\u7f16\u7801\u5668\u4e0e Whisper-Large V3 \u8fdb\u884c\u4e86\u6bd4\u8f83\u3002\u6211\u4eec\u91c7\u7528 X-Ares \u57fa\u51c6&nbsp;\uff0c\u8be5\u57fa\u51c6\u901a\u8fc7\u8f7b\u91cf\u7ea7 MLP \u5c42\u8bc4\u4f30\u51bb\u7ed3\u7684\u7f16\u7801\u5668\u5d4c\u5165\uff0c\u6db5\u76d6\u4e09\u4e2a\u6838\u5fc3\u97f3\u9891\u9886\u57df\uff1a\u8bed\u97f3\u3001\u97f3\u4e50\u548c\uff08\u73af\u5883\uff09\u58f0\u97f3\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"800\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-20-1024x800.png\" alt=\"\" class=\"wp-image-28310\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-20-1024x800.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-20-300x234.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-20-768x600.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-20.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u57fa\u4e8e Dasheng \u7684\u7f16\u7801\u5668\u5728\u5404\u79cd\u97f3\u9891\u5206\u7c7b\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\u3002\u6bd4\u8f83\u5206\u6790\u8868\u660e\uff0c\u867d\u7136 Whisper-Large v3 \u5728 22 \u4e2a\u4efb\u52a1\u4e2d\u7684 4 \u4e2a\u4efb\u52a1\u4e0a\u53d6\u5f97\u4e86\u66f4\u597d\u7684\u7ed3\u679c\uff0c\u4f46\u6211\u4eec\u7684\u7f16\u7801\u5668\u5728\u5176\u4f59 18 \u4e2a\u4efb\u52a1\u4e0a\u4f18\u4e8e Whisper\u3002\u5728\u67d0\u4e9b\u4e25\u683c\u4e0e\u8bed\u97f3\u76f8\u5173\u7684\u4efb\u52a1\u4e0a\uff0c\u5982\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff0cWER \u63d0\u9ad8\u7ea6 5%\uff09\u3001\u8bf4\u8bdd\u4eba\u6570\u7edf\u8ba1\uff08LibriCount\uff09\u3001\u53e3\u8bed\u8bed\u8a00\u8bc6\u522b\uff08VoxLingua33\uff09\u4ee5\u53ca\u5173\u952e\u8bcd\u68c0\u6d4b\uff08Speech Commands V1\uff09\uff0cWhisper \u7684\u8868\u73b0\u4f18\u4e8e\u6211\u4eec\u63d0\u51fa\u7684\u7f16\u7801\u5668\u3002<\/p>\n\n\n\n<h4>\u4f20\u7edf\u6570\u636e\u96c6\u57fa\u51c6<\/h4>\n\n\n\n<p>\u6a21\u578b\u914d\u7f6e\u4ecb\u7ecd\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"721\" height=\"255\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-21.png\" alt=\"\" class=\"wp-image-28312\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-21.png 721w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-21-300x106.png 300w\" sizes=\"(max-width: 721px) 100vw, 721px\" \/><\/figure>\n\n\n\n<p><strong>Audio captioning results:<\/strong><\/p>\n\n\n\n<p>\u5728\u97f3\u4e50\u548c\u97f3\u9891\uff08\u58f0\u97f3\uff09\u5b57\u5e55\u6570\u636e\u96c6\u4e0a\uff0cMiDashengLM \u7684\u8868\u73b0\u5747\u4f18\u4e8e\u57fa\u7ebf\u6a21\u578b\u3002\u5bf9\u4e8e\u901a\u7528\u97f3\u9891\uff0c\u6027\u80fd\u63d0\u5347\u5c24\u4e3a\u663e\u8457\uff0c\u6211\u4eec\u7684\u6a21\u578b\u5728 AutoACD \u4e0a\u7684\u8868\u73b0\u663e\u8457\u4f18\u4e8e\u57fa\u7ebf\u6a21\u578b\uff0c\u800c\u5728\u97f3\u4e50\u4e13\u7528\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u5176\u6027\u80fd\u63d0\u5347\u5219\u8f83\u4e3a\u5e73\u7f13\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"793\" height=\"262\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-22.png\" alt=\"\" class=\"wp-image-28313\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-22.png 793w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-22-300x99.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-22-768x254.png 768w\" sizes=\"(max-width: 793px) 100vw, 793px\" \/><\/figure>\n\n\n\n<p><strong>&nbsp;\u97f3\u9891\u548c\u526f\u8bed\u8a00\u5206\u7c7b<\/strong>\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"711\" height=\"352\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-23.png\" alt=\"\" class=\"wp-image-28315\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-23.png 711w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-23-300x149.png 300w\" sizes=\"(max-width: 711px) 100vw, 711px\" \/><\/figure>\n\n\n\n<p>\u5728\u5341\u9879\u6d4b\u8bd5\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u8868\u660e\uff0cMiDashengLM \u5728\u8bf4\u8bdd\u4eba\u9a8c\u8bc1\uff08VoxCeleb1\uff09\u3001\u8bed\u8a00\u8bc6\u522b\uff08VoxLingua107\uff09\u3001\u58f0\u97f3\u5206\u7c7b\uff08VGGSound\u3001FSD50k\uff09\u548c\u97f3\u4e50\u5206\u7c7b\uff08NSynth\u3001FMA\uff09\u65b9\u9762\u7684\u8868\u73b0\u4f18\u4e8e\u57fa\u51c6\u3002<\/p>\n\n\n\n<p><strong>Automatic speech recognition<\/strong>:<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"756\" height=\"454\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-7.png\" alt=\"\" class=\"wp-image-28221\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-7.png 756w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-7-300x180.png 300w\" sizes=\"(max-width: 756px) 100vw, 756px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"825\" height=\"385\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-24.png\" alt=\"\" class=\"wp-image-28316\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-24.png 825w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-24-300x140.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-24-768x358.png 768w\" sizes=\"(max-width: 825px) 100vw, 825px\" \/><\/figure>\n\n\n\n<p>\u97f3\u9891\u4ee4\u724c\u7684\u5e27\u7387\u4f1a\u663e\u8457\u5f71\u54cd ASR \u6027\u80fd\uff0c\u66f4\u9ad8\u7684\u5e27\u7387\u4f1a\u63d0\u9ad8\u6027\u80fd\uff0c\u4f46\u8ba1\u7b97\u6548\u7387\u4f1a\u6709\u6240\u4e0b\u964d\u3002\u8fd9\u4e9b\u7ed3\u679c\u4e0e\u6211\u4eec\u4e4b\u524d\u53d1\u73b0\u4e00\u81f4\uff0c\u8868\u660e\u6211\u4eec\u7684\u7f16\u7801\u5668\u4ecd\u7136\u843d\u540e\u4e8e\u95ed\u6e90 Whisper \u6a21\u578b\u2014\u2014\u4e24\u4e2a\u57fa\u7ebf\u7cfb\u7edf\u90fd\u91c7\u7528\u7684\u97f3\u9891\u7f16\u7801\u5668\u3002\u7531\u4e8e MiDashengLM \u9996\u5148\u662f\u4e00\u4e2a\u5b57\u5e55\u6a21\u578b\uff0c\u56e0\u6b64\u5b83\u7684 ASR \u6027\u80fd\u5728\u4f20\u7edf LibriSpeech \u6570\u636e\u96c6\u4e0a\u4e0e\u57fa\u7ebf\u76f8\u6bd4\u6709\u6240\u4e0b\u964d\u3002\u7136\u800c\uff0c\u5728\u66f4\u5927\u7684\u6d4b\u8bd5\u96c6\uff08\u5982 People&#8217;s Speech\uff09\u4e0a\u7684\u6027\u80fd\u4f18\u4e8e Qwen2.5-Omni \u57fa\u7ebf\u3002Kimi-Audio \u5728\u82f1\u8bed\u548c\u666e\u901a\u8bdd\u8bed\u97f3\u8bc6\u522b\u65b9\u9762\u8868\u73b0\u6700\u4f73\uff0c\u8fd9\u53ef\u80fd\u6e90\u4e8e\u5b83\u4f7f\u7528\u5927\u91cf\u82f1\u8bed\u548c\u4e2d\u6587 ASR \u6570\u636e\u8fdb\u884c\u9884\u8bad\u7ec3\u3002\u7136\u800c\uff0c<strong>MiDashengLM \u548c Qwen2.5-Omni \u5747\u80fd\u591f\u5bf9\u5370\u5c3c\u8bed\u3001\u8d8a\u5357\u8bed\u548c\u6cf0\u8bed\u7b49\u4e0d\u540c\u8bed\u8a00\u8fdb\u884c\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\u3002\u8fd9\u8868\u660e\uff0c\u5c3d\u7ba1\u6211\u4eec\u7684\u7f16\u7801\u5668\u6ca1\u6709\u7ecf\u8fc7\u4e13\u95e8\u7684\u8bed\u97f3\u8bad\u7ec3\uff0c\u5374\u62e5\u6709\u4ee4\u4eba\u60ca\u8bb6\u7684\u5f3a\u5927\u591a\u8bed\u8a00\u80fd\u529b\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u95ee\u7b54\u7ed3\u679c<\/strong>:<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"883\" height=\"357\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-25.png\" alt=\"\" class=\"wp-image-28319\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-25.png 883w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-25-300x121.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-25-768x311.png 768w\" sizes=\"(max-width: 883px) 100vw, 883px\" \/><\/figure>\n\n\n\n<p>MiDashengLM \u5728\u8fd9\u4e9b\u4efb\u52a1\u4e2d\u4fdd\u6301\u9886\u5148\u5730\u4f4d\uff0c\u800c Kimi-Audio-Instruct \u7684\u6027\u80fd\u6700\u5f31<\/p>\n\n\n\n<h3>Inference speed<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"862\" height=\"379\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-26.png\" alt=\"\" class=\"wp-image-28321\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-26.png 862w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-26-300x132.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-26-768x338.png 768w\" sizes=\"(max-width: 862px) 100vw, 862px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"873\" height=\"355\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-27.png\" alt=\"\" class=\"wp-image-28322\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-27.png 873w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-27-300x122.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-27-768x312.png 768w\" sizes=\"(max-width: 873px) 100vw, 873px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>GitHub \u4e3b\u9875\uff1ahttps:\/\/github.com\/xiaomi-research\/dasheng-lm &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2025\/08\/16\/midashenglm-7b\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">\u5c0f\u7c73\u58f0\u97f3\u7406\u89e3\u5927\u6a21\u578b MiDashengLM-7B<\/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],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/28212"}],"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=28212"}],"version-history":[{"count":90,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/28212\/revisions"}],"predecessor-version":[{"id":28399,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/28212\/revisions\/28399"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=28212"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=28212"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=28212"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}