{"id":25142,"date":"2025-02-26T11:00:20","date_gmt":"2025-02-26T03:00:20","guid":{"rendered":"http:\/\/139.9.1.231\/?p=25142"},"modified":"2025-02-26T11:00:21","modified_gmt":"2025-02-26T03:00:21","slug":"osum","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2025\/02\/26\/osum\/","title":{"rendered":"\u8bed\u97f3\u7406\u89e3\u6a21\u578b&#8212;OSUM"},"content":{"rendered":"\n<p class=\"has-text-align-center\"><strong>OSUM: Advancing Open Speech Understanding Models with Limited Resources in Academia<\/strong><\/p>\n\n\n\n<ul><li><strong>\u6280\u672f\u62a5\u544av2\u7248\uff1a<a href=\"https:\/\/arxiv.org\/abs\/2501.13306v2\">https:\/\/www.arxiv.org\/pdf\/2501.13306v2<\/a><\/strong><\/li><li><strong>\u9879\u76ee\u9875\u9762\uff1a<\/strong><a href=\"https:\/\/github.com\/ASLP-lab\/OSUM\"><strong>https:\/\/github.com\/ASLP-lab\/OSUM<\/strong><\/a><strong><em><strong>\u00a0\u00a0<\/strong><\/em><\/strong><\/li><li><strong>\u6d4b\u8bd5\u4f53\u9a8c\u9875\u9762\uff1a<\/strong><a href=\"https:\/\/huggingface.co\/spaces\/ASLP-lab\/OSUM\"><strong>https:\/\/huggingface.co\/spaces\/ASLP-lab\/OSUM<\/strong><\/a><\/li><\/ul>\n\n\n\n<pre class=\"wp-block-preformatted\">\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u5404\u79cd\u4e0b\u6e38\u4efb\u52a1\u4e2d\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\uff0c\u542f\u53d1\u4e86\u4e1a\u754c\u5bf9\u8bed\u97f3\u7406\u89e3\u8bed\u8a00\u6a21\u578b\uff08speech understanding language models, SULMs\uff09\u7684\u7814\u53d1\uff0c\u4ee5\u671f\u5b9e\u73b0\u57fa\u4e8e\u8bed\u97f3\u60c5\u611f\u3001\u6027\u522b\u7b49\u526f\u8bed\u8a00\u7684\u9ad8\u8868\u73b0\u529b\u4ea4\u4e92\u3002\u7136\u800c\uff0c\u5927\u591a\u6570\u5148\u8fdb\u7684SULM\u662f\u7531\u884c\u4e1a\u5934\u90e8\u516c\u53f8\u5f00\u53d1\u7684\uff0c\u6d88\u8017\u5927\u89c4\u6a21\u7684\u6570\u636e\u548c\u8ba1\u7b97\u8d44\u6e90\u3002\u800c\u8fd9\u4e9b\u8d44\u6e90\u5728\u5b66\u672f\u754c\u5e76\u4e0d\u5bb9\u6613\u83b7\u5f97\u3002\u6b64\u5916\uff0c\u867d\u7136\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u548c\u63a8\u7406\u4ee3\u7801\u88ab\u5f00\u6e90\u4e86\uff0c\u4f46\u8bad\u7ec3\u6846\u67b6\u548c\u6570\u636e\u5904\u7406\u6d41\u7a0b\u4f9d\u7136\u7f3a\u4e4f\u900f\u660e\u5ea6\uff0c\u8fd9\u4e5f\u4e3a\u8fdb\u4e00\u6b65\u7814\u7a76\u4ea7\u751f\u4e86\u969c\u788d\u3002\u5728\u672c\u7814\u7a76\u4e2d\uff0c\u6211\u4eec\u63d0\u51fa\u4e86OSUM\uff0c\u4e00\u4e2a\u5f00\u653e\u7684\u8bed\u97f3\u7406\u89e3\u6a21\u578b\uff0c\u65e8\u5728\u63a2\u7d22\u5728\u6709\u9650\u7684\u5b66\u672f\u8d44\u6e90\u4e0b\u8bad\u7ec3SLUM\u7684\u6f5c\u529b\u3002OSUM\u6a21\u578b\u5c06Whisper\u7f16\u7801\u5668\u4e0eQwen2 LLM\u76f8\u7ed3\u5408\uff0c\u652f\u6301\u5e7f\u6cdb\u7684\u8bed\u97f3\u4efb\u52a1\uff0c\u5305\u62ec<strong>\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u3001\u5e26\u65f6\u95f4\u6233\u7684\u8bed\u97f3\u8bc6\u522b\uff08SRWT\uff09\u3001\u8bed\u97f3\u4e8b\u4ef6\u68c0\u6d4b\uff08VED\uff09\u3001\u8bed\u97f3\u60c5\u611f\u8bc6\u522b\uff08SER\uff09\u3001\u8bf4\u8bdd\u98ce\u683c\u8bc6\u522b\uff08SSR\uff09\u3001\u8bf4\u8bdd\u8005\u6027\u522b\u5206\u7c7b\uff08SGC\uff09\u3001\u8bf4\u8bdd\u8005\u5e74\u9f84\u9884\u6d4b\uff08SAP\uff09\u548c\u8bed\u97f3\u8f6c\u6587\u672c\u804a\u5929\uff08STTC\uff09<\/strong>\u3002\u901a\u8fc7\u91c7\u7528ASR+X\u8bad\u7ec3\u7b56\u7565\uff0cOSUM\u901a\u8fc7\u540c\u65f6\u4f18\u5316\u6a21\u6001\u5bf9\u9f50\u548c\u76ee\u6807\u4efb\u52a1\uff0c\u5b9e\u73b0\u4e86\u9ad8\u6548\u7a33\u5b9a\u7684\u591a\u4efb\u52a1\u8bad\u7ec3\u3002\u9664\u4e86\u63d0\u4f9b\u5f3a\u5927\u7684\u6027\u80fd\uff0cOSUM\u8fd8\u5f3a\u8c03\u900f\u660e\u5ea6\uff0c\u63d0\u4f9b\u516c\u5f00\u53ef\u7528\u7684\u4ee3\u7801\uff0c\u5e76\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u6570\u636e\u5904\u7406\u6d41\u7a0b\uff0c\u4ee5\u671f\u4e3a\u5b66\u672f\u754c\u63d0\u4f9b\u6709\u4ef7\u503c\u7684\u53c2\u8003\uff0c\u65e8\u5728\u52a0\u901f\u5148\u8fdbSULM\u6280\u672f\u7684\u7814\u7a76\u548c\u521b\u65b0\u3002<\/pre>\n\n\n\n<h2><strong>\u65b9\u6848\u8bbe\u8ba1<\/strong>\u00a0<\/h2>\n\n\n\n<p>OSUM\u6a21\u578b\u5c06Whisper\u7f16\u7801\u5668\u4e0eQwen2 LLM\u76f8\u7ed3\u5408\uff0c\u652f\u6301\u5e7f\u6cdb\u7684\u8bed\u97f3\u4efb\u52a1\uff0c\u5305\u62ec\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u3001\u5e26\u65f6\u95f4\u6233\u7684\u8bed\u97f3\u8bc6\u522b\uff08SRWT\uff09\u3001\u8bed\u97f3\u4e8b\u4ef6\u68c0\u6d4b\uff08VED\uff09\u3001\u8bed\u97f3\u60c5\u611f\u8bc6\u522b\uff08SER\uff09\u3001\u8bf4\u8bdd\u98ce\u683c\u8bc6\u522b\uff08SSR\uff09\u3001\u8bf4\u8bdd\u8005\u6027\u522b\u5206\u7c7b\uff08SGC\uff09\u3001\u8bf4\u8bdd\u8005\u5e74\u9f84\u9884\u6d4b\uff08SAP\uff09\u548c\u8bed\u97f3\u8f6c\u6587\u672c\u804a\u5929\uff08STTC\uff09\u3002\u901a\u8fc7\u91c7\u7528ASR+X\u8bad\u7ec3\u7b56\u7565\uff0cOSUM\u901a\u8fc7\u540c\u65f6\u4f18\u5316\u6a21\u6001\u5bf9\u9f50\u548c\u76ee\u6807\u4efb\u52a1\uff0c\u5b9e\u73b0\u4e86\u9ad8\u6548\u7a33\u5b9a\u7684\u591a\u4efb\u52a1\u8bad\u7ec3\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"987\" height=\"415\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-80.png\" alt=\"\" class=\"wp-image-25161\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-80.png 987w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-80-300x126.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-80-768x323.png 768w\" sizes=\"(max-width: 987px) 100vw, 987px\" \/><\/figure>\n\n\n\n<h3><strong>\u6a21\u578b\u7ed3\u6784<\/strong><\/h3>\n\n\n\n<p>\u6a21\u578b\u7684\u8f93\u5165\u5305\u62ec\u8bed\u97f3\u548c\u81ea\u7136\u8bed\u8a00\u63d0\u793a\u3002\u4e0d\u540c\u4e8e Whisper\u00a0\u548cQwen-Audio\u00a0\u4f9d\u9760\u6307\u4ee4\u6807\u7b7e\uff0cOsum\u91c7\u7528\u63cf\u8ff0\u6027\u6587\u672c\uff0c\u5c06\u6240\u6709\u516b\u4e2a\u652f\u6301\u4efb\u52a1\u8f6c\u6362\u4e3a\u56fe2\u6240\u793a\u3002\u5f53\u524d\uff0c\u6211\u4eec\u7684\u6a21\u578b\u4ec5\u652f\u6301\u57fa\u4e8e\u6587\u672c\u7684\u54cd\u5e94\uff0c\u4f46\u662f\u97f3\u9891\u8f93\u51fa\u529f\u80fd\u6b63\u5728\u79ef\u6781\u5f00\u53d1\u3002<\/p>\n\n\n\n<p>\u5982\u56fe2\u6240\u793a\uff0cOSUM\u6a21\u578b\u7531\u4e00\u4e2aSpeech Encoder\u3001\u4e00\u4e2aAdaptor\u548c\u4e00\u4e2aLLM\u7ec4\u6210\u3002\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0cSpeech Encoder\u548cAdaptor\u4e2d\u7684\u6240\u6709\u53c2\u6570\u90fd\u4f1a\u66f4\u65b0\uff0c\u800c\u5927\u8bed\u8a00\u6a21\u578b\u5219\u4f7f\u7528LoRA\u65b9\u6cd5\u8fdb\u884c\u5fae\u8c03\u3002\u5404\u90e8\u5206\u5177\u4f53\u914d\u7f6e\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ul><li>Speech Encoder: Whisper-Medium (769M)\uff1b<\/li><li>Adaptor: Conv1D * 3 + Transformer * 4\uff0c4\u500d\u4e0b\u91c7\u6837\uff1b<\/li><li>LLM: Qwen2-7B-Instruct\u5e26LoRA\u3002LoRA hyperparameters-\u03b1, rank, and dropout ratio are set to 32, 8, and 0.1,<\/li><\/ul>\n\n\n\n<h3><strong>\u591a\u4efb\u52a1\u76d1\u7763\u8bad\u7ec3<\/strong><\/h3>\n\n\n\n<p>\u8bad\u7ec3\u8fc7\u7a0b\u5305\u62ec\u4e24\u4e2a\u9636\u6bb5\uff1a<\/p>\n\n\n\n<p>\u9996\u5148\uff0c\u5728\u6ca1\u6709LLM\u7684\u60c5\u51b5\u4e0b\uff0c\u5bf9\u539f\u59cb\u7684Whisper\u6a21\u578b\u8fdb\u884c\u591a\u4efb\u52a1\u76d1\u7763\u5fae\u8c03\uff0c\u591a\u4efb\u52a1\u6570\u636e\u5fae\u8c03\u4e86 Whisper \uff0c\u4ee5\u786e\u4fddOSUM\u6a21\u578b\u7684\u66f4\u5feb\u6536\u655b\u3002\u6b64\u5916\uff0c\u6b64\u9636\u6bb5\u4f7f\u6211\u4eec\u80fd\u591f\u9a8c\u8bc1\u591a\u4efb\u52a1\u6570\u636e\u7684\u53ef\u9760\u6027\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6211\u4eec\u6269\u5c55\u4e86Whisper\u7684\u6307\u793a\u6807\u7b7e\uff0c\u4ee5\u9002\u5e94\u66f4\u591a\u7684\u4efb\u52a1\uff0c\u6bcf\u4e2a\u524d\u5411\u63a8\u7406\u4ec5\u6267\u884c\u4e00\u4e2a\u4efb\u52a1\u3002<\/p>\n\n\n\n<p>\u5176\u6b21\uff0c\u5c06\u5fae\u8c03\u540e\u7684Whisper\u7f16\u7801\u5668\u4e0eQwen2\u5927\u8bed\u8a00\u6a21\u578b\u76f8\u7ed3\u5408\uff0c\u6784\u5efa\u51fa\u5b8c\u6574\u7684OSUM\u7cfb\u7edf\uff0c\u7136\u540e\u4f7f\u7528\u66f4\u5927\u7684\u6570\u636e\u96c6\u8fdb\u884c\u8fdb\u4e00\u6b65\u7684\u76d1\u7763\u8bad\u7ec3\u3002<\/p>\n\n\n\n<p>OSUM\u6a21\u578b\u7684\u8f93\u5165\u5305\u62ec\u4e00\u6bb5\u8bed\u97f3\u548c\u4e00\u4e2a\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u7684prompt\uff0c\u800c\u8f93\u51fa\u5728\u73b0\u9636\u6bb5\u4ec5\u652f\u6301\u6587\u672c\u56de\u590d\uff0c\u97f3\u9891\u8f93\u51fa\u529f\u80fd\u6b63\u5728\u5f00\u53d1\u4e2d\u3002\u4e3a\u8282\u7701\u8ba1\u7b97\u8d44\u6e90\uff0c<strong>OSUM\u7684\u591a\u4efb\u52a1\u8bad\u7ec3\u5f15\u5165\u4e86\u4e00\u79cd\u201cASR+X\u201d\u8303\u5f0f\uff0c\u5373\u540c\u65f6\u8bad\u7ec3ASR\u4efb\u52a1\u548c\u4e00\u4e2a\u9644\u52a0\u4efb\u52a1X\u3002\u8fd9\u5728\u52a0\u901f\u8bad\u7ec3\u7684\u540c\u65f6\uff0c\u5141\u8bb8\u6267\u884cX\u4efb\u52a1\u65f6\u53c2\u8003\u6587\u672c\u548c\u58f0\u5b66\u4e24\u79cd\u7279\u5f81\uff0c\u4ece\u800c\u63d0\u5347\u6027\u80fd\u548c\u8bad\u7ec3\u7a33\u5b9a\u6027\u3002<\/strong>\u201cASR+X\u201d\u8303\u5f0f\u662f\u5728LLM\u7684\u81ea\u56de\u5f52\u6846\u67b6\u5185\u901a\u8fc7\u8c03\u6574\u9884\u6d4b\u6807\u7b7e\u6765\u5b9e\u73b0\u7684\uff0c\u65e0\u9700\u5bf9\u6a21\u578b\u67b6\u6784\u6216\u635f\u5931\u51fd\u6570\u8fdb\u884c\u4fee\u6539\u3002<strong>\u6267\u884c\u4e0d\u540c\u7684X\u4efb\u52a1\u662f\u901a\u8fc7\u7ed9LLM\u4e0d\u540c\u7684\u81ea\u7136\u8bed\u8a00prompt\u6765\u5b9e\u73b0\u7684\uff0c\u6bcf\u4e2a\u4efb\u52a1\u67095\u4e2a\u5019\u9009prompt\uff0c\u8bad\u7ec3\u65f6\u968f\u673a\u9009\u62e9\u4e00\u4e2a\u3002prompt\u7684\u793a\u4f8b\u5982\u88681\u6240\u793a\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"993\" height=\"574\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-81.png\" alt=\"\" class=\"wp-image-25168\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-81.png 993w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-81-300x173.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-81-768x444.png 768w\" sizes=\"(max-width: 993px) 100vw, 993px\" \/><\/figure>\n\n\n\n<h3><strong>\u8bad\u7ec3\u6570\u636e<\/strong><\/h3>\n\n\n\n<p>OSUM\u65e8\u5728\u4f7f\u7528\u591a\u6837\u5316\u7684\u8bed\u97f3\u6570\u636e\u96c6\u8fdb\u884c\u591a\u4efb\u52a1\u8bad\u7ec3\uff0c\u76ee\u6807\u662f\u6784\u5efa\u4e00\u4e2a\u80fd\u591f\u5728\u5bf9\u8bdd\u573a\u666f\u4e2d\u5168\u9762\u7406\u89e3\u8f93\u5165\u8bed\u97f3\u7684\u7edf\u4e00\u6a21\u578b\u3002\u591a\u4efb\u52a1\u8bad\u7ec3\u8fc7\u7a0b\u4f7f\u5404\u4e2a\u4efb\u52a1\u80fd\u591f\u4ece\u5171\u4eab\u5b66\u4e60\u4e2d\u83b7\u76ca\uff0c\u4ece\u800c\u63d0\u5347\u6a21\u578b\u7684\u6574\u4f53\u6027\u80fd\u3002\u6709\u5173\u7528\u4e8e\u8bad\u7ec3\u7684\u6570\u636e\u96c6\u7684\u8be6\u7ec6\u4fe1\u606f\u89c1\u88682\u6240\u793a\uff0c\u672c\u7248\u672c\u6a21\u578b\u7684\u8bad\u7ec3\u6570\u636e\u89c4\u6a21\u5927\u7ea6\u4e3a5\u4e07\u5c0f\u65f6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"994\" height=\"802\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-82.png\" alt=\"\" class=\"wp-image-25174\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-82.png 994w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-82-300x242.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-82-768x620.png 768w\" sizes=\"(max-width: 994px) 100vw, 994px\" \/><\/figure>\n\n\n\n<h2><strong>\u6280\u672f\u6027\u80fd<\/strong><\/h2>\n\n\n\n<h3><strong>\u603b\u89c8<\/strong><\/h3>\n\n\n\n<p>\u5982\u56fe2\u6240\u793a\uff0cOSUM \u6a21\u578b\u548cQwen2-Audio \u76f8\u6bd4\uff0c\u5728\u5927\u591a\u6570\u4efb\u52a1\u4e2d\uff0c\u5c3d\u7ba1 OSUM \u4f7f\u7528\u7684\u8ba1\u7b97\u8d44\u6e90\u548c\u8bad\u7ec3\u6570\u636e\u660e\u663e\u66f4\u5c11\uff0c\u4f46\u5b83\u7684\u8868\u73b0\u4f18\u4e8eQwen2-Audio\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"739\" height=\"757\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-83.png\" alt=\"\" class=\"wp-image-25175\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-83.png 739w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-83-293x300.png 293w\" sizes=\"(max-width: 739px) 100vw, 739px\" \/><\/figure>\n\n\n\n<p>\u56fe2 OSUM\u4e0eQwen2-Audio\u5404\u9879\u4efb\u52a1\u6027\u80fd\u5bf9\u6bd4\u7684\u96f7\u8fbe\u56fe\u3002\u96f7\u8fbe\u56fe\u4e2d\u6bcf\u4e2a\u6a21\u578b\u5404\u9879\u4efb\u52a1\u7684\u503c\u662f\u57fa\u4e8e\u516c\u5f00\u6d4b\u8bd5\u96c6\u548c\u5185\u90e8\u6d4b\u8bd5\u96c6\u7684\u5e73\u5747\u7ed3\u679c\u5f97\u51fa\u7684<\/p>\n\n\n\n<h3><strong>\u5404\u9879\u6307\u6807\u4e0e\u6027\u80fd\u6f14\u793a<\/strong><\/h3>\n\n\n\n<p><strong>ASR\uff08\u8bed\u97f3\u8bc6\u522b\uff09\uff1a<\/strong>\u5982\u88684\u6240\u793a\uff0cOSUM\u5728\u4e2d\u6587ASR\u4e0a\u8868\u73b0\u4f18\u8d8a\uff0c\u5177\u4f53\u5730\uff0c\u5728WenetSpeech test 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class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"999\" height=\"682\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-84.png\" alt=\"\" class=\"wp-image-25176\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-84.png 999w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-84-300x205.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-84-768x524.png 768w\" sizes=\"(max-width: 999px) 100vw, 999px\" 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