{"id":235,"date":"2025-09-15T11:46:22","date_gmt":"2025-09-15T03:46:22","guid":{"rendered":"http:\/\/159.223.199.105\/?p=235"},"modified":"2025-09-15T11:46:22","modified_gmt":"2025-09-15T03:46:22","slug":"%e9%80%bb%e8%be%91%e6%99%ba%e8%83%bd%e6%8e%a8%e5%87%ba%e5%85%a8%e7%90%83%e9%a6%96%e4%b8%aa%e5%ae%8c%e5%85%a8%e5%bc%80%e6%ba%90%e8%af%ad%e9%9f%b3%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%a1%86%e6%9e%b6%ef%bc%8c","status":"publish","type":"post","link":"http:\/\/www.applicationsofllm.com\/index.php\/2025\/09\/15\/%e9%80%bb%e8%be%91%e6%99%ba%e8%83%bd%e6%8e%a8%e5%87%ba%e5%85%a8%e7%90%83%e9%a6%96%e4%b8%aa%e5%ae%8c%e5%85%a8%e5%bc%80%e6%ba%90%e8%af%ad%e9%9f%b3%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%a1%86%e6%9e%b6%ef%bc%8c\/","title":{"rendered":"\u903b\u8f91\u667a\u80fd\u63a8\u51fa\u5168\u7403\u9996\u4e2a\u5b8c\u5168\u5f00\u6e90\u8bed\u97f3\u5927\u6a21\u578b\u6846\u67b6\uff0c\u5b9a\u4e49 LSLM \u7814\u7a76\u65b0\u57fa\u51c6"},"content":{"rendered":"\n<p>\u5728\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u6d6a\u6f6e\u4e0b\uff0c\u591a\u6a21\u6001 AI \u53d6\u5f97\u4e86\u98de\u901f\u53d1\u5c55\uff0c\u5c24\u5176\u662f\u5728\u89c6\u89c9\u8bed\u8a00\uff08LVLM\uff09\u9886\u57df\uff0c\u5df2\u7ecf\u5f62\u6210\u4e86\u6210\u719f\u7684\u7814\u7a76\u8303\u5f0f\u3002\u7136\u800c\uff0c\u4e0e\u4e4b\u5f62\u6210\u9c9c\u660e\u5bf9\u6bd4\u7684\u662f\uff0c\u5927\u578b\u8bed\u97f3\u8bed\u8a00\u6a21\u578b\uff08LSLM\uff09\u7684\u53d1\u5c55\u5374\u663e\u5f97\u96f6\u6563\u4e14\u6b65\u8c03\u7f13\u6162\u3002<\/p>\n\n\n\n<p>\u8be5\u9886\u57df\u957f\u671f\u88ab\u788e\u7247\u5316\u7684\u67b6\u6784\u3001\u4e0d\u900f\u660e\u7684\u8bad\u7ec3\u6570\u636e\u548c\u7f3a\u5931\u7684\u8bc4\u4f30\u6807\u51c6\u6240\u56f0\u6270\uff0c\u5bfc\u81f4\u7814\u7a76\u4e4b\u95f4\u96be\u4ee5\u8fdb\u884c\u516c\u5e73\u6bd4\u8f83\uff0c\u4e25\u91cd\u963b\u788d\u4e86\u6280\u672f\u7684\u53ef\u590d\u73b0\u6027\u548c\u793e\u533a\u7684\u7cfb\u7edf\u6027\u8fdb\u6b65\u3002\u8bb8\u591a\u7814\u7a76\u867d\u7136\u53d1\u5e03\u4e86\u6a21\u578b\u6743\u91cd\uff0c\u4f46\u5176\u8d56\u4ee5\u6210\u529f\u7684\u5173\u952e \u2014\u2014 \u8bad\u7ec3\u6570\u636e\u548c\u914d\u7f6e\u7ec6\u8282 \u2014\u2014 \u5374\u5e38\u5e38\u88ab \u201c\u96ea\u85cf\u201d \u8d77\u6765\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u6253\u7834\u8fd9\u4e00\u50f5\u5c40\uff0c<strong>\u5317\u4eac\u6df1\u5ea6\u903b\u8f91\u667a\u80fd\u79d1\u6280\u6709\u9650\u516c\u53f8\u63a8\u51fa\u4e86 LLaSO<\/strong>\u2014\u2014 \u9996\u4e2a\u5b8c\u5168\u5f00\u653e\u3001\u7aef\u5230\u7aef\u7684\u8bed\u97f3\u8bed\u8a00\u6a21\u578b\u7814\u7a76\u6846\u67b6\u3002<\/p>\n\n\n\n<p>LLaSO \u65e8\u5728\u4e3a\u6574\u4e2a\u793e\u533a\u63d0\u4f9b\u4e00\u4e2a\u7edf\u4e00\u3001\u900f\u660e\u4e14\u53ef\u590d\u73b0\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u5176\u8d21\u732e\u662f \u201c\u5168\u5bb6\u6876\u201d \u5f0f\u7684\uff0c\u5305\u542b\u4e86\u4e00\u6574\u5957\u5f00\u6e90\u7684\u6570\u636e\u3001\u57fa\u51c6\u548c\u6a21\u578b\uff0c\u5e0c\u671b\u4ee5\u6b64\u52a0\u901f LSLM \u9886\u57df\u7684\u793e\u533a\u9a71\u52a8\u5f0f\u521b\u65b0\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"331\" src=\"http:\/\/159.223.199.105\/wp-content\/uploads\/2025\/09\/image-30-1024x331.png\" alt=\"\" class=\"wp-image-247\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-30-1024x331.png 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-30-300x97.png 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-30-768x248.png 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-30.png 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bba\u6587\u6807\u9898\uff1aLLaSO: A Foundational Framework for Reproducible Research in Large Language and Speech Model<\/li>\n<\/ul>\n\n\n\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2508.15418v1<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4ee3\u7801\u5730\u5740\uff1ahttps:\/\/github.com\/EIT-NLP\/LLaSO<\/li>\n\n\n\n<li>\u6a21\u578b\u5730\u5740\uff1ahttps:\/\/huggingface.co\/papers\/2508.15418<\/li>\n<\/ul>\n\n\n\n<p><strong>LSLM \u9886\u57df\u7684\u6280\u672f\u6311\u6218\u4e0e\u7814\u7a76\u75db\u70b9<\/strong><\/p>\n\n\n\n<p>\u76f8\u6bd4\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08LVLM\uff09\u9886\u57df\u5df2\u5f62\u6210 CLIP \u7f16\u7801\u5668 + LLaVA \u8303\u5f0f\u7684\u6210\u719f\u751f\u6001\uff0cLSLM \u7814\u7a76\u9762\u4e34\u56db\u5927\u6838\u5fc3\u6311\u6218\uff1a<\/p>\n\n\n\n<p><strong>1. \u67b6\u6784\u8def\u5f84\u5206\u5316\u4e25\u91cd<\/strong><\/p>\n\n\n\n<p>\u5f53\u524d LSLM \u67b6\u6784\u4e3b\u8981\u5305\u62ec\u5916\u90e8\u7279\u5f81\u878d\u5408\u3001\u8de8\u6a21\u6001\u6ce8\u610f\u529b\u673a\u5236\u3001\u9690\u5f0f\u5bf9\u9f50\u7b49\u591a\u79cd\u6280\u672f\u65b9\u6848\uff0c\u7f3a\u4e4f\u5982 LVLM \u9886\u57df\u822c\u7684\u7edf\u4e00\u8303\u5f0f\u3002\u4e0d\u540c\u7814\u7a76\u56e2\u961f\u91c7\u7528\u5dee\u5f02\u5316\u67b6\u6784\uff0c\u5bfc\u81f4\u6280\u672f\u8fdb\u5c55\u96be\u4ee5\u79ef\u7d2f\u548c\u6bd4\u8f83\u3002<\/p>\n\n\n\n<p><strong>2. \u8bad\u7ec3\u6570\u636e\u4e25\u91cd\u79c1\u6709\u5316<\/strong><\/p>\n\n\n\n<p>\u4e3b\u6d41 LSLM \u5982 Qwen-Audio\u3001Kimi-Audio \u7b49\u5747\u4f9d\u8d56\u79c1\u6709\u6570\u636e\u8bad\u7ec3\uff0c\u6570\u636e\u89c4\u6a21\u3001\u8d28\u91cf\u3001\u6784\u6210\u7b49\u5173\u952e\u4fe1\u606f\u4e0d\u900f\u660e\u3002\u8fd9\u4f7f\u5f97\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u53ef\u590d\u73b0\u6027\u5dee<\/strong>\uff1a\u5176\u4ed6\u7814\u7a76\u8005\u65e0\u6cd5\u590d\u73b0\u76f8\u540c\u7ed3\u679c<\/li>\n\n\n\n<li><strong>\u6027\u80fd\u5f52\u56e0\u6a21\u7cca<\/strong>\uff1a\u96be\u4ee5\u5224\u65ad\u6027\u80fd\u63d0\u5347\u6e90\u4e8e\u67b6\u6784\u521b\u65b0\u8fd8\u662f\u6570\u636e\u4f18\u52bf<\/li>\n\n\n\n<li><strong>\u7814\u7a76\u95e8\u69db\u9ad8<\/strong>\uff1a\u65b0\u5165\u573a\u8005\u9700\u8981\u5927\u91cf\u8d44\u6e90\u6784\u5efa\u79c1\u6709\u6570\u636e\u96c6<\/li>\n<\/ul>\n\n\n\n<p><strong>3. \u4efb\u52a1\u8986\u76d6\u5c40\u9650\u6027\u660e\u663e<\/strong><\/p>\n\n\n\n<p>\u73b0\u6709\u6570\u636e\u96c6\u4e3b\u8981\u805a\u7126\u8bed\u4e49\u7406\u89e3\u4efb\u52a1\uff0c\u5bf9\u8bed\u97f3\u4e2d\u7684\u526f\u8bed\u8a00\u5b66\u4fe1\u606f\uff08paralinguistic information\uff09\u5982\u60c5\u611f\u3001\u53e3\u97f3\u3001\u97f5\u5f8b\u3001\u8bf4\u8bdd\u4eba\u7279\u5f81\u7b49\u8986\u76d6\u4e0d\u8db3\uff0c\u9650\u5236\u4e86\u6a21\u578b\u7684\u5168\u9762\u8bed\u97f3\u7406\u89e3\u80fd\u529b\u3002<\/p>\n\n\n\n<p><strong>4. \u4ea4\u4e92\u6a21\u6001\u5355\u4e00\u5316<\/strong><\/p>\n\n\n\n<p>\u5927\u591a\u6570 LSLM \u4ec5\u652f\u6301 &#8220;\u6587\u672c\u6307\u4ee4 + \u97f3\u9891\u8f93\u5165&#8221; \u7684\u5355\u4e00\u4ea4\u4e92\u6a21\u5f0f\uff0c\u7f3a\u4e4f\u5bf9 &#8220;\u97f3\u9891\u6307\u4ee4 + \u6587\u672c\u8f93\u5165&#8221; \u548c\u7eaf\u97f3\u9891\u4ea4\u4e92\u7b49\u590d\u6742\u6a21\u6001\u7ec4\u5408\u7684\u7cfb\u7edf\u6027\u652f\u6301\u3002<\/p>\n\n\n\n<p><strong>LLaSO \u6846\u67b6\uff1a\u4e09\u5927\u6838\u5fc3\u7ec4\u4ef6\u6784\u5efa\u5b8c\u6574\u751f\u6001<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"606\" src=\"http:\/\/159.223.199.105\/wp-content\/uploads\/2025\/09\/image-20-1024x606.jpg\" alt=\"\" class=\"wp-image-245\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-20-1024x606.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-20-300x178.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-20-768x455.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-20.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><sup>&nbsp; &nbsp; &nbsp; \u56fe\u4e00\uff1allaso \u8bed\u6599\u5e93\u7684\u5236\u4f5c\u6d41\u7a0b<\/sup><\/p>\n\n\n\n<p>LLaSO \u6846\u67b6\u901a\u8fc7\u4e09\u4e2a\u6838\u5fc3\u5f00\u6e90\u7ec4\u4ef6\u89e3\u51b3\u4e0a\u8ff0\u6311\u6218\uff1a<\/p>\n\n\n\n<p><strong>LLaSO-Align\uff1a\u5927\u89c4\u6a21\u8bed\u97f3 &#8211; \u6587\u672c\u5bf9\u9f50\u6570\u636e\u96c6<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u89c4\u6a21<\/strong>\uff1a1200 \u4e07\u8bed\u97f3 &#8211; \u6587\u672c\u5bf9\u9f50\u6837\u672c<\/li>\n\n\n\n<li><strong>\u6570\u636e\u6765\u6e90<\/strong>\uff1a\u805a\u5408\u5bf9\u8bdd\u3001\u6709\u58f0\u4e66\u3001\u591a\u53e3\u97f3\u8bed\u97f3\u7b49\u591a\u6837\u5316\u6765\u6e90<\/li>\n\n\n\n<li><strong>\u6280\u672f\u76ee\u6807<\/strong>\uff1a\u901a\u8fc7\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u4efb\u52a1\u5efa\u7acb\u8bed\u97f3\u8868\u793a\u4e0e\u6587\u672c\u8bed\u4e49\u7a7a\u95f4\u7684\u7cbe\u786e\u5bf9\u9f50<\/li>\n\n\n\n<li><strong>\u8d28\u91cf\u63a7\u5236<\/strong>\uff1a\u91c7\u7528\u591a\u91cd\u8fc7\u6ee4\u673a\u5236\u786e\u4fdd\u6570\u636e\u8d28\u91cf\u548c\u8bf4\u8bdd\u4eba\u591a\u6837\u6027<\/li>\n<\/ul>\n\n\n\n<p><strong>LLaSO-Instruct\uff1a\u591a\u4efb\u52a1\u6307\u4ee4\u5fae\u8c03\u6570\u636e\u96c6<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u89c4\u6a21<\/strong>\uff1a1350 \u4e07\u591a\u4efb\u52a1\u6307\u4ee4\u6837\u672c<\/li>\n\n\n\n<li><strong>\u4efb\u52a1\u8986\u76d6<\/strong>\uff1a\u6db5\u76d6\u8bed\u8a00\u5b66\u3001\u8bed\u4e49\u5b66\u3001\u526f\u8bed\u8a00\u5b66\u4e09\u5927\u7c7b\u5171 20 \u9879\u4efb\u52a1\n<ul class=\"wp-block-list\">\n<li>\u8bed\u8a00\u5b66\u4efb\u52a1\uff1aASR\u3001\u7ffb\u8bd1\u3001\u603b\u7ed3\u7b49\u57fa\u7840\u8bed\u8a00\u7406\u89e3<\/li>\n\n\n\n<li>\u8bed\u4e49\u5b66\u4efb\u52a1\uff1a\u95ee\u7b54\u3001\u63a8\u7406\u3001\u5185\u5bb9\u5206\u6790\u7b49\u9ad8\u7ea7\u8ba4\u77e5<\/li>\n\n\n\n<li>\u526f\u8bed\u8a00\u5b66\u4efb\u52a1\uff1a\u60c5\u611f\u8bc6\u522b\u3001\u53e3\u97f3\u68c0\u6d4b\u3001\u8bf4\u8bdd\u4eba\u5206\u6790\u7b49<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6a21\u6001\u652f\u6301\uff1a\u7cfb\u7edf\u6027\u652f\u6301\u4e09\u79cd\u4ea4\u4e92\u914d\u7f6e<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u6587\u672c\u6307\u4ee4 + \u97f3\u9891\u8f93\u5165\uff08Text-Audio\uff09<\/li>\n\n\n\n<li>\u97f3\u9891\u6307\u4ee4 + \u6587\u672c\u8f93\u5165\uff08Audio-Text\uff09<\/li>\n\n\n\n<li>\u7eaf\u97f3\u9891\u6307\u4ee4\u4e0e\u8f93\u5165\uff08Audio-Audio\uff09<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"870\" height=\"1024\" src=\"http:\/\/159.223.199.105\/wp-content\/uploads\/2025\/09\/image-18-870x1024.jpg\" alt=\"\" class=\"wp-image-238\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-18-870x1024.jpg 870w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-18-255x300.jpg 255w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-18-768x904.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-18.jpg 1108w\" sizes=\"auto, (max-width: 870px) 100vw, 870px\" \/><\/figure>\n\n\n\n<p><sup>&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; \u56fe\u4e8c\uff1aLLaSO \u8bed\u6599\u5e93\u7684\u4efb\u52a1\u7ec4\u6210<\/sup><\/p>\n\n\n\n<p><strong>LLaSO-Eval\uff1a\u6807\u51c6\u5316\u8bc4\u4f30\u57fa\u51c6<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6837\u672c\u89c4\u6a21<\/strong>\uff1a15,044 \u4e2a\u6d4b\u8bd5\u6837\u672c<\/li>\n\n\n\n<li><strong>\u6570\u636e\u9694\u79bb<\/strong>\uff1a\u4e0e\u8bad\u7ec3\u96c6\u4e25\u683c\u5206\u79bb\uff0c\u786e\u4fdd\u8bc4\u4f30\u516c\u5e73\u6027<\/li>\n\n\n\n<li><strong>\u8bc4\u4f30\u7ef4\u5ea6<\/strong>\uff1a\u8986\u76d6\u6240\u6709 20 \u9879\u4efb\u52a1\u7684 comprehensive evaluation<\/li>\n\n\n\n<li><strong>\u53ef\u590d\u73b0\u6027<\/strong>\uff1a\u63d0\u4f9b\u7edf\u4e00\u8bc4\u4f30\u534f\u8bae\u548c\u81ea\u52a8\u5316\u8bc4\u4f30\u5de5\u5177<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1013\" src=\"http:\/\/159.223.199.105\/wp-content\/uploads\/2025\/09\/image-21-1024x1013.jpg\" alt=\"\" class=\"wp-image-246\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-21-1024x1013.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-21-300x297.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-21-768x760.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-21.jpg 1107w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><sup>&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; \u56fe\u4e09\uff1aLLaSO-Base \u5728 LLaSO-Eval \u57fa\u51c6\u6d4b\u8bd5\u4e0a\u7684\u8868\u73b0\u7ed3\u679c<\/sup><\/p>\n\n\n\n<p>\u8fd9\u4e09\u5927\u7ec4\u4ef6\u5171\u540c\u6784\u6210\u4e86\u4e00\u4e2a\u5b8c\u6574\u7684\u8bad\u7ec3\u3001\u5fae\u8c03\u548c\u8bc4\u4f30\u6d41\u6c34\u7ebf\uff0c\u4e3a LSLM \u7814\u7a76\u63d0\u4f9b\u4e86\u524d\u6240\u672a\u6709\u7684\u5f00\u653e\u6027\u548c\u4fbf\u5229\u6027\u3002<\/p>\n\n\n\n<p><strong>LLaSO-Base\uff1a\u6280\u672f\u9a8c\u8bc1\u4e0e\u6027\u80fd\u57fa\u51c6<\/strong><\/p>\n\n\n\n<p>\u4e3a\u9a8c\u8bc1\u6846\u67b6\u6709\u6548\u6027\uff0c\u903b\u8f91\u667a\u80fd\u56e2\u961f\u57fa\u4e8e LLaSO \u6570\u636e\u8bad\u7ec3\u4e86 38 \u4ebf\u53c2\u6570\u7684\u53c2\u8003\u6a21\u578b LLaSO-Base\u3002<\/p>\n\n\n\n<p><strong>\u6a21\u578b\u67b6\u6784\u8bbe\u8ba1<\/strong><\/p>\n\n\n\n<p>\u91c7\u7528\u7ecf\u5178\u4e09\u9636\u6bb5\u67b6\u6784\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8bed\u97f3\u7f16\u7801\u5668<\/strong>\uff1aWhisper-large-v3\uff0c\u8d1f\u8d23\u8bed\u97f3\u7279\u5f81\u63d0\u53d6<\/li>\n\n\n\n<li><strong>\u6a21\u6001\u6295\u5f71\u5668<\/strong>\uff1a\u591a\u5c42\u611f\u77e5\u673a\uff08MLP\uff09\uff0c\u5b9e\u73b0\u8bed\u97f3 &#8211; \u6587\u672c\u7279\u5f81\u7a7a\u95f4\u6620\u5c04<\/li>\n\n\n\n<li><strong>\u8bed\u8a00\u6a21\u578b backbone<\/strong>\uff1aLlama-3.2-3B-Instruct\uff0c\u63d0\u4f9b\u8bed\u8a00\u7406\u89e3\u548c\u751f\u6210\u80fd\u529b<\/li>\n<\/ul>\n\n\n\n<p><strong>\u4e24\u9636\u6bb5\u8bad\u7ec3\u7b56\u7565<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5bf9\u9f50\u9636\u6bb5<\/strong>\uff1a\u51bb\u7ed3\u7f16\u7801\u5668\u548c LLM\uff0c\u4ec5\u8bad\u7ec3\u6295\u5f71\u5668\uff0c\u4f7f\u7528 LLaSO-Align \u6570\u636e\u5efa\u7acb modality alignment<\/li>\n\n\n\n<li><strong>\u6307\u4ee4\u5fae\u8c03\u9636\u6bb5<\/strong>\uff1a\u8054\u5408\u8bad\u7ec3\u6295\u5f71\u5668\u548c LLM\uff0c\u4f7f\u7528 LLaSO-Instruct \u6570\u636e\u5b66\u4e60 complex instruction following<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"562\" height=\"544\" src=\"http:\/\/159.223.199.105\/wp-content\/uploads\/2025\/09\/image-24.png\" alt=\"\" class=\"wp-image-237\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-24.png 562w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-24-300x290.png 300w\" sizes=\"auto, (max-width: 562px) 100vw, 562px\" \/><\/figure>\n\n\n\n<p><sup>&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; \u56fe\u56db\uff1aLLaSO \u6a21\u578b\u67b6\u6784\u793a\u610f\u56fe<\/sup><\/p>\n\n\n\n<p><strong>LLaSO-Base \u6a21\u578b\u5b9e\u9a8c\u7ed3\u679c\u5206\u6790<\/strong><\/p>\n\n\n\n<p>\u6211\u4eec\u5728\u4e00\u7cfb\u5217\u4e25\u683c\u8bbe\u8ba1\u7684\u5b9e\u9a8c\u4e2d\uff0c\u5c06 LLaSO-Base \u4e0e\u591a\u4e2a\u4e1a\u754c\u9886\u5148\u7684\u8bed\u97f3\u8bed\u8a00\u6a21\u578b\uff08LSLMs\uff09\u8fdb\u884c\u4e86\u76f4\u63a5\u5bf9\u6bd4\u3002\u6240\u6709\u5b9e\u9a8c\u5747\u5728\u6211\u4eec\u6784\u5efa\u7684\u6807\u51c6\u5316\u8bc4\u4f30\u57fa\u51c6 LLaSO-Eval \u4e0a\u5b8c\u6210\uff0c\u786e\u4fdd\u4e86\u6bd4\u8f83\u7684\u516c\u5e73\u6027\u548c\u7ed3\u679c\u7684\u53ef\u590d\u73b0\u6027\u3002<\/p>\n\n\n\n<p><strong>\u5b9e\u9a8c\u8bbe\u7f6e\u4e0e\u8bc4\u4f30\u57fa\u51c6<\/strong><\/p>\n\n\n\n<p>\u4e3a\u786e\u4fdd\u8bc4\u4f30\u7684\u5168\u9762\u6027\uff0c\u6211\u4eec\u9009\u53d6\u4e86 10 \u4e2a\u4e3b\u6d41\u7684\u8bed\u97f3\u8bed\u8a00\u6a21\u578b\u4f5c\u4e3a\u57fa\u51c6\uff0c\u5305\u62ec Qwen2-Audio\u3001Typhoon-Audio\u3001Salmonn\u3001GLM-4-Voice\u3001Mini-Omni\u3001Kimi-Audio \u7b49\u3002\u6240\u6709\u6a21\u578b\u7684\u8bc4\u4f30\u5747\u5728\u7edf\u4e00\u7684 LLaSO-Eval \u6d4b\u8bd5\u96c6\u4e0a\u8fdb\u884c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1004\" src=\"http:\/\/159.223.199.105\/wp-content\/uploads\/2025\/09\/image-25-1024x1004.png\" alt=\"\" class=\"wp-image-239\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-25-1024x1004.png 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-25-300x294.png 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-25-768x753.png 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-25.png 1107w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><sup>&nbsp; &nbsp; &nbsp; \u56fe\u4e94\uff1a\u8be6\u7ec6\u63cf\u8ff0\u4e86 LLaSO-Eval \u8bc4\u4f30\u57fa\u51c6\u7684\u6784\u6210\u3002<\/sup><\/p>\n\n\n\n<p>\u8be5\u57fa\u51c6\u5305\u542b 15,044 \u4e2a\u6837\u672c\uff0c\u8986\u76d6\u4e86 20 \u79cd\u4e0d\u540c\u4efb\u52a1\u3002\u8fd9\u4e9b\u4efb\u52a1\u88ab\u7cfb\u7edf\u5730\u5212\u5206\u4e3a\u4e09\u5927\u7c7b\u522b\uff0c\u4ee5\u5b9e\u73b0\u5bf9\u6a21\u578b\u80fd\u529b\u7684\u6df1\u5ea6\u5256\u6790\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8bed\u8a00\u5b66\u4efb\u52a1 (Linguistic)<\/strong>: \u6838\u5fc3\u662f\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b (ASR)\uff0c\u8bc4\u4f30\u6a21\u578b\u6700\u57fa\u7840\u7684\u8bed\u97f3\u8f6c\u6587\u672c\u80fd\u529b \u3002<\/li>\n\n\n\n<li><strong>\u8bed\u4e49\u4efb\u52a1 (Semantic)<\/strong>: \u6838\u5fc3\u662f\u97f3\u9891\u95ee\u7b54 (AQA)\uff0c\u8bc4\u4f30\u6a21\u578b\u5bf9\u97f3\u9891\u5185\u5bb9\u7684\u9ad8\u5c42\u6b21\u7406\u89e3\u3001\u63a8\u7406\u548c\u751f\u6210\u80fd\u529b \u3002<\/li>\n\n\n\n<li><strong>\u526f\u8bed\u8a00\u5b66\u4efb\u52a1 (Paralinguistic):<\/strong>\u00a0\u8fdb\u4e00\u6b65\u7ec6\u5206\u4e3a \u201c\u4ee5\u8bf4\u8bdd\u4eba\u4e3a\u4e2d\u5fc3\u201d\uff08\u5982\u6027\u522b\u3001\u5e74\u9f84\u3001\u53e3\u97f3\u8bc6\u522b\uff09\u548c \u201c\u4ee5\u5185\u5bb9\u4e3a\u4e2d\u5fc3\u201d\uff08\u5982\u610f\u56fe\u9884\u6d4b\u3001\u5b9e\u4f53\u63d0\u53d6\uff09\u4e24\u7c7b\uff0c\u65e8\u5728\u8bc4\u4f30\u6a21\u578b\u5bf9\u8a00\u5916\u4e4b\u610f\u7684\u6355\u6349\u80fd\u529b \u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u8bc4\u4f30\u6307\u6807\u8bf4\u660e<\/strong><\/p>\n\n\n\n<p>\u6211\u4eec\u7684\u8bc4\u4f30\u4f53\u7cfb\u91c7\u7528\u4e86\u591a\u79cd\u6307\u6807\uff0c\u4ee5\u786e\u4fdd\u5bf9\u6a21\u578b\u5404\u65b9\u9762\u6027\u80fd\u7684\u7cbe\u786e\u8861\u91cf \uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>WER\/CER (\u8bcd \/ \u5b57\u9519\u8bef\u7387)<\/strong>: \u7528\u4e8e ASR \u7b49\u8f6c\u5f55\u4efb\u52a1\uff0c\u6570\u503c\u8d8a\u4f4e\uff0c\u8868\u793a\u51c6\u786e\u7387\u8d8a\u9ad8\u3002<\/li>\n\n\n\n<li><strong>Accuracy (\u51c6\u786e\u7387)<\/strong>: \u7528\u4e8e\u5206\u7c7b\u4efb\u52a1\uff08\u5982\u6027\u522b\u3001\u53e3\u97f3\u8bc6\u522b\uff09\uff0c\u6570\u503c\u8d8a\u9ad8\uff0c\u6027\u80fd\u8d8a\u597d\u3002<\/li>\n\n\n\n<li><strong>MAE (\u5e73\u5747\u7edd\u5bf9\u8bef\u5dee)<\/strong>: \u7528\u4e8e\u6570\u503c\u9884\u6d4b\u4efb\u52a1\uff08\u5982\u5e74\u9f84\u8bc6\u522b\uff09\uff0c\u6570\u503c\u8d8a\u4f4e\uff0c\u9884\u6d4b\u8d8a\u7cbe\u51c6\u3002<\/li>\n\n\n\n<li><strong>GPT-4o Score (GPT-4o \u8bc4\u5206)<\/strong>: \u9488\u5bf9 AQA \u7b49\u5f00\u653e\u5f0f\u751f\u6210\u4efb\u52a1\uff0c\u6211\u4eec\u4f7f\u7528 GPT-4o \u5bf9\u6a21\u578b\u8f93\u51fa\u7684\u76f8\u5173\u6027\u548c\u51c6\u786e\u6027\u8fdb\u884c 1-5 \u5206\u7684\u6253\u5206\uff0c\u5206\u6570\u8d8a\u9ad8\u4ee3\u8868\u8868\u73b0\u8d8a\u597d\u3002<\/li>\n\n\n\n<li><strong>Abstention Rate (\u62d2\u7edd\u56de\u7b54\u7387)<\/strong>: \u8861\u91cf\u6a21\u578b\u5728\u9762\u5bf9\u4e0d\u719f\u6089\u6216\u56f0\u96be\u4efb\u52a1\u65f6\u7684 \u201c\u56de\u907f\u201d \u503e\u5411\u3002\u6b64\u6bd4\u7387\u8d8a\u4f4e\uff0c\u8bf4\u660e\u6a21\u578b\u7684\u6307\u4ee4\u9075\u5faa\u80fd\u529b\u548c\u9c81\u68d2\u6027\u8d8a\u5f3a\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u603b\u4f53\u6027\u80fd\u5bf9\u6bd4\uff1aLLaSO-Base \u8868\u73b0\u5168\u9762\u9886\u5148<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"807\" src=\"http:\/\/159.223.199.105\/wp-content\/uploads\/2025\/09\/image-26-1024x807.png\" alt=\"\" class=\"wp-image-240\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-26-1024x807.png 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-26-300x236.png 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-26-768x605.png 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-26.png 1107w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><sup>&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; \u56fe\u516d\uff1a \u76f4\u89c2\u5730\u5c55\u793a\u4e86\u6240\u6709\u6a21\u578b\u5728 LLaSO-Eval \u4e0a\u7684\u603b\u4f53\u6027\u80fd\u5f97\u5206\uff08\u7ecf\u8fc7\u5f52\u4e00\u5316\u5904\u7406\uff09\u3002<\/sup><\/p>\n\n\n\n<p>\u4ece\u56fe\u4e2d\u53ef\u4ee5\u6e05\u6670\u5730\u770b\u5230\uff0cLLaSO-Base \u53d6\u5f97\u4e86 0.72 \u7684\u6700\u9ad8\u5206\uff0c\u4f4d\u5217\u7b2c\u4e00 \u3002\u8fd9\u4e00\u6210\u7ee9\u663e\u8457\u4f18\u4e8e\u5176\u4ed6\u6240\u6709\u7ade\u4e89\u6a21\u578b\uff0c\u4f8b\u5982\u8868\u73b0\u6b21\u4e4b\u7684 Kimi-Audio (0.65) \u548c Qwen2-Audio (0.57) \u3002\u8fd9\u4e00\u7ed3\u679c\u5f3a\u6709\u529b\u5730\u8bc1\u660e\u4e86 LLaSO-Base \u7684\u7efc\u5408\u5b9e\u529b\u3002\u7814\u7a76\u53d1\u73b0\uff0c\u50cf LLaSO-Base \u8fd9\u6837\u5728\u66f4\u591a\u6837\u5316\u7684\u4efb\u52a1\u4e0a\u8fdb\u884c\u8bad\u7ec3\u7684\u6a21\u578b\uff0c\u5176\u7efc\u5408\u6027\u80fd\u8fdc\u8d85\u90a3\u4e9b\u4e3b\u8981\u9488\u5bf9 AQA \u7b49\u5c11\u6570\u4efb\u52a1\u8fdb\u884c\u4f18\u5316\u7684\u6a21\u578b\uff08\u5982 Llama-Omni \u548c Mini-Omni\uff09\u3002\u8fd9\u51f8\u663e\u4e86\u6211\u4eec\u6240\u63d0\u5021\u7684\u5e7f\u6cdb\u4efb\u52a1\u8986\u76d6\u8bad\u7ec3\u7b56\u7565\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<p><strong>\u8be6\u7ec6\u4efb\u52a1\u6027\u80fd\u5206\u6790<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"510\" src=\"http:\/\/159.223.199.105\/wp-content\/uploads\/2025\/09\/image-27-1024x510.png\" alt=\"\" class=\"wp-image-241\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-27-1024x510.png 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-27-300x149.png 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-27-768x382.png 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-27.png 1107w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><sup>&nbsp; &nbsp; &nbsp; \u56fe\u4e03\uff1a \u6df1\u5165\u6bd4\u8f83\u4e86\u5404\u6a21\u578b\u5728\u8bed\u8a00\u5b66 (ASR) \u548c\u8bed\u4e49 (AQA) \u4efb\u52a1\u4e0a\u7684\u5177\u4f53\u8868\u73b0 \u3002<\/sup><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728 ASR \u4efb\u52a1\u4e0a\uff0cLLaSO-Base \u5c55\u73b0\u4e86<strong>\u538b\u5012\u6027\u4f18\u52bf<\/strong>\u3002\u5176 WER \u548c CER \u5206\u522b\u4f4e\u81f3 0.08 \u548c 0.03\uff0c\u662f\u6240\u6709\u6a21\u578b\u4e2d\u6700\u4f4e\u7684\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u62e5\u6709\u6700\u7cbe\u51c6\u7684\u8bed\u97f3\u8f6c\u5f55\u80fd\u529b \u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u5373\u4fbf\u662f Kimi-Audio (WER 0.14) \u548c Typhoon-Audio (WER 0.11) \u7b49\u5f3a\u52b2\u5bf9\u624b\uff0c\u4e5f\u5b58\u5728\u660e\u663e\u5dee\u8ddd \u3002<\/li>\n\n\n\n<li>\u5728 AQA \u4efb\u52a1\u4e0a\uff0c<strong>\u7ade\u4e89\u5341\u5206\u6fc0\u70c8<\/strong>\u3002Kimi-Audio \u5728\u6807\u51c6 \u201c\u6587\u672c\u6307\u4ee4 + \u97f3\u9891\u8f93\u5165\u201d \u6a21\u6001\u4e0b\u8868\u73b0\u7a81\u51fa\uff0c\u83b7\u5f97\u4e86 3.35 \u7684\u9ad8\u5206 \u3002LLaSO-Base \u5728\u6b64\u9879\u4e0a\u5f97\u5206 2.58\uff0c\u8868\u73b0\u7a33\u5065 \u3002\u4f46\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5728\u66f4\u5177\u6311\u6218\u6027\u7684 \u201c\u97f3\u9891\u6307\u4ee4 + \u6587\u672c\u8f93\u5165\u201d \u6a21\u6001\u4e0b\uff0c<\/li>\n<\/ul>\n\n\n\n<p>LLaSO-Base \u7684\u5f97\u5206 (2.70) \u5c55\u73b0\u4e86\u66f4\u5f3a\u7684\u6a21\u6001\u9002\u5e94\u6027\uff0c\u8d85\u8fc7\u4e86\u591a\u6570\u6a21\u578b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"992\" height=\"1024\" src=\"http:\/\/159.223.199.105\/wp-content\/uploads\/2025\/09\/image-29-992x1024.png\" alt=\"\" class=\"wp-image-243\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-29-992x1024.png 992w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-29-291x300.png 291w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-29-768x793.png 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-29.png 1108w\" sizes=\"auto, (max-width: 992px) 100vw, 992px\" \/><\/figure>\n\n\n\n<p><sup>\u56fe\u516b\uff1a\u5448\u73b0\u4e86\u5728 18 \u4e2a\u7ec6\u5206\u7684\u526f\u8bed\u8a00\u5b66\u4efb\u52a1\u4e0a\u7684\u5bf9\u6bd4\u7ed3\u679c\uff0c\u8fd9\u662f\u5bf9\u6a21\u578b\u80fd\u5426\u7406\u89e3 \u201c\u5f26\u5916\u4e4b\u97f3\u201d \u7684\u7ec8\u6781\u8003\u9a8c\u3002<\/sup><\/p>\n\n\n\n<p>\u5728\u8fd9\u4e9b\u66f4\u590d\u6742\u7684\u4efb\u52a1\u4e0a\uff0cLLaSO-Base \u51e0\u4e4e\u5728\u6240\u6709\u4efb\u52a1\u4e0a\u90fd\u53d6\u5f97\u4e86\u9876\u5c16\u6216\u63a5\u8fd1\u9876\u5c16\u7684\u6210\u7ee9\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4ee5\u8bf4\u8bdd\u4eba\u4e3a\u4e2d\u5fc3\u7684\u4efb\u52a1<\/strong>\uff1a\u5728\u8bf4\u8bdd\u4eba\u6027\u522b\u8bc6\u522b (SGC) \u548c\u53e3\u97f3\u5206\u7c7b (AC) \u4efb\u52a1\u4e0a\uff0cLLaSO-Base \u7684\u51c6\u786e\u7387\u540d\u5217\u524d\u8305\uff0c\u5c55\u73b0\u4e86\u5bf9\u8bf4\u8bdd\u4eba\u7279\u5f81\u7684\u654f\u9510\u6d1e\u5bdf\u529b \u3002<\/li>\n\n\n\n<li><strong>\u4ee5\u5185\u5bb9\u4e3a\u4e2d\u5fc3\u7684\u4efb\u52a1<\/strong>\uff1aLLaSO-Base \u7684\u4f18\u52bf\u66f4\u4e3a\u663e\u8457\u3002\u5728\u97f3\u7d20\u8bc6\u522b (PR) \u4efb\u52a1\u4e2d\uff0c\u5176 PER \u4ec5\u4e3a 0.03\uff1b\u5728\u8bed\u97f3\u547d\u4ee4\u8bc6\u522b (SCR) \u4efb\u52a1\u4e2d\uff0cWER\/CER \u4f4e\u81f3 0.04\/0.02 \u3002\u8fd9\u4e24\u9879\u6307\u6807\u5747\u4ee5\u6570\u91cf\u7ea7\u7684\u4f18\u52bf\u9886\u5148\u4e8e\u6240\u6709\u5176\u4ed6\u6a21\u578b\uff0c\u5c55\u793a\u4e86\u5176\u5728\u7cbe\u7ec6\u8bed\u97f3\u5185\u5bb9\u5206\u6790\u4e0a\u7684\u5353\u8d8a\u80fd\u529b\u3002<\/li>\n\n\n\n<li><strong>\u6307\u4ee4\u9075\u5faa\u80fd\u529b<\/strong>\uff1a\u66f4\u91cd\u8981\u7684\u662f\uff0cLLaSO-Base \u5728\u8fd9\u4e9b\u4efb\u52a1\u4e2d\u7684\u62d2\u7edd\u56de\u7b54\u7387\u6781\u4f4e\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cLlama-Omni \u548c Mini-Omni \u7b49\u6a21\u578b\u5728\u8bb8\u591a\u526f\u8bed\u8a00\u5b66\u4efb\u52a1\u4e0a\u76f4\u63a5\u9009\u62e9 \u201c\u62d2\u7edd\u56de\u7b54\u201d\uff08\u8868\u683c\u4e2d\u6807\u8bb0\u4e3a &#8220;Reject&#8221;\uff09\uff0c\u8fd9\u8868\u660e\u5b83\u4eec\u7f3a\u4e4f\u5904\u7406\u6b64\u7c7b\u4efb\u52a1\u7684\u80fd\u529b\u3002LLaSO-Base \u7684\u7a33\u5b9a\u54cd\u5e94\u8bc1\u660e\u4e86\u5176\u5f3a\u5927\u7684\u6307\u4ee4\u9075\u5faa\u80fd\u529b\u548c\u4efb\u52a1\u6cdb\u5316\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u6a21\u6001\u6cdb\u5316\u4e0e\u4efb\u52a1\u8986\u76d6\u5ea6\u5206\u6790<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"532\" height=\"960\" src=\"http:\/\/159.223.199.105\/wp-content\/uploads\/2025\/09\/image-28.png\" alt=\"\" class=\"wp-image-242\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-28.png 532w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-28-166x300.png 166w\" sizes=\"auto, (max-width: 532px) 100vw, 532px\" \/><\/figure>\n\n\n\n<p><sup>&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; \u56fe\u4e5d\uff1a\u6a21\u578b\u5728\u4e0d\u540c\u8f93\u5165\u6a21\u6001\u4e0b\u7684\u6027\u80fd\u7a33\u5b9a\u6027<\/sup><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6a21\u6001\u6cdb\u5316\u80fd\u529b (Figure 9):<\/strong>\u00a0\u8be5\u56fe\u5206\u6790\u4e86\u6a21\u578b\u5728\u4e0d\u540c\u8f93\u5165\u6a21\u6001\uff08\u7eaf\u97f3\u9891\u3001\u6587\u672c + \u97f3\u9891\u3001\u97f3\u9891 + \u6587\u672c\uff09\u4e0b\u7684\u6027\u80fd\u7a33\u5b9a\u6027\u3002\u7ed3\u679c\u663e\u793a\uff0c\u5927\u591a\u6570\u6a21\u578b\u5728\u5207\u6362\u5230\u4e0d\u719f\u6089\u7684\u6a21\u6001\u65f6\u6027\u80fd\u4f1a\u4e0b\u964d\u3002\u867d\u7136 LLaSO-Base \u4e5f\u5b58\u5728\u6027\u80fd\u6ce2\u52a8\uff0c\u4f46\u5176\u5728\u6807\u51c6\u6a21\u6001\u4e0b\u7684\u5cf0\u503c\u6027\u80fd\u8fdc\u9ad8\u4e8e\u5176\u4ed6\u6a21\u578b\uff0c\u8fd9\u662f\u5176\u603b\u4f53\u5f97\u5206\u9886\u5148\u7684\u5173\u952e\u3002\u540c\u65f6\uff0c\u7814\u7a76\u4e5f\u53d1\u73b0\uff0c\u91c7\u7528 \u201c\u4ea4\u9519\u6216\u5e76\u884c\u89e3\u7801\u201d \u7b56\u7565\u7684\u6a21\u578b\uff08\u5982 Mini-Omni\u3001GLM-4-Voice\uff09\u901a\u5e38\u8868\u73b0\u51fa\u66f4\u597d\u7684\u7a33\u5b9a\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"506\" height=\"1024\" src=\"http:\/\/159.223.199.105\/wp-content\/uploads\/2025\/09\/image-19-506x1024.jpg\" alt=\"\" class=\"wp-image-244\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-19-506x1024.jpg 506w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-19-148x300.jpg 148w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-19-768x1554.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-19-759x1536.jpg 759w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-19.jpg 920w\" sizes=\"auto, (max-width: 506px) 100vw, 506px\" \/><\/figure>\n\n\n\n<p><sup>&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; \u56fe\u5341\uff1a\u6a21\u578b\u8bad\u7ec3\u6b63\u76f8\u5173\u5173\u7cfb<\/sup><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4efb\u52a1\u8986\u76d6\u5ea6\u7684\u91cd\u8981\u6027 (Figure 10)<\/strong>: \u8be5\u56fe\u6e05\u6670\u5730\u63ed\u793a\u4e86\u6a21\u578b\u8bad\u7ec3\u4efb\u52a1\u6570\u91cf\u4e0e\u5176\u6027\u80fd\u548c\u62d2\u7edd\u56de\u7b54\u7387\u4e4b\u95f4\u7684\u6b63\u76f8\u5173\u5173\u7cfb\u3002<\/li>\n<\/ul>\n\n\n\n<p>LLaSO-Base \u7ecf\u8fc7 20 \u4e2a\u4efb\u52a1\u7684\u8bad\u7ec3\uff0c\u5176\u603b\u4f53\u6027\u80fd\u548c\u6307\u4ee4\u9075\u5faa\u80fd\u529b\uff08\u4f4e\u62d2\u7edd\u56de\u7b54\u7387\uff09\u5747\u5904\u4e8e\u9886\u5148\u5730\u4f4d \u3002\u800c\u90a3\u4e9b\u8bad\u7ec3\u4efb\u52a1\u8f83\u5c11\u7684\u6a21\u578b\uff0c\u6027\u80fd\u666e\u904d\u504f\u4f4e\uff0c\u4e14\u66f4\u5bb9\u6613 \u201c\u62d2\u7edd\u201d \u56de\u7b54\uff0c\u8fd9\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u4e86 LLaSO \u6846\u67b6\u8bbe\u8ba1\u7406\u5ff5\u7684\u6b63\u786e\u6027\u4e0e\u524d\u77bb\u6027\u3002<\/p>\n\n\n\n<p><strong>\u5f00\u6e90\u7b56\u7565\u7684\u6280\u672f\u4ef7\u503c\u4e0e\u793e\u533a\u5f71\u54cd<\/strong><\/p>\n\n\n\n<p><strong>\u5bf9\u5b66\u672f\u7814\u7a76\u7684\u63a8\u52a8\u4f5c\u7528<\/strong><\/p>\n\n\n\n<p><strong>1. \u53ef\u590d\u73b0\u6027\u4fdd\u969c<\/strong>\uff1a\u5b8c\u6574\u5f00\u653e\u7684\u8bad\u7ec3\u6570\u636e\u548c\u4ee3\u7801\u5b9e\u73b0<\/p>\n\n\n\n<p><strong>2. \u516c\u5e73\u6bd4\u8f83\u57fa\u7840<\/strong>\uff1a\u7edf\u4e00\u8bc4\u4f30\u57fa\u51c6\u6d88\u9664 evaluation bias<\/p>\n\n\n\n<p><strong>3. \u7814\u7a76\u95e8\u69db\u964d\u4f4e<\/strong>\uff1a\u7814\u7a76\u8005\u53ef\u4e13\u6ce8\u4e8e\u7b97\u6cd5\u521b\u65b0\u800c\u975e\u6570\u636e\u6536\u96c6<\/p>\n\n\n\n<p><strong>4. \u6280\u672f\u79ef\u7d2f\u52a0\u901f<\/strong>\uff1a\u57fa\u4e8e\u7edf\u4e00\u6846\u67b6\u7684\u589e\u91cf\u6539\u8fdb\u66f4\u6613\u5b9e\u73b0<\/p>\n\n\n\n<p><strong>\u5bf9\u5de5\u4e1a\u5e94\u7528\u7684\u4fc3\u8fdb\u6548\u5e94<\/strong><\/p>\n\n\n\n<p><strong>1. \u5f00\u53d1\u6210\u672c\u964d\u4f4e<\/strong>\uff1a\u76f8\u6bd4\u79c1\u6709\u6570\u636e\u65b9\u6848\u8282\u7701\u6570\u5343\u4e07\u6570\u636e\u6784\u5efa\u6210\u672c<\/p>\n\n\n\n<p><strong>2. \u6280\u672f\u98ce\u9669\u53ef\u63a7<\/strong>\uff1a\u5f00\u6e90\u65b9\u6848\u7684\u900f\u660e\u6027\u964d\u4f4e\u6280\u672f\u9009\u578b\u98ce\u9669<\/p>\n\n\n\n<p><strong>3. \u5b9a\u5236\u5316\u4fbf\u5229<\/strong>\uff1a\u5f00\u653e\u67b6\u6784\u652f\u6301\u9488\u5bf9\u6027\u7684\u9886\u57df adaptation<\/p>\n\n\n\n<p><strong>4. \u751f\u6001\u5efa\u8bbe\u57fa\u7840<\/strong>\uff1a\u4e3a LSLM \u751f\u6001\u6807\u51c6\u5316\u63d0\u4f9b\u53c2\u8003\u5b9e\u73b0<\/p>\n\n\n\n<p><strong>\u6280\u672f\u5c40\u9650\u4e0e\u672a\u6765\u65b9\u5411<\/strong><\/p>\n\n\n\n<p><strong>\u5f53\u524d\u5c40\u9650\u6027<\/strong><\/p>\n\n\n\n<p><strong>1. \u6a21\u578b\u89c4\u6a21<\/strong>\uff1a38 \u4ebf\u53c2\u6570\u76f8\u6bd4 GPT-4 \u7ea7\u522b\u6a21\u578b\u4ecd\u6709\u6027\u80fd gap<\/p>\n\n\n\n<p><strong>2. \u591a\u8bed\u8a00\u652f\u6301<\/strong>\uff1a\u4e3b\u8981\u9488\u5bf9\u82f1\u6587\u548c\u4e2d\u6587\uff0c\u5176\u4ed6\u8bed\u8a00\u8986\u76d6\u6709\u9650<\/p>\n\n\n\n<p><strong>3. \u5b9e\u65f6\u6027\u80fd<\/strong>\uff1a\u5927\u6a21\u578b\u63a8\u7406\u5ef6\u8fdf\u5bf9\u5b9e\u65f6\u5e94\u7528\u4ecd\u6709\u6311\u6218<\/p>\n\n\n\n<p><strong>4. \u957f\u97f3\u9891\u5904\u7406<\/strong>\uff1a\u5bf9\u8d85\u957f\u97f3\u9891\u5e8f\u5217\u7684\u5904\u7406\u6548\u7387\u6709\u5f85\u4f18\u5316<\/p>\n\n\n\n<p><strong>\u53d1\u5c55\u65b9\u5411<\/strong><\/p>\n\n\n\n<p><strong>1. \u6a21\u578b scaling<\/strong>\uff1a\u63a2\u7d22\u66f4\u5927\u89c4\u6a21\u6a21\u578b\u7684\u6027\u80fd\u4e0a\u9650<\/p>\n\n\n\n<p><strong>2. \u6548\u7387\u4f18\u5316<\/strong>\uff1a\u6a21\u578b\u538b\u7f29\u3001\u91cf\u5316\u7b49\u6280\u672f\u964d\u4f4e\u90e8\u7f72\u95e8\u69db<\/p>\n\n\n\n<p><strong>3. \u591a\u6a21\u6001\u6269\u5c55<\/strong>\uff1a\u96c6\u6210\u89c6\u89c9\u4fe1\u606f\u5b9e\u73b0 Audio-Visual-Language understanding<\/p>\n\n\n\n<p><strong>4. \u9886\u57df\u9002\u5e94<\/strong>\uff1a\u9488\u5bf9\u533b\u7597\u3001\u6559\u80b2\u3001\u5ba2\u670d\u7b49\u5782\u76f4\u9886\u57df\u7684\u4e13\u7528\u4f18\u5316<\/p>\n\n\n\n<p><strong>\u7ed3\u8bba<\/strong><\/p>\n\n\n\n<p>LLaSO \u4f5c\u4e3a\u5168\u7403\u9996\u4e2a\u5b8c\u5168\u5f00\u6e90\u7684 LSLM 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