{"id":29037,"date":"2025-12-01T19:46:00","date_gmt":"2025-12-01T11:46:00","guid":{"rendered":"http:\/\/139.9.1.231\/?p=29037"},"modified":"2025-12-01T16:46:45","modified_gmt":"2025-12-01T08:46:45","slug":"qwen3-omni","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2025\/12\/01\/qwen3-omni\/","title":{"rendered":"Qwen3-Omni \uff1a\u539f\u751f\u7aef\u5230\u7aef\u7684\u591a\u8bed\u8a00\u5168\u6a21\u6001\u5927\u6a21\u578b"},"content":{"rendered":"\n<p>&nbsp;<strong>Qwen3-Omni<\/strong>&nbsp;\uff0c\u8fd9\u662f\u4e00\u4e2a\u539f\u751f\u7aef\u5230\u7aef\u7684\u591a\u8bed\u8a00\u5168\u6a21\u6001\u57fa\u7840\u6a21\u578b\u3002\u5b83\u65e8\u5728\u5904\u7406\u5305\u62ec\u6587\u672c\u3001\u56fe\u50cf\u3001\u97f3\u9891\u548c\u89c6\u9891\u5728\u5185\u7684\u5404\u79cd\u8f93\u5165\uff0c\u540c\u65f6\u63d0\u4f9b\u6587\u672c\u548c\u81ea\u7136\u8bed\u97f3\u7684\u5b9e\u65f6\u6d41\u5f0f\u54cd\u5e94\u3002<\/p>\n\n\n\n<p class=\"has-text-align-center\">\ud83d\udc9c&nbsp;<a href=\"https:\/\/chat.qwen.ai\/\"><strong>Qwen Chat<\/strong><\/a>&nbsp;&nbsp; | &nbsp;&nbsp;\ud83e\udd17&nbsp;<a href=\"https:\/\/huggingface.co\/collections\/Qwen\/qwen3-omni-68d100a86cd0906843ceccbe\">Hugging Face<\/a>&nbsp;&nbsp; | &nbsp;&nbsp;\ud83e\udd16&nbsp;<a href=\"https:\/\/modelscope.cn\/collections\/Qwen3-Omni-867aef131e7d4f\">ModelScope<\/a>&nbsp;&nbsp; | &nbsp;&nbsp;\ud83d\udcd1&nbsp;<a href=\"https:\/\/qwen.ai\/blog?id=65f766fc2dcba7905c1cb69cc4cab90e94126bf4&amp;from=research.latest-advancements-list\">Blog<\/a>&nbsp;&nbsp; | &nbsp;&nbsp;\ud83d\udcda&nbsp;<a href=\"https:\/\/github.com\/QwenLM\/Qwen3-Omni\/tree\/main\/cookbooks\">Cookbooks<\/a>&nbsp;&nbsp; | &nbsp;&nbsp;\ud83d\udcd1&nbsp;<a href=\"https:\/\/arxiv.org\/pdf\/2509.17765\">Paper<\/a>&nbsp;&nbsp;<br>\ud83d\udda5\ufe0f&nbsp;<a href=\"https:\/\/huggingface.co\/spaces\/Qwen\/Qwen3-Omni-Demo\">Hugging Face Demo<\/a>&nbsp;&nbsp; | &nbsp;&nbsp; \ud83d\udda5\ufe0f&nbsp;<a href=\"https:\/\/modelscope.cn\/studios\/Qwen\/Qwen3-Omni-Demo\">ModelScope Demo<\/a>&nbsp;&nbsp; | &nbsp;&nbsp;\ud83d\udcac&nbsp;<a href=\"https:\/\/github.com\/QwenLM\/Qwen\/blob\/main\/assets\/wechat.png\">WeChat (\u5fae\u4fe1)<\/a>&nbsp;&nbsp; | &nbsp;&nbsp;\ud83e\udee8&nbsp;<a href=\"https:\/\/discord.gg\/CV4E9rpNSD\">Discord<\/a>&nbsp;&nbsp; | &nbsp;&nbsp;\ud83d\udcd1&nbsp;<a href=\"https:\/\/help.aliyun.com\/zh\/model-studio\/user-guide\/qwen-omni\">API<\/a><\/p>\n\n\n\n<p class=\"has-light-gray-background-color has-background\"><strong>\u4e3b\u8981\u7279\u70b9\uff1a<\/strong><\/p>\n\n\n\n<ul><li><strong>\u539f\u751f\u5168\u6a21\u6001<\/strong>\uff1aQwen3-Omni\u662f<strong>\u539f\u751f\u5168\u6a21\u6001\u5927\u6a21\u578b\uff0c\u9884\u8bad\u7ec3\u5168\u6a21\u6001\u4e0d\u964d\u667a<\/strong>\u3002<\/li><li><strong>\u5f3a\u5927\u7684\u6027\u80fd<\/strong>\uff1aQwen3-Omni\u5728<strong>36\u9879\u97f3\u9891\u53ca\u97f3\u89c6\u9891\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u65a9\u83b732\u9879\u5f00\u6e90SOTA\u4e0e22\u9879\u603b\u4f53SOTA<\/strong>\uff0c<strong>\u8d85\u8d8a<\/strong>Gemini-2.5-Pro\u3001<strong>Seed-ASR<\/strong>\u3001GPT-4o-Transcribe\u7b49<strong>\u95ed\u6e90\u5f3a\u6a21\u578b<\/strong>\uff0c\u540c\u65f6\u5176\u56fe\u50cf\u548c\u6587\u672c\u6027\u80fd\u4e5f\u5728\u540c\u5c3a\u5bf8\u6a21\u578b\u4e2d\u8fbe\u5230SOTA\u6c34\u5e73\u3002<\/li><li><strong>\u591a\u8bed\u8a00<\/strong>\uff1a<strong>Qwen3-Omni\u652f\u6301119\u79cd\u6587\u672c\u8bed\u8a00\u4ea4\u4e92\u300119\u79cd\u8bed\u97f3\u7406\u89e3\u8bed\u8a00\u4e0e10\u79cd\u8bed\u97f3\u751f\u6210\u8bed\u8a00<\/strong>\u3002<\/li><li><strong>\u66f4\u5feb\u54cd\u5e94<\/strong>\uff1a<strong>Qwen3-Omni\u7eaf\u6a21\u578b\u7aef\u5230\u7aef\u97f3\u9891\u5bf9\u8bdd\u5ef6\u8fdf\u4f4e\u81f3211ms\uff0c\u89c6\u9891\u5bf9\u8bdd\u5ef6\u8fdf\u4f4e\u81f3507ms\u3002<\/strong><\/li><li><strong>\u957f\u97f3\u9891<\/strong>\uff1a<strong>Qwen3-Omni\u652f\u6301\u957f\u8fbe30\u5206\u949f\u97f3\u9891\u7406\u89e3<\/strong>\u3002<\/li><li><strong>\u4e2a\u6027\u5316<\/strong>\uff1aQwen3-Omni\u652f\u6301system prompt\u968f\u610f\u5b9a\u5236\uff0c\u53ef\u4ee5\u4fee\u6539\u56de\u590d\u98ce\u683c\uff0c\u4eba\u8bbe\u7b49\u3002<\/li><li><strong>\u5de5\u5177\u8c03\u7528<\/strong>\uff1aQwen3-Omni\u652f\u6301function call\uff0c\u5b9e\u73b0\u4e0e\u5916\u90e8\u5de5\u5177\/\u670d\u52a1\u7684\u9ad8\u6548\u96c6\u6210\u3002<\/li><li><strong>\u5f00\u6e90\u901a\u7528\u97f3\u9891Captioner<\/strong>\uff1a<strong>\u5f00\u6e90Qwen3-Omni-30B-A3B-Captioner\uff0c\u4f4e\u5e7b\u89c9\u4e14\u975e\u5e38\u8be6\u7ec6\u7684\u901a\u7528\u97f3\u9891caption\u6a21\u578b\uff0c\u586b\u8865\u5f00\u6e90\u793e\u533a\u7a7a\u767d\u3002<\/strong><\/li><\/ul>\n\n\n\n<p class=\"has-light-gray-background-color has-background\"><strong>\u6a21\u578b\u67b6\u6784<\/strong>\uff1a<\/p>\n\n\n\n<p>Qwen3-Omni\u91c7\u7528Thinker-Talker\u67b6\u6784\uff1aThinker\u8d1f\u8d23\u6587\u672c\u751f\u6210\uff0cTalker\u4e13\u6ce8\u4e8e\u6d41\u5f0f\u8bed\u97f3Token\u751f\u6210\uff0c\u76f4\u63a5\u63a5\u6536\u6765\u81eaThinker\u7684\u9ad8\u5c42\u8bed\u4e49\u8868\u5f81\u3002\u4e3a\u5b9e\u73b0\u8d85\u4f4e\u5ef6\u8fdf\u6d41\u5f0f\u751f\u6210\uff0cTalker\u901a\u8fc7\u81ea\u56de\u5f52\u65b9\u5f0f\u9884\u6d4b\u591a\u7801\u672c\u5e8f\u5217\uff1a\u5728\u6bcf\u4e00\u6b65\u89e3\u7801\u4e2d\uff0cMTP\u6a21\u5757\u8f93\u51fa\u5f53\u524d\u5e27\u7684\u6b8b\u5dee\u7801\u672c\uff0c\u968f\u540eCode2Wav\u5408\u6210\u5bf9\u5e94\u6ce2\u5f62\uff0c\u5b9e\u73b0\u9010\u5e27\u6d41\u5f0f\u751f\u6210\u3002<\/p>\n\n\n\n<ul><li><strong>\u521b\u65b0\u67b6\u6784\u8bbe\u8ba1<\/strong>AuT\uff1a\u97f3\u9891\u7f16\u7801\u5668\u91c7\u7528\u57fa\u4e8e2000\u4e07\u5c0f\u65f6\u97f3\u9891\u6570\u636e\u8bad\u7ec3\u7684AuT\u6a21\u578b\uff0c\u5177\u5907\u6781\u5f3a\u7684\u901a\u7528\u97f3\u9891\u8868\u5f81\u80fd\u529b\u3002MoE\uff1aThinker\u4e0eTalker\u5747\u91c7\u7528MoE\u67b6\u6784\uff0c\u652f\u6301\u9ad8\u5e76\u53d1\u4e0e\u5feb\u901f\u63a8\u7406\u3002\u591a\u7801\u672c\u6280\u672f\uff1aTalker\u91c7\u7528\u591a\u7801\u672c\u81ea\u56de\u5f52\u65b9\u6848\u2014\u2014\u6bcf\u6b65\u751f\u6210\u4e00\u4e2a\u7f16\u89e3\u7801\u5e27\uff0cMTP\u6a21\u5757\u540c\u6b65\u8f93\u51fa\u5269\u4f59\u6b8b\u5dee\u7801\u672c\u3002<\/li><li><strong>\u5168\u6a21\u6001\u4e0d\u964d\u667a<\/strong>\u5728\u6587\u672c\u9884\u8bad\u7ec3\u65e9\u671f\u6df7\u5408\u5355\u6a21\u6001\u4e0e\u8de8\u6a21\u6001\u6570\u636e\uff0c\u53ef\u5b9e\u73b0\u5404\u6a21\u6001\u6df7\u8bad\u6027\u80fd\u76f8\u6bd4\u7eaf\u5355\u6a21\u6001\u8bad\u7ec3\u6027\u80fd\u4e0d\u4e0b\u964d\uff0c\u540c\u65f6\u663e\u8457\u589e\u5f3a\u8de8\u6a21\u6001\u80fd\u529b\u3002<\/li><li><strong>\u5353\u8d8a\u7684\u8bed\u97f3\u5bf9\u8bdd\u4e0e\u6307\u4ee4\u8ddf\u968f\u80fd\u529b<\/strong>Qwen3-Omni\u5728\u8bed\u97f3\u8bc6\u522b\u4e0e\u6307\u4ee4\u8ddf\u968f\u4efb\u52a1\u4e2d\u8fbe\u5230Gemini-2.5-Pro\u76f8\u540c\u6c34\u5e73\u3002<\/li><li><strong>\u5b9e\u65f6\u97f3\u9891\u548c\u97f3\u89c6\u9891\u4ea4\u4e92<\/strong>AuT\uff0cThinker, Talker + Code2wav\u5168\u6d41\u7a0b\u5168\u6d41\u5f0f\uff0c\u652f\u6301\u9996\u5e27token\u76f4\u63a5\u6d41\u5f0f\u89e3\u7801\u4e3a\u97f3\u9891\u8f93\u51fa\u3002<\/li><\/ul>\n\n\n\n<p class=\"has-light-gray-background-color has-background\"><strong><em>Qwen3-Omni models<\/em><\/strong><\/p>\n\n\n\n<ul><li><strong><em>Qwen3-Omni-30B-A3B-Instruct\uff1a\u5305\u542b thinker and talker \uff0c\u652f\u6301\u97f3\u9891\u3001\u89c6\u9891\u548c\u6587\u672c\u8f93\u5165\uff0c\u5e76\u53ef\u8f93\u51fa\u97f3\u9891\u548c\u6587\u672c\u3002<\/em><\/strong><\/li><li><strong><em>Qwen3-Omni-30B-A3B-Thinking\uff1a\u5305\u542b thinker\u00a0\uff0c\u914d\u5907\u601d\u7ef4\u94fe\u63a8\u7406\u529f\u80fd\uff0c\u652f\u6301\u97f3\u9891\u3001\u89c6\u9891\u548c\u6587\u672c\u8f93\u5165\uff0c\u5e76\u8f93\u51fa\u6587\u672c\u3002<\/em><\/strong><\/li><li><strong><em>Qwen3-Omni-30B-A3B-Captioner\uff1a\u57fa\u4e8e Qwen3-Omni-30B-A3B-Instruct \u5fae\u8c03\u7684\u4e0b\u6e38\u97f3\u9891\u7ec6\u7c92\u5ea6\u5b57\u5e55\u6a21\u578b\uff0c\u80fd\u591f\u4e3a\u4efb\u610f\u97f3\u9891\u8f93\u5165\u751f\u6210\u7ec6\u8282\u4e30\u5bcc\u3001\u4f4e\u5e7b\u89c9\u7684\u5b57\u5e55\u3002\u5b83\u5305\u542bthinker\u00a0\uff0c\u652f\u6301\u97f3\u9891\u8f93\u5165\u548c\u6587\u672c\u8f93\u51fa\u3002<\/em><\/strong><\/li><\/ul>\n\n\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"862\" height=\"901\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-7.png\" alt=\"\" class=\"wp-image-29038\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-7.png 862w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-7-287x300.png 287w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-7-768x803.png 768w\" sizes=\"(max-width: 862px) 100vw, 862px\" \/><\/figure>\n\n\n\n<h2>Introduction<\/h2>\n\n\n\n<p>\u5f53\u524d\u591a\u6a21\u6001\u7684\u8bad\u7ec3\u4f1a\u51fa\u73b0\u4e00\u79cd\u6a21\u6001\u7684\u63d0\u5347\u4f34\u968f\u7740\u5176\u4ed6\u6a21\u6001\u7684\u9000\u5316\uff0c\u8be5\u5de5\u4f5c\u63a2\u7d22\u5728\u5f53\u524d\u4e3b\u6d41\u7684\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u8303\u5f0f\u4e0b\u5b9e\u73b0\u96c6\u6210\u5f0f\u591a\u6a21\u6001\u8bad\u7ec3\uff0c\u8bc1\u660e\u4e86\u8054\u5408\u591a\u6a21\u6001\u8bad\u7ec3\u53ef\u4ee5\u5728\u6240\u6709\u6a21\u6001\u4e0a\u5b9e\u73b0\u6027\u80fd\u5747\u8861\uff0c\u5373\u4e0d\u5b58\u5728\u6a21\u6001\u7279\u5f02\u6027\u7684\u6027\u80fd\u4e0b\u964d\uff0c\u540c\u65f6\u663e\u8457\u589e\u5f3a\u8de8\u6a21\u6001\u80fd\u529b\u3002<strong>\u5173\u952e\u5728\u4e8e\uff1a\u5728\u6587\u672c\u9884\u8bad\u7ec3\u7684\u65e9\u671f\u9636\u6bb5\u6df7\u5408\u5355\u6a21\u6001\u548c\u8de8\u6a21\u6001\u6570\u636e\u3002<\/strong><\/p>\n\n\n\n<p class=\"has-light-gray-background-color has-background\"><strong>\u5173\u952e\uff1a\u5728\u6587\u672c\u9884\u8bad\u7ec3\u7684\u65e9\u671f\u9636\u6bb5\u6df7\u5408\u5355\u6a21\u6001\u548c\u8de8\u6a21\u6001\u6570\u636e\u3002\u9884\u8bad\u7ec3\u65e9\u671f\u7684\u591a\u6a21\u6001\u878d\u5408\u5141\u8bb8\u8bed\u8a00\u6a21\u578b\u4e0e\u89c6\u89c9\u6216\u97f3\u9891\u5171\u540c\u8bad\u7ec3\uff0c\u800c\u4e0d\u4f1a\u5bfc\u81f4\u8bed\u8a00\u80fd\u529b\u4e0b\u964d\uff1b\u6587\u672c\u6a21\u6001\u7684\u52a0\u5165\u663e\u8457\u63d0\u5347\u4e86\u89c6\u89c9\u548c\u97f3\u9891\u7684\u6027\u80fd\uff0c\u4f46\u4ece\u89c6\u89c9\u6216\u97f3\u9891\u4fe1\u53f7\u4e2d\u5e76\u672a\u89c2\u5bdf\u5230\u8bed\u8a00\u80fd\u529b\u7684\u663e\u8457\u63d0\u5347\uff1b\u4ece\u7ecf\u9a8c\u6765\u770b\uff0c\u52a0\u5165\u97f3\u9891\u6570\u636e\u53ef\u4ee5\u6301\u7eed\u63d0\u5347\u89c6\u89c9\u6a21\u6001\u5728 MMMU \u57fa\u51c6\u548c OCR \u76f8\u5173\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u3002<\/strong><\/p>\n\n\n\n<p> <\/p>\n\n\n\n<p>Qwen3-Omni&nbsp;\u5bf9 Qwen2.5-Omni\u7684\u67b6\u6784\u8fdb\u884c\u4e94\u9879\u5173\u952e\u5347\u7ea7\uff1a<\/p>\n\n\n\n<ul><li><strong>Thinker \u4e0e Talker \u5747\u5347\u7ea7\u4e3a MoE\uff08\u4e13\u5bb6\u6df7\u5408\uff09\u7ed3\u6784<\/strong>\uff0c\u63d0\u5347\u6a21\u578b\u5bb9\u91cf\u4e0e\u4efb\u52a1\u9002\u5e94\u6027\u3002&nbsp;<\/li><li>\u4f7f\u7528<strong>\u81ea\u7814\u7684 AuT\uff08Audio Transformer\uff09\u7f16\u7801\u5668<\/strong>\u66ff\u6362Whisper\u7f16\u7801\u5668\uff0c\u8be5\u7f16\u7801\u5668\u5728 2000 \u4e07\u5c0f\u65f6\u7684\u6709\u76d1\u7763\u97f3\u9891\u4e0a\u4ece\u96f6\u8bad\u7ec3\u800c\u6210\uff0c\u80fd\u591f\u63d0\u4f9b\u66f4\u5f3a\u7684\u901a\u7528\u97f3\u9891\u8868\u793a\u80fd\u529b\u3002AuT \u4f7f\u7528<strong>\u5206\u5757\u7a97\u53e3\u6ce8\u610f\u529b\uff08block-wise window attention\uff09<\/strong>\uff0c\u4ee5\u5b9e\u73b0\u5b9e\u65f6\u7684 prefill \u7f13\u5b58\u3002<\/li><li><strong>\u5728\u8bed\u97f3\u751f\u6210\u7aef\uff0c\u5f15\u5165\u591a\u7801\u672c\u8868\u793a<\/strong>\uff0c\u5176\u66f4\u9ad8\u7684\u8868\u8fbe\u5bb9\u91cf\u6709\u52a9\u4e8e\u66f4\u771f\u5b9e\u5730\u5efa\u6a21\u591a\u6837\u5316\u7684\u97f3\u8272\u3001\u8d85\u8bed\u6bb5\u8981\u7d20\u4ee5\u53ca\u58f0\u5b66\u73b0\u8c61\u3002<\/li><li><strong>Talker \u4ece\u5355\u8f68 codec \u5efa\u6a21\u5347\u7ea7\u4e3a\u591a\u8f68 codec \u5efa\u6a21<\/strong>\uff0c\u901a\u8fc7 MTP \u6a21\u5757\u81ea\u56de\u5f52\u5730\u9884\u6d4b\u591a\u4e2a\u7801\u672c\u5c42\uff1b\u540c\u65f6\u6ce2\u5f62\u751f\u6210\u9636\u6bb5\u7528\u8f7b\u91cf\u7ea7\u5377\u79ef\u7f51\u7edc\uff08ConvNet\uff09\u66ff\u4ee3\u4e86\u5206\u5757\u5f0f DiT\u3002<\/li><li><strong>\u8f93\u5165\u4e0e\u8f93\u51fa\u97f3\u9891\u7801\u7387\u5747\u964d\u4f4e\u81f3 12.5 Hz<\/strong>\uff0c\u4e14\u8f93\u51fa codec \u652f\u6301\u5355\u5e27\u3001\u5373\u65f6\u7684\u8bed\u97f3\u5408\u6210\u3002<\/li><\/ul>\n\n\n\n<p>\u6b64\u5916\uff0c\u8fd8\u6709\u56db\u4e2a\u5927\u7684\u6539\u8fdb\uff1a<\/p>\n\n\n\n<ul><li><strong>\u652f\u6301\u8d85\u8fc7 40 \u5206\u949f\u7684\u957f\u97f3\u9891\u7406\u89e3<\/strong>\uff1b<\/li><li><strong>\u6269\u5c55\u8bed\u8a00\u8986\u76d6\u8303\u56f4<\/strong>\uff1a\u652f\u6301 119 \u79cd\u4e66\u5199\u8bed\u8a00\u300119 \u79cd\u53e3\u8bed\u7406\u89e3\u8bed\u8a00\uff0c\u4ee5\u53ca 10 \u79cd\u53e3\u8bed\u751f\u6210\u8bed\u8a00\uff1b<\/li><li><strong>Thinking \u6a21\u5f0f<\/strong>\u5b9e\u73b0\u5168\u6a21\u6001\u63a8\u7406\uff0c\u5305\u62ec\u97f3\u9891\u2014\u89c6\u9891\u573a\u666f\u4e0e\u4ec5\u97f3\u9891\u573a\u666f\uff1b<\/li><li><strong>\u6d41\u5f0f\u6027\u80fd\u8fdb\u4e00\u6b65\u63d0\u5347\uff0c\u7aef\u5230\u7aef\u5ef6\u8fdf\u6700\u4f4e\u53ef\u8fbe 234 \u6beb\u79d2<\/strong>\u3002<\/li><\/ul>\n\n\n\n<p>\u6700\u6838\u5fc3\u7684\u662f <strong>Qwen3-Omni \u5728\u6587\u672c\u4e0e\u89c6\u89c9\u6a21\u6001\u4e0a\u4fdd\u6301\u4e86\u4e0e\u540c\u89c4\u6a21\u5355\u6a21\u6001 Qwen \u6a21\u578b\u4e00\u81f4\u7684\u6700\u5148\u8fdb\u6027\u80fd\uff0c\u6ca1\u6709\u51fa\u73b0\u6027\u80fd\u9000\u5316<\/strong>\u3002<\/p>\n\n\n\n<h2>Architecture<\/h2>\n\n\n\n<ul><li><strong>Thinker \u4e0e Talker \u5747\u91c7\u7528 Mixture-of-Experts\uff08MoE\uff09\u67b6\u6784<\/strong>\uff0c\u4ee5\u652f\u6301\u9ad8\u5e76\u53d1\u4e0e\u5feb\u901f\u63a8\u7406\u3002<\/li><li><strong>Talker \u4e0d\u518d\u53ea\u4f7f\u7528 Thinker \u7684\u9ad8\u7ea7\u6587\u672c\u8868\u5f81\uff0c\u800c\u662f\u57fa\u4e8e\u97f3\u9891\u4e0e\u89c6\u89c9\u7684\u591a\u6a21\u6001\u7279\u5f81\u8fdb\u884c\u6761\u4ef6\u5efa\u6a21<\/strong>\u3002\u5176\u8bbe\u8ba1\u52a8\u673a\u5982\u4e0b\uff1a<br><strong>(i) \u5bf9\u4e8e\u6587\u672c\u5185\u5bb9\u800c\u8a00\uff0c\u79bb\u6563 token \u4e0e\u5176 embedding \u5728\u4fe1\u606f\u91cf\u4e0a\u57fa\u672c\u7b49\u4ef7\uff1b<\/strong><br><strong>(ii) \u591a\u6a21\u6001\u6761\u4ef6\u5bf9\u4e8e\u97f3\u9891\u2013\u89c6\u9891\u534f\u8c03\u7684\u8bed\u97f3\u751f\u6210\uff08\u4f8b\u5982\u5728\u8bed\u97f3\u7ffb\u8bd1\u4e2d\u4fdd\u6301\u97f5\u5f8b\/\u97f3\u8272\uff09\u662f\u5fc5\u8981\u7684\u3002<\/strong><br>\u6b64\u5916\uff0c\u8fd9\u79cd\u89e3\u8026\u4f7f\u5916\u90e8\u6a21\u5757\uff08\u5982 RAG\u3001\u51fd\u6570\u8c03\u7528\u3001\u5b89\u5168\u8fc7\u6ee4\u5668\uff09\u80fd\u591f\u5bf9 Thinker \u7684\u6587\u672c\u8f93\u51fa\u8fdb\u884c\u5e72\u9884\uff0c<strong>\u5e76\u5728\u9700\u8981\u65f6\u901a\u8fc7\u53d7\u63a7\u9884\u5904\u7406\u5c06\u6587\u672c\u8f93\u5165\u7ed9 Talker\uff0c\u7528\u4e8e\u6d41\u5f0f\u5408\u6210<\/strong>\u3002<\/li><li><strong>\u7531\u4e8e\u6587\u672c\u8868\u5f81\u88ab\u89e3\u8026\uff0cThinker \u548c Talker \u53ef\u4ee5\u4f7f\u7528\u4e0d\u540c\u7684\u7cfb\u7edf\u63d0\u793a\u8bed\uff08system prompts\uff09<\/strong>\uff0c\u4ece\u800c\u5206\u522b\u63a7\u5236 Thinker \u7684\u6587\u672c\u54cd\u5e94\u98ce\u683c\u4e0e Talker \u7684\u97f3\u9891\u751f\u6210\u98ce\u683c\u3002<\/li><li><strong>Talker \u91c7\u7528\u591a\u7801\u672c\uff08multi-codebook\uff09\u81ea\u56de\u5f52\u65b9\u6848<\/strong>\uff1a\u6bcf\u4e00\u6b65\u751f\u6210\u4e00\u4e2a codec \u5e27\uff0c\u5269\u4f59\u7684\u6b8b\u5dee\u7801\u672c\u7531 MTP \u6a21\u5757\u9884\u6d4b\u5b8c\u6210\u3002<\/li><li><strong>Code2Wav \u4ee5\u8f7b\u91cf\u7ea7\u56e0\u679c\u5377\u79ef\u7f51\u7edc\uff08causal ConvNet\uff09\u5b9e\u73b0<\/strong>\uff0c\u7b80\u5316\u4e86\u97f3\u9891\u5408\u6210\u7684\u6700\u7ec8\u9636\u6bb5\u3002<\/li><\/ul>\n\n\n\n<p>\u5728\u8bad\u7ec3\u548c\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c<strong>Talker \u76f4\u63a5\u63a5\u6536\u6765\u81ea Thinker \u7684\u9ad8\u7ef4\u591a\u6a21\u6001\u7279\u5f81\uff0c\u5e76\u5171\u4eab\u5b8c\u6574\u7684\u5bf9\u8bdd\u5386\u53f2<\/strong>\u3002\u56e0\u6b64\uff0c\u6574\u4e2a\u7cfb\u7edf\u4f5c\u4e3a\u4e00\u4e2a\u6574\u4f53\u8fd0\u884c\uff0c\u5b9e\u73b0\u7aef\u5230\u7aef\u8bad\u7ec3\u4e0e\u7edf\u4e00\u63a8\u7406\u3002<\/p>\n\n\n\n<h3>Audio Transformer (AuT)<\/h3>\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\/11\/image-30.png\" alt=\"\" class=\"wp-image-29530\" width=\"381\" height=\"333\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-30.png 576w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-30-300x263.png 300w\" sizes=\"(max-width: 381px) 100vw, 381px\" \/><\/figure><\/div>\n\n\n\n<p>Audio Transformer\uff08AuT\uff09\u662f\u4e00\u79cd\u6ce8\u610f\u529b\u5f0f\u7684 encoder\u2013decoder \u6a21\u578b\uff0c\u5982\u56fe 3 \u6240\u793a\uff0c\u5728 2000 \u4e07\u5c0f\u65f6\u7684\u6709\u76d1\u7763\u97f3\u9891\u6570\u636e\u4e0a\u4ece\u96f6\u8bad\u7ec3\u800c\u6210\u3002\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u97f3\u9891\u7684\u6ee4\u6ce2\u5668\u7ec4\u7279\u5f81\uff08filter bank features\uff09\u5728\u8fdb\u5165\u6ce8\u610f\u529b\u5c42\u4e4b\u524d\uff0c\u901a\u8fc7 Conv2D \u6a21\u5757\u8fdb\u884c <strong>8 \u500d\u4e0b\u91c7\u6837<\/strong>\uff0c\u5c06 token \u901f\u7387\u964d\u81f3 <strong>12.5 Hz<\/strong>\u3002\u4e3a\u4e86\u5b66\u4e60\u66f4\u5f3a\u5927\u3001\u66f4\u901a\u7528\u7684\u97f3\u9891\u8868\u793a\uff0cAuT \u5728\u5927\u89c4\u6a21\u97f3\u9891\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u6db5\u76d6\u8bed\u97f3\u8bc6\u522b\u4e0e\u97f3\u9891\u7406\u89e3\u4efb\u52a1\u3002\u5177\u4f53\u800c\u8a00\uff0c\u8bad\u7ec3\u6570\u636e\u7ec4\u6210\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ul><li><strong>80% \u4e2d\u6587\u4e0e\u82f1\u6587\u7684\u4f2a\u6807\u7b7e ASR \u6570\u636e\uff1b<\/strong><\/li><li><strong>10% \u5176\u4ed6\u8bed\u8a00\u7684 ASR \u6570\u636e\uff1b<\/strong><\/li><li><strong>10% \u97f3\u9891\u7406\u89e3\u6570\u636e<\/strong>\u3002<\/li><\/ul>\n\n\n\n<p>\u4e3a\u5728\u5b9e\u65f6 prefill \u7f13\u5b58\u6548\u7387\u4e0e\u79bb\u7ebf\u97f3\u9891\u4efb\u52a1\u6027\u80fd\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\uff0cAuT \u4f7f\u7528\u5177\u6709<strong>\u52a8\u6001\u6ce8\u610f\u529b\u7a97\u53e3\u5927\u5c0f<\/strong>\u7684 flash attention\uff0c\u8986\u76d6\u4ece <strong>1 \u79d2\u5230 8 \u79d2<\/strong>\u7684\u6ce8\u610f\u529b\u67e5\u8be2\u6a21\u5f0f\u3002\u5c06 AuT encoder \u7528\u4f5c\u97f3\u9891\u7f16\u7801\u5668\uff0c\u6a21\u578b\u53c2\u6570\u7ea6\u4e3a 0.6B<\/p>\n\n\n\n<h3>Perceivation (\u611f\u77e5)<\/h3>\n\n\n\n<p><strong>Text, Audio, Image and Video (w\/o Audio).<\/strong><\/p>\n\n\n\n<p>Thinker \u5c06\u6587\u672c\u3001\u97f3\u9891\u3001\u56fe\u50cf\u4e0e\u65e0\u97f3\u8f68\u89c6\u9891\u8f6c\u6362\u4e3a\u4e00\u7cfb\u5217\u53ef\u4f5c\u4e3a\u8f93\u5165\u7684\u8868\u5f81\u3002\u6587\u672c\u57fa\u4e8eQwen3\u6587\u672c\u5206\u8bcd\u5668\uff0c\u8bed\u97f3\u5904\u7406\u4e3a16 kHz\uff0c\u5e76\u5c06\u539f\u59cb\u6ce2\u5f62\u8f6c\u6362\u4e3a <strong>128 \u7ef4 Mel \u9891\u8c31\u56fe<\/strong>\uff0c\u901a\u8fc7AUT\u7f16\u7801\uff0c\u6bcf\u4e00\u5e27\u97f3\u9891\u8868\u793a\u7ea6\u5bf9\u5e94\u539f\u59cb\u97f3\u9891\u4fe1\u53f7\u7684 <strong>80 ms<\/strong>\u3002\u89c6\u9891\u7f16\u7801\u5668\u57fa\u4e8eQwen3-VL \u7684\u89c6\u89c9\u7f16\u7801\u5668\uff08SigLIP2-So400m\uff09\uff0c\u53ef\u540c\u65f6\u5904\u7406\u56fe\u50cf\u4e0e\u89c6\u9891\u8f93\u5165\u3002\u4e3a\u4e86\u5c3d\u53ef\u80fd\u4fdd\u7559\u89c6\u9891\u4fe1\u606f\u5e76\u4e0e\u97f3\u9891\u91c7\u6837\u7387\u5bf9\u9f50\uff0c\u6211\u4eec\u91c7\u7528<strong>\u52a8\u6001\u5e27\u7387\u91c7\u6837<\/strong>\u89c6\u9891\u5e27\u3002<\/p>\n\n\n\n<p><strong>Video and Multimodal Position Embedding (TM-RoPE)<\/strong><\/p>\n\n\n\n<p>\u53c2\u8003Qwen2.5-Omni\uff0c\u4f7f\u7528 <strong>\u65f6\u95f4\u5bf9\u9f50\u7684\u591a\u6a21\u6001\u65cb\u8f6c\u4f4d\u7f6e\u7f16\u7801\uff08TM-RoPE\uff09<\/strong>\uff0c\u5b83\u5728\u591a\u6a21\u6001\u65cb\u8f6c\u4f4d\u7f6e\u7f16\u7801\uff08M-RoPE\uff09\u57fa\u7840\u4e0a\u52a0\u5165\u4e86\u7edd\u5bf9\u65f6\u95f4\u4fe1\u606f\u3002TM-RoPE \u5c06\u4f20\u7edf\u65cb\u8f6c\u4f4d\u7f6e\u7f16\u7801\u5206\u89e3\u4e3a\u4e09\u4e2a\u7ef4\u5ea6\uff1a<\/p>\n\n\n\n<ul><li><strong>\u65f6\u95f4\u7ef4\uff08temporal\uff09<\/strong><\/li><li><strong>\u9ad8\u5ea6\u7ef4\uff08height\uff09<\/strong><\/li><li><strong>\u5bbd\u5ea6\u7ef4\uff08width\uff09<\/strong><\/li><\/ul>\n\n\n\n<p>\u5728\u539f\u59cb M-RoPE \u4e2d\uff0c\u65f6\u95f4\u76f8\u5173\u6027\u7531\u524d 16 \u4e2a\u65cb\u8f6c\u89d2\u5efa\u6a21\uff0c\u8fd9\u4e9b\u89d2\u5bf9\u5e94\u9ad8\u9891\u4e14\u9707\u8361\u66f4\u5f3a\u7684\u6a21\u5f0f\u3002\u8be5\u8bbe\u8ba1\u6709\u5229\u4e8e\u6355\u83b7\u5c40\u90e8\u65f6\u95f4\u53d8\u5316\uff0c\u4f46\u4f1a\u5f71\u54cd\u6a21\u578b\u5bf9\u957f\u5e8f\u5217\u7684\u5916\u63a8\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u4e3a\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u6211\u4eec\u91cd\u65b0\u5206\u914d\u4e86\u65cb\u8f6c\u89d2\u6570\u91cf\uff1a<\/p>\n\n\n\n<ul><li><strong>\u65f6\u95f4\u7ef4 24 \u4e2a<\/strong><\/li><li><strong>\u9ad8\u5ea6\u7ef4 20 \u4e2a<\/strong><\/li><li><strong>\u5bbd\u5ea6\u7ef4 20 \u4e2a<\/strong><\/li><\/ul>\n\n\n\n<p>\u8be5\u5206\u914d\u5728\u5c40\u90e8\u8bed\u4e49\u4e0e\u957f\u7a0b\u4f9d\u8d56\u4e4b\u95f4\u5b9e\u73b0\u4e86\u66f4\u5e73\u8861\u7684\u8868\u793a\uff0c\u4ece\u800c\u63d0\u5347\u6574\u4f53\u6027\u80fd\u3002<\/p>\n\n\n\n<p>TM-RoPE \u4f1a\u6839\u636e\u8f93\u5165\u6a21\u6001\u7684\u4e0d\u540c\u8fdb\u884c\u5b9a\u5236\u5316\u5e94\u7528\uff1a<\/p>\n\n\n\n<ul><li>\u6587\u672c\u6a21\u6001\uff1a\u4e09\u4e2a\u7ef4\u5ea6\u5171\u4eab\u76f8\u540c\u7684\u4f4d\u7f6e ID\uff0c\u4f7f TM-RoPE \u7b49\u4ef7\u4e8e\u4e00\u7ef4 RoPE\u3002<\/li><li>\u97f3\u9891\u6a21\u6001\uff1a\u540c\u6837\u5171\u4eab\u4f4d\u7f6e ID\uff0c\u5e76\u989d\u5916\u52a0\u5165\u7edd\u5bf9\u65f6\u95f4\u7f16\u7801\uff0c\u6bcf\u4e2a\u65f6\u95f4 ID \u5bf9\u5e94 80 ms\u3002<\/li><li>\u56fe\u50cf\u6a21\u6001\uff1a\u6240\u6709\u89c6\u89c9 token \u5206\u914d\u76f8\u540c\u7684\u65f6\u95f4 ID\uff0c\u800c\u5176\u884c\u5217\u4f4d\u7f6e\u5206\u522b\u51b3\u5b9a\u9ad8\u5ea6\u4e0e\u5bbd\u5ea6\u7684 ID\u3002<\/li><\/ul>\n\n\n\n<p>\u5bf9\u4e8e<strong>\u97f3\u89c6\u9891<\/strong>\u8f93\u5165\uff1a<\/p>\n\n\n\n<ul><li>\u97f3\u9891\uff1a\u6bcf 80 ms \u5206\u914d\u4e00\u4e2a\u65f6\u95f4 ID\uff1b<\/li><li>\u89c6\u9891\uff1a\u6bcf\u5e27\u89c6\u9891\u6839\u636e\u5176\u771f\u5b9e\u65f6\u95f4\u6233\u5206\u914d <strong>\u9012\u589e\u7684\u65f6\u95f4 ID<\/strong>\uff0c\u52a8\u6001\u8c03\u6574\u4ee5\u786e\u4fdd\u4e0e\u97f3\u9891\u4fdd\u6301 <strong>80 ms \u5206\u8fa8\u7387\u5bf9\u9f50<\/strong>\u3002<\/li><li><strong>\u89c6\u9891\u7684\u9ad8\u5ea6\u4e0e\u5bbd\u5ea6 ID<\/strong> \u4e0e\u9759\u6001\u56fe\u50cf\u4fdd\u6301\u4e00\u81f4\u3002<\/li><\/ul>\n\n\n\n<p><strong>\u4e3a\u907f\u514d\u591a\u6a21\u6001\u4e4b\u95f4\u7684\u4f4d\u7f6e\u51b2\u7a81\uff0c\u6240\u6709\u6a21\u6001\u7684\u4f4d\u7f6e\u7f16\u53f7\u4fdd\u6301\u8fde\u7eed\uff0c\u6bcf\u79cd\u6a21\u6001\u7684\u8d77\u59cb\u4f4d\u7f6e ID \u4e3a\u524d\u4e00\u79cd\u6a21\u6001\u6700\u5927\u4f4d\u7f6e ID \u52a0\u4e00\u3002<\/strong>\u8be5\u7cbe\u7ec6\u5316\u7684\u4f4d\u7f6e\u7f16\u7801\u65b9\u6848\u4f7f\u6a21\u578b\u80fd\u591f\u6709\u6548\u6574\u5408\u5e76\u8054\u5408\u5efa\u6a21\u591a\u6a21\u6001\u4fe1\u606f\u3002<\/p>\n\n\n\n<p><strong>\u76f8\u8f83 Qwen2.5-Omni \u7684\u5173\u952e\u533a\u522b<\/strong>\uff1a\u4e0d\u540c\u4e8e Qwen2.5-Omni \u5c06\u97f3\u89c6\u9891\u8868\u793a\u5f3a\u5236\u5207\u5206\u4e3a\u56fa\u5b9a\u7684 <strong>2 \u79d2\u5757<\/strong>\uff0cQwen3-Omni <strong>\u76f4\u63a5\u57fa\u4e8e\u7edd\u5bf9\u65f6\u95f4\u7684\u65f6\u95f4 ID \u5bf9\u9f50<\/strong>\u591a\u6a21\u6001\u8868\u793a\u3002\u8fd9\u79cd\u8bbe\u8ba1\u8d4b\u4e88\u6a21\u578b\u5904\u7406\u4efb\u610f\u65f6\u957f\u6d41\u5f0f\u8f93\u5165\u7684\u7075\u6d3b\u6027\u3002<\/p>\n\n\n\n<h3>Speech Generation<\/h3>\n\n\n\n<p>\u5728\u591a\u8f6e\u5bf9\u8bdd\u7684\u8bed\u97f3\u5408\u6210\u4e2d\uff0c<strong>Talker<\/strong> \u6a21\u5757\u4f9d\u8d56\u4e8e\u7531 <strong>Thinker<\/strong> \u7ec4\u4ef6\u63d0\u4f9b\u7684\u4e30\u5bcc\u4e0a\u4e0b\u6587\uff0c\u8be5\u4e0a\u4e0b\u6587\u5305\u62ec<strong>\u5386\u53f2\u6587\u672c token<\/strong>\u3001<strong>\u591a\u6a21\u6001\u8868\u793a<\/strong>\u4ee5\u53ca<strong>\u5f53\u524d\u8f6e\u7684\u6d41\u5f0f\u6587\u672c<\/strong>\u3002\u5bf9\u957f\u4e0a\u4e0b\u6587\u4fe1\u606f\u7684\u4f9d\u8d56\u81f3\u5173\u91cd\u8981\uff0c\u56e0\u4e3a\u9ad8\u4fdd\u771f\u8bed\u97f3\u5408\u6210\u9700\u8981\u6839\u636e\u5f53\u524d\u5bf9\u8bdd\u52a8\u6001\u8c03\u6574\u58f0\u5b66\u5c5e\u6027\uff0c\u5982\u97f5\u5f8b\u3001\u54cd\u5ea6\u548c\u60c5\u611f\uff0c\u8fd9\u4e00\u539f\u5219\u5728\u4e0a\u4e0b\u6587\u611f\u77e5\u751f\u6210\u6a21\u578b\u4e2d\u5df2\u88ab\u5145\u5206\u9a8c\u8bc1\u3002<\/p>\n\n\n\n<p>\u5728\u67b6\u6784\u4e0a\uff0c\u76f4\u63a5\u5728 <strong>RVQ token<\/strong> \u4e0a\u8fdb\u884c\u64cd\u4f5c\u3002<strong>Talker<\/strong> \u91c7\u7528\u5c42\u6b21\u5316\u9884\u6d4b\u7b56\u7565\uff1a\u9aa8\u5e72\u7f51\u7edc\uff08backbone\uff09\u8f93\u5165\u5f53\u524d\u5e27\u7684\u805a\u5408\u7801\u672c\u7279\u5f81\uff0c\u5e76\u901a\u8fc7\u7ebf\u6027\u5934\u9884\u6d4b\u7b2c\u96f6\u7801\u672c\uff0c\u968f\u540e\u591a token \u9884\u6d4b\uff08MTP\uff09\u6a21\u5757\u751f\u6210\u6240\u6709\u5269\u4f59\u7801\u672c\u3002\u8fd9\u4e00\u7b56\u7565\u4f7f\u6a21\u578b\u80fd\u591f\u5b66\u4e60\u58f0\u5b66\u7ec6\u8282\u7684\u5b8c\u6574\u8868\u793a\uff0c\u4ece\u800c\u589e\u5f3a\u8bed\u97f3\u7684\u8868\u73b0\u529b\u3002\u56e0\u6b64\uff0c\u6ce2\u5f62\u91cd\u5efa\u88ab\u7b80\u5316\u4e3a\u8f7b\u91cf\u7ea7\u56e0\u679c\u5377\u79ef\u7f51\u7edc\uff08Code2Wav\uff09\uff0c\u5728\u663e\u8457\u964d\u4f4e\u63a8\u7406\u5ef6\u8fdf\u548c\u8ba1\u7b97\u5f00\u9500\uff08FLOPs\uff09\u7684\u540c\u65f6\uff0c\u76f8\u6bd4\u66f4\u590d\u6742\u7684\u57fa\u4e8e DiT \u7684\u58f0\u7801\u5668\u5b9e\u73b0\u4e86\u66f4\u9ad8\u7684\u97f3\u9891\u4fdd\u771f\u5ea6\u3002<\/p>\n\n\n\n<h3>\u6d41\u5f0f\u4e0e\u5e76\u53d1\u8bbe\u8ba1<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"945\" height=\"295\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-31.png\" alt=\"\" class=\"wp-image-29559\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-31.png 945w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-31-300x94.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-31-768x240.png 768w\" sizes=\"(max-width: 945px) 100vw, 945px\" \/><\/figure>\n\n\n\n<p>\u5728\u6d41\u5f0f\u89c6\u542c\u4ea4\u4e92\u573a\u666f\u4e2d\uff0c\u9996\u5305\u5ef6\u8fdf\u662f\u5f71\u54cd\u7528\u6237\u4f53\u9a8c\u7684\u5173\u952e\u56e0\u7d20\uff0c\u800c\u6a21\u578b\u7684\u5e76\u53d1\u80fd\u529b\u5bf9\u4e8e\u964d\u4f4e\u670d\u52a1\u6210\u672c\u548c\u63d0\u9ad8\u54cd\u5e94\u901f\u5ea6\u81f3\u5173\u91cd\u8981\u3002\u4e0b\u9762\u662f Qwen3-Omni \u5982\u4f55\u901a\u8fc7\u7b97\u6cd5\u4e0e\u67b6\u6784\u4f18\u5316\u63d0\u5347\u5e76\u53d1\u6027\u5e76\u964d\u4f4e\u9996\u5305\u5ef6\u8fdf\u3002<\/p>\n\n\n\n<p><strong>\u5206\u5757\u9884\u586b\u5145\u4e0e MoE \u67b6\u6784<\/strong>\u3002\u5728 Qwen3-Omni \u4e2d\uff0c\u4fdd\u7559\u4e86 Qwen2.5-Omni \u4e2d\u7684\u5206\u5757\u9884\u586b\u5145\u673a\u5236\uff0c\u5176\u97f3\u9891\u548c\u89c6\u89c9\u7f16\u7801\u5668\u80fd\u591f\u6cbf\u65f6\u95f4\u7ef4\u5ea6\u8f93\u51fa\u5206\u5757\uff08chunk\uff09\u3002\u5728\u5b9e\u65f6\u4ea4\u4e92\u4e2d\uff0c<strong>Thinker<\/strong> \u548c <strong>Talker<\/strong> \u6a21\u5757\u6267\u884c\u5f02\u6b65\u9884\u586b\u5145\uff1a\u5f53 Thinker \u5b8c\u6210\u5f53\u524d\u5757\u7684\u9884\u586b\u5145\u540e\uff0c\u5176\u8f93\u51fa\u7684\u9ad8\u5c42\u8868\u793a\u4f1a\u7acb\u5373\u5f02\u6b65\u7528\u4e8e\u9884\u586b\u5145 Talker \u7684\u5f53\u524d\u5757\uff0c\u540c\u65f6 Thinker \u9884\u586b\u5145\u4e0b\u4e00\u5757\u3002\u8fd9\u79cd\u65b9\u6cd5\u663e\u8457\u964d\u4f4e\u4e86 Thinker \u548c Talker \u7684 <strong>Time-To-First-Token (TTFT)<\/strong>\u3002<\/p>\n\n\n\n<p>\u5728\u67b6\u6784\u4e0a\uff0cQwen3-Omni \u7684 Thinker \u4e0e Talker \u5747\u91c7\u7528 <strong>MoE<\/strong>\u8bbe\u8ba1\uff0c\u8fd9\u5bf9\u4e8e\u63d0\u5347\u670d\u52a1\u541e\u5410\u91cf\u975e\u5e38\u6709\u6548\u3002\u4e0e\u7a20\u5bc6\u6a21\u578b\u76f8\u6bd4\uff0cMoE \u67b6\u6784\u5728\u5904\u7406\u957f\u5e8f\u5217\u65f6\u663e\u8457\u964d\u4f4e\u4e86 KV \u7f13\u5b58\u5e26\u6765\u7684 IO \u6d88\u8017\uff0c\u4ece\u800c\u63d0\u9ad8\u751f\u6210\u8fc7\u7a0b\u4e2d\u7684\u6bcf\u79d2 token \u6570\uff08TPS\uff09\u5e76\u589e\u5f3a\u5e76\u53d1\u6027\u80fd\u3002<\/p>\n\n\n\n<p><strong>\u6d41\u5f0f\u591a\u7801\u672c\u7f16\u89e3\u7801\u751f\u6210<\/strong>\uff1a\u4e3a\u4e86\u6700\u5c0f\u5316\u7528\u6237\u63a5\u6536\u9996\u4e2a\u751f\u6210\u5305\u7684\u7b49\u5f85\u65f6\u95f4\uff0c\u63d0\u51fa\u4e86<strong>\u4ec5\u5de6\u4fa7\u4e0a\u4e0b\u6587\u7684\u591a\u7801\u672c\u751f\u6210\u673a\u5236<\/strong>\u3002\u5982\u56fe 2 \u6240\u793a\uff0c\u4e00\u65e6 Talker \u751f\u6210\u7b2c\u4e00\u4e2a token\uff0cMTP \u6a21\u5757\u5373\u53ef\u9884\u6d4b\u5f53\u524d\u5e27\u7684\u5269\u4f59 token\uff0c\u7136\u540e\u7531\u6d41\u5f0f\u591a\u7801\u672c\u7f16\u89e3\u7801\u5668\u5c06\u5176\u89e3\u7801\u4e3a\u6ce2\u5f62\uff0c\u8be5\u7f16\u89e3\u7801\u5668\u4ec5\u5173\u6ce8\u5de6\u4fa7\u4e0a\u4e0b\u6587\u3002\u4e0e Qwen2.5-Omni \u9700\u8981\u7b49\u5f85 Talker \u751f\u6210\u8db3\u591f\u5757\u7ea7\u4e0a\u4e0b\u6587\u624d\u80fd\u5408\u6210\u6ce2\u5f62\u4e0d\u540c\uff0cQwen3-Omni \u5728 Talker \u751f\u6210\u6bcf\u4e2a token \u540e\u5373\u53ef\u8f93\u51fa\u6ce2\u5f62\uff0c\u4ece\u800c\u663e\u8457\u964d\u4f4e\u9996\u5305\u5ef6\u8fdf\u3002<\/p>\n\n\n\n<p><strong>\u8f7b\u91cf\u7ea7 MTP \u6a21\u5757\u4e0e ConvNet<\/strong>\uff1aMTP \u6a21\u5757\u548c\u7f16\u89e3\u7801\u5668\u5747\u4e3a\u8f7b\u91cf\u7ea7\u6a21\u5757\uff0c\u8ba1\u7b97 FLOPs \u4f4e\uff0c\u652f\u6301\u6279\u5904\u7406\u63a8\u7406\uff0c\u975e\u5e38\u9002\u5408\u9ad8\u5e76\u53d1\u573a\u666f\u3002MTP \u6a21\u5757\u662f\u8d85\u8f7b\u91cf\u7ea7\u3001\u56fa\u5b9a\u6b65\u957f\u7684\u81ea\u56de\u5f52\u7a20\u5bc6 Transformer\uff0c\u5728\u63a8\u7406\u786c\u4ef6\u4e0a\u5bf9\u5185\u5b58\u5e26\u5bbd\u8981\u6c42\u4f4e\uff0c\u4ece\u800c\u5929\u7136\u652f\u6301\u9ad8\u541e\u5410\u91cf\u8bf7\u6c42\u7684\u6279\u5904\u7406\u3002\u5176\u56fa\u5b9a\u6b65\u957f\u81ea\u56de\u5f52\u63a8\u7406\u673a\u5236\u5141\u8bb8\u9ad8\u6548\u5229\u7528\u56fa\u5b9a KV \u7f13\u5b58\u7a7a\u95f4\u52a0\u901f\uff0c\u5b9e\u73b0\u4f4e\u5ef6\u8fdf\u63a8\u7406\u3002\u540c\u65f6\uff0c\u57fa\u4e8e ConvNet \u7684\u7f16\u89e3\u7801\u5668\u4e5f\u80fd\u5728\u4f4e\u5ef6\u8fdf\u4e0b\u5b9e\u73b0\u9ad8\u541e\u5410\u91cf\uff0c\u56e0\u4e3a\u5176\u5377\u79ef\u67b6\u6784\u5728\u591a\u79cd\u63a8\u7406\u5e73\u53f0\u4e0a\u5747\u6709\u5e7f\u6cdb\u786c\u4ef6\u52a0\u901f\u652f\u6301\uff0c\u5e76\u4e14\u652f\u6301\u9ad8\u6548\u7684\u6279\u5904\u7406\u63a8\u7406\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"793\" height=\"351\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-32.png\" alt=\"\" class=\"wp-image-29560\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-32.png 793w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-32-300x133.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-32-768x340.png 768w\" sizes=\"(max-width: 793px) 100vw, 793px\" \/><\/figure>\n\n\n\n<p>\u8868 2 \u7ed9\u51fa\u4e86 Qwen3-Omni \u5728\u5178\u578b\u8ba1\u7b97\u8d44\u6e90\u4e0b\uff0c\u4e0d\u540c\u5e76\u53d1\u573a\u666f\u4e0b\u7684\u7406\u8bba\u9996\u5305\u5ef6\u8fdf\uff08first-packet latency\uff09\u3002\u5b9e\u9a8c\u5728 vLLM \u6846\u67b6\u4e0a\u8fdb\u884c\uff0c\u7528\u4e8e\u5904\u7406\u5e76\u53d1\u7684\u89c6\u542c\u6d41\uff0c\u540c\u65f6\u5bf9 MTP \u6a21\u5757\u548c\u7f16\u89e3\u7801\u5668\u91c7\u7528\u4e86 <strong>torch.compile<\/strong> \u548c <strong>CUDA Graph<\/strong> \u52a0\u901f\u4f18\u5316\u3002<\/p>\n\n\n\n<p>\u9996\u5305\u5ef6\u8fdf\u53d7\u5230\u591a\u4e2a\u56e0\u7d20\u5f71\u54cd\uff1a<\/p>\n\n\n\n<ol><li><strong>Thinker \u4e0e Talker \u7684\u6a21\u578b\u89c4\u6a21<\/strong>\u4f1a\u5f71\u54cd\u5c3e\u5305\u9884\u5904\u7406\u5ef6\u8fdf\uff08\u5305\u62ec\u97f3\u9891\u548c\u89c6\u89c9\u7f16\u7801\u5668\u7684\u591a\u6a21\u6001\u6570\u636e\u9884\u5904\u7406\u548c\u63a8\u7406\uff09\u4ee5\u53ca <strong>Time-To-First-Token (TTPT)<\/strong>\u3002<\/li><li><strong>MTP \u6a21\u5757\u4e0e\u7f16\u89e3\u7801\u5668\u7684\u67b6\u6784\u4e0e\u89c4\u6a21<\/strong>\u4f1a\u5f71\u54cd\u5b83\u4eec\u7684\u63a8\u7406\u5ef6\u8fdf\u3002<\/li><\/ol>\n\n\n\n<p>\u7531\u4e8e\u8fd9\u4e9b\u7ec4\u4ef6\u4e4b\u95f4\u5b58\u5728\u987a\u5e8f\u4f9d\u8d56\uff0c\u603b\u4f53\u9996\u5305\u5ef6\u8fdf\u662f\u5404\u4e2a\u5ef6\u8fdf\u7684\u7d2f\u52a0\u3002\u7ed3\u679c\u663e\u793a\uff0cThinker \u548c Talker \u7684 <strong>MoE \u67b6\u6784<\/strong> \u80fd\u786e\u4fdd\u5728\u9ad8\u5e76\u53d1\u4e0b\uff0c\u5176\u9884\u586b\u5145\u5ef6\u8fdf\u548c TTPT \u57fa\u672c\u4e0d\u53d7\u5f71\u54cd\u3002\u540c\u65f6\uff0cMTP \u6a21\u5757\u548c\u7f16\u89e3\u7801\u5668\u7684\u8f7b\u91cf\u5316\u8bbe\u8ba1\u6700\u5c0f\u5316\u4e86\u8ba1\u7b97\u5f00\u9500\uff0c\u5bf9\u9996\u5305\u5ef6\u8fdf\u7684\u5f71\u54cd\u4e5f\u5f88\u5c0f\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u5728\u8f93\u51fa\u9996\u4e2a\u6570\u636e\u5305\u540e\uff0c\u6a21\u578b\u5f00\u59cb\u8fdb\u884c\u6d41\u5f0f\u97f3\u9891\u5408\u6210\uff0c\u7531\u4e8e Talker \u7684 token \u751f\u6210\u901f\u7387\u4e3a 12.5\u202fHz\uff0c\u6bcf\u4e2a token \u5373\u53ef\u5408\u6210 80\u202fms \u7684\u97f3\u9891\u3002\u56e0\u6b64\uff0c\u751f\u6210\u5b9e\u65f6\u56e0\u5b50\uff08RTF\uff09\u901a\u8fc7\u4ee5\u4e0b\u516c\u5f0f\u8ba1\u7b97\uff1a <\/p>\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\/11\/image-33.png\" alt=\"\" class=\"wp-image-29562\" width=\"690\" height=\"45\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-33.png 951w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-33-300x20.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-33-768x51.png 768w\" sizes=\"(max-width: 690px) 100vw, 690px\" \/><\/figure>\n\n\n\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cRTF \u5728\u4e0d\u540c\u5e76\u53d1\u6c34\u5e73\u4e0b\u59cb\u7ec8\u4f4e\u4e8e 1\uff0c\u786e\u4fdd\u7528\u6237\u80fd\u591f\u6301\u7eed\u63a5\u6536\u6d41\u5f0f\u97f3\u9891\u54cd\u5e94<\/p>\n\n\n\n<h2>Pretraining<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"850\" height=\"162\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-34.png\" alt=\"\" class=\"wp-image-29565\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-34.png 850w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-34-300x57.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-34-768x146.png 768w\" sizes=\"(max-width: 850px) 100vw, 850px\" \/><\/figure>\n\n\n\n<p>Qwen3-Omni \u5728\u4e00\u4e2a\u591a\u6837\u5316\u7684\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u8be5\u6570\u636e\u96c6\u6db5\u76d6\u591a\u79cd\u8bed\u8a00\u548c\u65b9\u8a00\uff08\u5982\u8868 3 \u6240\u793a\uff09\u4ee5\u53ca\u591a\u79cd\u6a21\u6001\uff0c\u5305\u62ec\u56fe\u6587\u3001\u89c6\u9891\u6587\u672c\u3001\u97f3\u9891\u6587\u672c\u3001\u89c6\u9891\u97f3\u9891\u3001\u89c6\u9891\u97f3\u9891\u6587\u672c\u4ee5\u53ca\u7eaf\u6587\u672c\u8bed\u6599\u5e93\u3002\u4e0e Qwen2.5-Omni \u4f7f\u7528\u6bcf\u4e2a\u4efb\u52a1\u5355\u4e00\u63d0\u793a\u8bcd\u4e0d\u540c\uff0c\u6211\u4eec\u91c7\u7528\u66f4\u4e30\u5bcc\u7684\u81ea\u7136\u8bed\u8a00\u63d0\u793a\uff0c\u4ee5\u589e\u5f3a\u6a21\u578b\u7684<strong>\u6cdb\u5316\u80fd\u529b<\/strong>\u548c<strong>\u6307\u4ee4\u9075\u5faa\u80fd\u529b<\/strong>\u3002\u4e3a\u4e86\u5728\u6240\u6709\u6a21\u6001\u4e0b\u5b9e\u73b0\u7a33\u5065\u6027\u80fd\uff0c\u8bad\u7ec3\u7b56\u7565\u4ece\u65e9\u671f\u9884\u8bad\u7ec3\u9636\u6bb5\u5c31\u6574\u5408\u4e86\u5355\u6a21\u6001\u548c\u8de8\u6a21\u6001\u6570\u636e\u3002<\/p>\n\n\n\n<p>Qwen3-Omni \u7684\u9884\u8bad\u7ec3\u5206\u4e3a\u4e09\u4e2a\u9636\u6bb5\uff1a<\/p>\n\n\n\n<ul><li>\u7f16\u7801\u5668\u5bf9\u9f50\u9636\u6bb5\uff1a\u97f3\u9891\u548c\u89c6\u89c9\u7f16\u7801\u5668\u5728\u56fa\u5b9a\u7684 LLM \u4e0a\u5355\u72ec\u8bad\u7ec3\uff0c\u6700\u521d\u91cd\u70b9<strong>\u8bad\u7ec3\u5404\u81ea\u7684 adapter<\/strong>\uff0c\u968f\u540e<strong>\u518d\u8bad\u7ec3\u7f16\u7801\u5668\u672c\u8eab<\/strong>\u3002\u4e0d\u91c7\u7528\u5728\u51bb\u7ed3 LLM \u7684\u60c5\u51b5\u4e0b\u8054\u5408\u8bad\u7ec3\u7f16\u7801\u5668\u4e0e adapter \u7684\u65b9\u6cd5\uff0c\u56e0\u4e3a<strong>\u8be5\u65b9\u6cd5\u53ef\u80fd\u5bfc\u81f4\u7f16\u7801\u5668\u8fc7\u5ea6\u8865\u507f\u51bb\u7ed3 LLM \u7684\u9650\u5236\uff0c\u4ece\u800c\u964d\u4f4e\u611f\u77e5\u80fd\u529b\u3002<\/strong><\/li><li>\u901a\u7528\u9636\u6bb5\uff1a\u4f7f\u7528\u4e86\u4e00\u4e2a\u5927\u89c4\u6a21\u6570\u636e\u96c6\uff0c\u7ea6\u542b <strong>2 \u4e07\u4ebf token<\/strong>\uff0c\u5176\u4e2d\u6587\u672c\uff1a0.57 \u4e07\u4ebf\u3001\u97f3\u9891\uff1a0.77 \u4e07\u4ebf\u3001\u56fe\u50cf\uff1a0.82 \u4e07\u4ebf\u3001\u89c6\u9891\uff1a0.05 \u4e07\u4ebf\u3001\u89c6\u9891-\u97f3\u9891\uff1a0.05 \u4e07\u4ebf\u3002\u5728\u6b64\u9636\u6bb5\uff0c\u5f15\u5165\u66f4\u591a\u6837\u5316\u7684\u591a\u6a21\u6001\u6570\u636e\u548c\u4efb\u52a1\uff0c\u589e\u5f3a\u4e86\u6a21\u578b\u5728<strong>\u542c\u89c9\u3001\u89c6\u89c9\u3001\u6587\u672c\u53ca\u89c6\u542c\u4fe1\u606f<\/strong>\u4e0a\u7684\u7406\u89e3\u4e0e\u4ea4\u4e92\u80fd\u529b\u3002<\/li><li>\u957f\u4e0a\u4e0b\u6587\u9636\u6bb5\uff1a\u6700\u540e\uff0c\u5c06\u6700\u5927 token \u957f\u5ea6\u4ece <strong>8,192<\/strong> \u63d0\u5347\u81f3 <strong>32,768<\/strong>\uff0c\u5e76\u589e\u52a0\u4e86\u8bad\u7ec3\u6570\u636e\u4e2d\u957f\u97f3\u9891\u548c\u957f\u89c6\u9891\u7684\u6bd4\u4f8b\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u8fd9\u4e9b\u8c03\u6574\u663e\u8457\u63d0\u5347\u4e86\u6a21\u578b\u5bf9<strong>\u957f\u5e8f\u5217\u6570\u636e<\/strong>\u7684\u7406\u89e3\u80fd\u529b\u3002<\/li><\/ul>\n\n\n\n<h2>\u540e\u8bad\u7ec3<\/h2>\n\n\n\n<h3>Thinker<\/h3>\n\n\n\n<p>\u540e\u8bad\u7ec3\u9636\u6bb5\u5305\u62ec\u5bf9 <strong>Thinker<\/strong> \u7684\u4e09\u9636\u6bb5\u8bad\u7ec3\uff0c\u4f7f Qwen3-Omni \u5177\u5907\u6307\u4ee4\u9075\u5faa\u80fd\u529b\u3002\u8bad\u7ec3\u6570\u636e\u96c6\u91c7\u7528 <strong>ChatML<\/strong>\u683c\u5f0f\uff0c\u6db5\u76d6\u7eaf\u6587\u672c\u5bf9\u8bdd\u3001\u89c6\u89c9\u6a21\u6001\u5bf9\u8bdd\u3001\u97f3\u9891\u6a21\u6001\u5bf9\u8bdd\u4ee5\u53ca\u6df7\u5408\u6a21\u6001\u5bf9\u8bdd\u6570\u636e\u3002<\/p>\n\n\n\n<p><strong>\u7b2c\u4e00\u9636\u6bb5\uff1a\u8f7b\u91cf\u5316\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09<\/strong><br>\u901a\u8fc7\u6709\u9488\u5bf9\u6027\u7684\u6307\u4ee4\u4f18\u5316\uff0c\u5c06\u9884\u8bad\u7ec3\u8868\u793a\u4e0e\u4e0b\u6e38\u4efb\u52a1\u9700\u6c42\u8fdb\u884c\u6865\u63a5\u3002SFT \u6709\u610f\u504f\u79bb\u9884\u8bad\u7ec3\u6570\u636e\u7ed3\u6784\uff0c\u4f46\u4fdd\u6301\u4e0e\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u67b6\u6784\u4e00\u81f4\uff0c\u4ee5\u5b9e\u73b0\u9ad8\u6548\u7684\u77e5\u8bc6\u8fc1\u79fb\uff0c\u540c\u65f6\u4fdd\u7559\u9884\u8bad\u7ec3\u7279\u5f81\u7684\u5b8c\u6574\u6027\u3002<\/p>\n\n\n\n<p><strong>\u7b2c\u4e8c\u9636\u6bb5\uff1a\u5f3a\u5bf9\u5f31\u84b8\u998f\uff08Strong-to-Weak Distillation\uff09<\/strong>\u91c7\u7528 Qwen3\u4e2d\u63cf\u8ff0\u7684\u84b8\u998f\u6d41\u7a0b\uff0c\u5305\u62ec\u4e24\u4e2a\u9636\u6bb5\uff1a<\/p>\n\n\n\n<ol><li><strong>\u79bb\u7b56\u7565\u84b8\u998f\uff08Off-policy Distillation\uff09<\/strong>\uff1a\u521d\u671f\u9636\u6bb5\uff0c\u6559\u5e08\u6a21\u578b\u751f\u6210\u7684\u8f93\u51fa\u88ab\u6574\u5408\uff0c\u7528\u4e8e\u54cd\u5e94\u84b8\u998f\u3002\u8fd9\u5e2e\u52a9\u8f7b\u91cf\u5b66\u751f\u6a21\u578b\u638c\u63e1\u57fa\u7840\u63a8\u7406\u80fd\u529b\uff0c\u4e3a\u540e\u7eed\u7684\u5728\u7ebf\u8bad\u7ec3\u5960\u5b9a\u57fa\u7840\u3002<\/li><li><strong>\u5728\u7ebf\u84b8\u998f\uff08On-policy Distillation\uff09<\/strong>\uff1a\u5b66\u751f\u6a21\u578b\u6839\u636e\u91c7\u6837\u63d0\u793a\u751f\u6210\u54cd\u5e94\u5e8f\u5217\uff0c\u968f\u540e\u8fdb\u884c\u5fae\u8c03\uff0c\u5c06\u5b66\u751f\u9884\u6d4b\u7684 logits \u4e0e\u6559\u5e08\u6a21\u578b\uff08Qwen3-32B \u6216 Qwen3-235B-A22B\uff09\u7684 logits \u5bf9\u9f50\uff0c\u901a\u8fc7\u6700\u5c0f\u5316 KL \u6563\u5ea6\u8fdb\u884c\u4f18\u5316\u3002<\/li><\/ol>\n\n\n\n<p><strong>\u7b2c\u4e09\u9636\u6bb5\uff1aGSPO \u5f3a\u5316<\/strong>\uff0c\u5229\u7528 <strong>GSPO<\/strong>\u5168\u9762\u63d0\u5347\u6a21\u578b\u5728\u6587\u672c\u3001\u56fe\u50cf\u3001\u89c6\u9891\u548c\u97f3\u9891\u7b49\u591a\u6a21\u6001\u4e0a\u7684\u80fd\u529b\u548c\u7a33\u5b9a\u6027\u3002\u9488\u5bf9\u4e0d\u540c\u6a21\u6001\u4f7f\u7528\u4e24\u7c7b\u5956\u52b1\u4fe1\u53f7\uff1a<\/p>\n\n\n\n<ul><li><strong>\u89c4\u5219\u57fa\u5956\u52b1\uff08Rule-based Reward\uff09<\/strong>\uff1a\u7528\u4e8e\u53ef\u9a8c\u8bc1\u7684\u591a\u6a21\u6001\u4efb\u52a1\uff08\u5982\u6570\u5b66\u3001\u7f16\u7801\u3001\u6307\u4ee4\u9075\u5faa\uff09\uff0c\u5956\u52b1\u4fe1\u53f7\u6e90\u81ea\u9884\u5b9a\u4e49\u89c4\u5219\uff0c\u53ef\u9ad8\u7cbe\u5ea6\u8bc4\u4f30\u6a21\u578b\u8f93\u51fa\u7684\u6b63\u786e\u6027\uff0c\u907f\u514d\u5956\u52b1\u6f0f\u6d1e\uff08reward hacking\uff09\u3002<\/li><li><strong>\u6a21\u578b\u57fa\u5956\u52b1\uff08Model-based Reward\uff09<\/strong>\uff1a\u7528\u4e8e\u7f3a\u4e4f\u5ba2\u89c2\u8bc4\u4ef7\u6307\u6807\u7684\u591a\u6a21\u6001\u4efb\u52a1\uff0c\u91c7\u7528 LLM \u4f5c\u4e3a\u8bc4\u4f30\u8005\uff08LLM-as-a-judge\uff09\u534f\u8bae\u3002\u901a\u7528\u4efb\u52a1\u7531 Qwen3 \u62c5\u4efb\u8bc4\u4f30\uff0c\u89c6\u89c9-\u8bed\u8a00\u4efb\u52a1\u7531 Qwen2.5-VL \u62c5\u4efb\u8bc4\u4f30\u3002\u8bc4\u4f30\u8fc7\u7a0b\u4e2d\uff0cLLM \u53ef\u83b7\u53d6\u5bf9\u5e94\u7684\u771f\u5b9e\u7b54\u6848\u6216\u53c2\u8003\u7b54\u6848\uff0c\u4ee5\u5b9e\u73b0\u66f4\u7a33\u5065\u3001\u53ef\u9760\u7684\u8bc4\u4ef7\u3002<\/li><\/ul>\n\n\n\n<h3>Talker<\/h3>\n\n\n\n<p>\u5bf9 <strong>Talker<\/strong> \u91c7\u7528\u56db\u9636\u6bb5\u8bad\u7ec3\uff0c\u4f7f Qwen3-Omni \u80fd\u591f\u540c\u65f6\u751f\u6210\u6587\u672c\u4e0e\u8bed\u97f3\u54cd\u5e94\u3002\u8bad\u7ec3\u6570\u636e\u7edf\u4e00\u91c7\u7528 ChatML \u683c\u5f0f\uff0c\u786e\u4fdd\u4e0e Thinker \u7684\u4e00\u81f4\u6027\u3002<\/p>\n\n\n\n<ol><li><strong>\u7b2c\u4e00\u9636\u6bb5<\/strong>\uff1a\u4f7f\u7528\u6570\u4ebf\u6761\u5e26\u591a\u6a21\u6001\u4e0a\u4e0b\u6587\u7684\u8bed\u97f3\u6570\u636e\u8bad\u7ec3 Talker\uff0c\u5efa\u7acb\u4ece\u591a\u6a21\u6001\u8868\u793a\u5230\u8bed\u97f3\u7684\u5355\u8c03\u6620\u5c04\u5173\u7cfb\u3002<\/li><li><strong>\u7b2c\u4e8c\u9636\u6bb5<\/strong>\uff1a\u8fdb\u884c\u9ad8\u8d28\u91cf\u6570\u636e\u7684\u6301\u7eed\u9884\u8bad\u7ec3\uff08Continual Pretraining, CPT\uff09\uff0c\u7f13\u89e3\u7b2c\u4e00\u9636\u6bb5\u566a\u58f0\u6570\u636e\u5bfc\u81f4\u7684\u5e7b\u89c9\u95ee\u9898\uff0c\u663e\u8457\u63d0\u5347\u8bed\u97f3\u751f\u6210\u8d28\u91cf\u3002\u540c\u65f6\u8fdb\u884c\u957f\u4e0a\u4e0b\u6587\u8bad\u7ec3\uff0c\u589e\u5f3a Talker \u5904\u7406\u957f\u590d\u6742\u8f93\u5165\u5e76\u751f\u6210\u8bed\u5883\u9002\u914d\u8bed\u97f3\u7684\u80fd\u529b\u3002<\/li><li><strong>\u7b2c\u4e09\u9636\u6bb5<\/strong>\uff1a\u6784\u5efa\u591a\u8bed\u8a00\u8bed\u97f3\u504f\u597d\u5bf9\uff08preference pairs\uff09\uff0c\u901a\u8fc7 <strong>\u76f4\u63a5\u504f\u597d\u4f18\u5316\uff08Direct Preference Optimization, DPO\uff09<\/strong>\u63d0\u5347\u591a\u8bed\u8a00\u8bed\u97f3\u751f\u6210\u7684\u6cdb\u5316\u80fd\u529b\u548c\u7cfb\u7edf\u7a33\u5b9a\u6027\u3002<\/li><li><strong>\u7b2c\u56db\u9636\u6bb5<\/strong>\uff1a\u5bf9\u57fa\u6a21\u578b\u8fdb\u884c\u8bf4\u8bdd\u4eba\u5fae\u8c03\uff08speaker fine-tuning\uff09\uff0c\u4f7f Talker \u53ef\u4ee5\u91c7\u7528\u7279\u5b9a\u58f0\u97f3\uff0c\u5e76\u4f18\u5316\u8bed\u97f3\u81ea\u7136\u5ea6\u3001\u8868\u73b0\u529b\u548c\u53ef\u63a7\u6027\u3002<\/li><\/ol>\n\n\n\n<h3>Captioner<\/h3>\n\n\n\n<p>\u5b57\u5e55\u751f\u6210\u662f\u591a\u6a21\u6001\u7406\u89e3\u7684\u57fa\u7840\u4efb\u52a1\uff0c\u4e5f\u662f\u5927\u578b\u591a\u6a21\u6001\u6a21\u578b\u8bad\u7ec3\u4e0e\u8bc4\u4f30\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u5206\u3002\u7136\u800c\uff0c\u73b0\u6709\u7814\u7a76\u5927\u591a\u96c6\u4e2d\u5728\u89c6\u89c9\u5b57\u5e55\u751f\u6210\uff0c\u8f83\u5c11\u5173\u6ce8\u97f3\u9891\u6a21\u6001\uff0c\u800c\u542c\u89c9\u611f\u77e5\u662f\u4eba\u7c7b\u611f\u77e5\u4e0e\u4ea4\u4e92\u7684\u91cd\u8981\u7ec4\u6210\u3002\u4e3a\u5f25\u8865\u8fd9\u4e00\u7a7a\u767d\u5e76\u63a8\u52a8\u591a\u6a21\u6001\u611f\u77e5\u7814\u7a76\uff0c\u6211\u4eec\u63d0\u51fa <strong>Qwen3-Omni-30BA3B-Captioner<\/strong>\u3002\u8be5\u6a21\u578b\u901a\u8fc7\u5728\u5927\u89c4\u6a21\u97f3\u9891\u63cf\u8ff0\u6570\u636e\u96c6\u4e0a\u5fae\u8c03 Qwen3-Omni-30B-A3B \u5f97\u5230\uff0c\u53ef\u4e3a\u4efb\u610f\u97f3\u9891\u8f93\u5165\u751f\u6210\u8be6\u7ec6\u3001\u4f4e\u5e7b\u89c9\u7684\u5b57\u5e55\u3002<\/p>\n\n\n\n<h2>Evaluation<\/h2>\n\n\n\n<p>\u5bf9\u4e00\u7cfb\u5217\u6a21\u578b\u8fdb\u884c\u4e86\u5168\u9762\u8bc4\u4f30\uff0c\u5305\u62ec <strong>Qwen3-Omni-30B-A3B-Instruct<\/strong>\u3001<strong>Qwen3-Omni-30B-A3B-Thinking<\/strong> \u4ee5\u53ca\u4e24\u6b3e\u5185\u90e8\u5f00\u53d1\u7684\u53d8\u4f53 <strong>Qwen3-Omni-Flash-Instruct<\/strong> \u548c <strong>Qwen3-Omni-Flash-Thinking<\/strong>\u3002\u8fd9\u4e9b \u201cFlash\u201d \u6a21\u578b\u65e8\u5728\u63d0\u5347\u8ba1\u7b97\u6548\u7387\u548c\u6027\u80fd\uff0c\u540c\u65f6\u5f15\u5165\u65b0\u529f\u80fd\uff0c\u5c24\u5176\u662f\u5bf9\u591a\u65b9\u8a00\u7684\u652f\u6301\u3002\u8bc4\u4f30\u7ed3\u679c\u5206\u4e3a\u4e24\u5927\u7c7b\uff1a<strong>\u7406\u89e3\u80fd\u529b\uff08X\u2192Text\uff09<\/strong> \u548c <strong>\u8bed\u97f3\u751f\u6210\u80fd\u529b\uff08X\u2192Speech\uff09<\/strong>\u3002<\/p>\n\n\n\n<h3>X\u2192Text \u8bc4\u4f30<\/h3>\n\n\n\n<p>Qwen3-Omni \u7406\u89e3\u5404\u79cd\u591a\u6a21\u6001\u8f93\u5165\uff08\u6587\u672c\u3001\u97f3\u9891\u3001\u89c6\u89c9\u4ee5\u53ca\u89c6\u542c\u89c6\u9891\uff09\u5e76\u751f\u6210\u6587\u672c\u54cd\u5e94\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<p><strong>\u6587\u672c\u2192\u6587\u672c<\/strong>\uff1a\u8bc4\u4f30\u901a\u7528\u4efb\u52a1\u3001\u63a8\u7406\u80fd\u529b\u3001\u7f16\u7801\u80fd\u529b\u3001\u5bf9\u9f50\u4efb\u52a1\u3001\u4ee3\u7406\uff08Agent\uff09\u4ee5\u53ca\u591a\u8bed\u8a00\u4efb\u52a1\u3002<\/p>\n\n\n\n<ol><li>\u88684 \uff1a<strong>Qwen3-Omni-30B-A3B-Instruct<\/strong> \u7684\u6027\u80fd\u5728\u591a\u4e2a\u57fa\u51c6\u4efb\u52a1\u4e2d<strong>\u8d85\u8fc7<\/strong> \u4e86\u66f4\u5927\u7684\u5f00\u6e90\u6a21\u578b <strong>Qwen3-235B-A22B Non-Thinking<\/strong> \u4ee5\u53ca\u5f3a\u5927\u7684\u95ed\u6e90\u6a21\u578b <strong>GPT-4o-0327<\/strong><\/li><li>\u88685\uff1a<strong>Qwen3-Omni-30B-A3B-Thinking<\/strong> \u7684\u8868\u73b0\u4e0e <strong>Gemini-2.5-Flash-Thinking<\/strong> \u4ee5\u53ca<strong>Qwen3-235B-A22B Non-Thinking<\/strong> \u63a5\u8fd1\u3002<\/li><li><strong>Qwen3-Omni-30B-A3B<\/strong> \u5728\u6587\u672c\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u4e5f\u4e0e\u5176\u5bf9\u5e94\u7684\u7eaf\u6587\u672c\u6a21\u578b\u7248\u672c\u4fdd\u6301\u4e00\u81f4\uff0c\u5305\u62ec\uff1a<strong>Qwen3-30B-A3B-Instruct-2507<\/strong>\u3001<strong>Qwen3-30B-A3B-Thinking-2507<\/strong><\/li><\/ol>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"769\" height=\"565\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image.png\" alt=\"\" class=\"wp-image-29588\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image.png 769w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-300x220.png 300w\" sizes=\"(max-width: 769px) 100vw, 769px\" \/><\/figure>\n\n\n\n<p><strong>\u97f3\u9891\u2192\u6587\u672c<\/strong>\uff1a\u5206\u4e3a\u57fa\u7840\u97f3\u9891\u4efb\u52a1\u548c\u9ad8\u7ea7\u97f3\u9891\u4efb\u52a1\u4e24\u7c7b\u3002\u57fa\u7840\u4efb\u52a1\u5305\u62ec\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u3001\u8bed\u97f3\u8f6c\u6587\u672c\uff08S2TT\uff09\u4ee5\u53ca\u97f3\u4e50\u7406\u89e3\uff1b\u9ad8\u7ea7\u4efb\u52a1\u5305\u62ec\u8bed\u97f3\u804a\u5929\u548c\u97f3\u9891\u63a8\u7406\u3002\u53e6\u5916\uff0c\u8fd8\u8bc4\u4f30\u6a21\u578b\u5728\u5404\u79cd\u97f3\u4e50\u4fe1\u606f\u68c0\u7d22\u4efb\u52a1\u4e0a\u7684\u80fd\u529b\uff0c\u5982\u6d41\u6d3e\u8bc6\u522b\u3001\u60c5\u611f\u4e0e\u4e3b\u9898\u8bc6\u522b\u3001\u4e50\u5668\u8bc6\u522b\u4ee5\u53ca\u97f3\u4e50\u5173\u952e\u8bcd\u6807\u6ce8\u3002<\/p>\n\n\n\n<p>\u8868 6 \u6240\u793a\uff0cQwen3-Omni-Instruct \u5728 Librispeech\u3001Wenetspeech\u3001Fleurs\u3001CommonVoice\u3001Opencpop-test \u4ee5\u53ca MIR-1K\uff08vocal\uff09\u7b49\u6570\u636e\u96c6\u4e0a\u53d6\u5f97\u4e86\u82f1\u8bed\u4e0e\u4e2d\u6587 ASR \u4ee5\u53ca\u6b4c\u8bcd\u8bc6\u522b\u7684\u6700\u65b0\u6700\u4f18\u6027\u80fd\uff08SOTA\uff09\u3002\u5728\u591a\u8bed\u8a00 ASR \u548c S2TT \u4efb\u52a1\u4e0a\uff0cQwen3-Omni \u7684\u8868\u73b0\u540c\u6837\u4f18\u4e8e\u6216\u53ef\u4e0e\u5176\u4ed6\u4e13\u4e1a\u6a21\u578b\u6216\u901a\u7528\u6a21\u578b\uff08\u5982 Voxtral-Small \u548c Gemini-2.5-Pro\uff09\u5ab2\u7f8e\u3002\u8fd9\u4e9b\u7ed3\u679c\u8868\u660e Qwen3-Omni \u5728\u8bed\u97f3\u8bc6\u522b\u4e0e\u8bed\u97f3\u7ffb\u8bd1\u4efb\u52a1\u4e0a\u5177\u5907\u975e\u5e38\u5f3a\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"769\" height=\"493\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-1.png\" alt=\"\" class=\"wp-image-29595\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-1.png 769w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-1-300x192.png 300w\" sizes=\"(max-width: 769px) 100vw, 769px\" \/><\/figure>\n\n\n\n<p>\u6b64\u5916\uff0c\u5982\u8868 7 \u6240\u793a\uff0c<strong>Qwen3-Omni-Thinking \u5728 VoiceBench \u4e0a\u53d6\u5f97\u4e86 89.5 \u7684\u5e73\u5747\u5f97\u5206<\/strong>\uff0c\u8d85\u8fc7\u4e86\u9664 Gemini-2.5-Pro\uff0889.6\uff09\u4e4b\u5916\u7684\u6240\u6709\u5176\u4ed6\u97f3\u9891\u5927\u6a21\u578b\uff0c\u5c55\u73b0\u51fa\u4f18\u79c0\u7684\u8bed\u97f3\u4ea4\u4e92\u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"961\" height=\"367\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-2.png\" alt=\"\" class=\"wp-image-29596\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-2.png 961w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-2-300x115.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-2-768x293.png 768w\" sizes=\"(max-width: 961px) 100vw, 961px\" \/><\/figure>\n\n\n\n<p>\u5728\u97f3\u9891\u63a8\u7406\u65b9\u9762\uff0cQwen3-Omni \u540c\u6837\u8868\u73b0\u7a81\u51fa\uff1a\u5728 MMAU \u57fa\u51c6\u4e0a\u8d85\u8d8a\u4e86\u5f3a\u5927\u7684\u95ed\u6e90\u6a21\u578b Gemini-2.5-Pro \u4e0e Gemini-2.5-Flash\uff0c\u5728 MMSU \u4e0a\u8d85\u8fc7\u4e86 Gemini-2.5-Flash \u548c GPT-4o-Audio\u3002<\/p>\n\n\n\n<p>\u8868 8 \u4e2d\u5c06 Qwen3-Omni-Instruct \u4e0e\u901a\u7528\u97f3\u9891\u8bed\u8a00\u6a21\u578b\u548c\u4e13\u4e1a\u97f3\u4e50\u6a21\u578b\u8fdb\u884c\u4e86\u6bd4\u8f83\u3002<strong>Qwen3-Omni-Instruct \u5728 RUL-MuchoMusic \u4e0a\u53d6\u5f97\u4e86\u6700\u65b0\u6700\u4f18\uff08SOTA\uff09\u8868\u73b0<\/strong>\u3002\u5728 GTZAN\u3001MTG-Jamendo \u4ee5\u53ca MagnaTagATune \u4e0a\uff0cQwen3-Omni-Instruct \u7684\u5f97\u5206\u4e5f\u663e\u8457\u8d85\u8fc7\u4e86\u5176\u4ed6\u97f3\u9891\u8bed\u8a00\u6a21\u578b\uff08\u5305\u62ec Gemini-2.5-Pro \u548c GPT-4o-Audio\uff09\uff0c\u5e76\u8d85\u8fc7\u4e86\u5728\u8fd9\u4e9b\u6570\u636e\u96c6\u4e0a\u6d4b\u8bd5\u7684\u591a\u79cd\u81ea\u76d1\u7763\u97f3\u4e50\u4e13\u4e1a\u6a21\u578b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"942\" height=\"385\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-3.png\" alt=\"\" class=\"wp-image-29598\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-3.png 942w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-3-300x123.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-3-768x314.png 768w\" sizes=\"(max-width: 942px) 100vw, 942px\" \/><\/figure>\n\n\n\n<p><strong>\u89c6\u89c9\u2192\u6587\u672c<\/strong>\uff1a\u901a\u7528\u89c6\u89c9\u95ee\u7b54\u80fd\u529b\u3001\u6570\u5b66\u4e0e STEM \u63a8\u7406\u80fd\u529b\u3001\u6587\u6863\u7406\u89e3\u80fd\u529b\u3001\u6570\u503c\u63a8\u7406\u4e0e\u8ba1\u6570\u80fd\u529b\u3001\u52a8\u6001\u89c6\u89c9\u6570\u636e\u7406\u89e3\u80fd\u529b\u3002\u5c06 <strong>Qwen3-Omni-Instruct<\/strong> \u4e0e <strong>Qwen2.5-VL-72B<\/strong> \u4ee5\u53ca\u5176\u4ed6\u8868\u73b0\u4f18\u5f02\u7684\u95ed\u6e90\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u4e86\u5bf9\u6bd4\u3002\u5982\u8868 9 \u6240\u793a\uff0c<strong>Qwen3-Omni-Instruct \u7684\u6574\u4f53\u8868\u73b0\u4e0e Qwen2.5-VL-72B \u76f8\u5f53<\/strong>\uff0c\u5e76\u4e14\u5728 <strong>\u6570\u5b66\u4e0e STEM \u76f8\u5173\u4efb\u52a1<\/strong>\uff08\u5982 MMMU-Pro overall\u3001MathVista mini\u3001MATH-Vision full\uff09\u4e0a\u53d6\u5f97\u4e86<strong>\u4f18\u4e8e GPT-4o \u548c Gemini-2.0-Flash<\/strong> \u7684\u6210\u7ee9\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"970\" height=\"570\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-4.png\" alt=\"\" class=\"wp-image-29600\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-4.png 970w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-4-300x176.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-4-768x451.png 768w\" sizes=\"(max-width: 970px) 100vw, 970px\" \/><\/figure>\n\n\n\n<p><strong>Qwen3-Omni-Thinking<\/strong> \u4e0e\u591a\u79cd\u6700\u5148\u8fdb\u63a8\u7406\u6a21\u578b\u8fdb\u884c\u4e86\u6bd4\u8f83\u3002<br>\u8868 10 \u7684\u7ed3\u679c\u663e\u793a\uff0c\u6211\u4eec\u63d0\u51fa\u7684\u6a21\u578b\u53d6\u5f97\u4e86\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\u3002\u4f8b\u5982\uff0c\u5728 <strong>\u6570\u5b66\u4e0e STEM \u57fa\u51c6<\/strong> \u4e0a\uff0c\u5b83\u6bd4 Qwen3-Omni-Instruct \u57fa\u7ebf\u63d0\u5347\u4e86 <strong>4.4 \u4e2a\u70b9<\/strong>\u3002<br>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c<strong>Qwen3-Omni-30B-A3B-Thinking<\/strong> \u7684\u6027\u80fd\u5df2\u7ecf\u53ef\u4e0e\u89c4\u6a21\u66f4\u5927\u7684\u6a21\u578b\u76f8\u5ab2\u7f8e\uff0c\u5c55\u73b0\u4e86\u5728 <strong>\u6027\u80fd\u4e0e\u8ba1\u7b97\u6548\u7387\u4e4b\u95f4\u7684\u4f18\u79c0\u5e73\u8861<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"955\" height=\"568\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-5.png\" alt=\"\" class=\"wp-image-29601\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-5.png 955w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-5-300x178.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-5-768x457.png 768w\" sizes=\"(max-width: 955px) 100vw, 955px\" \/><\/figure>\n\n\n\n<p>\u7136\u800c\uff0c\u8be5\u6a21\u578b\u4ecd\u5b58\u5728\u4e00\u4e2a\u9650\u5236\uff1a\u5728 <strong>\u957f\u89c6\u9891\u4efb\u52a1<\/strong> \u4e0a\u8868\u73b0\u4e0d\u4f73\u3002\u539f\u56e0\uff1a1\u3001<strong>\u4f4d\u7f6e\u5916\u63a8\u80fd\u529b\u6709\u9650<\/strong>\uff08positional extrapolation\uff092\u3001\u4e0a\u4e0b\u6587\u957f\u5ea6\u53d7\u9650<\/p>\n\n\n\n<p><strong>\u97f3\u89c6\u9891\u2192\u6587\u672c<\/strong>\uff1a\u5728 WorldSense \u8fdb\u884c\u57fa\u51c6\u6d4b\u8bd5\u4ee5\u53ca\u4e24\u4e2a\u89c6\u542c\u63a8\u7406\u57fa\u51c6\u8fdb\u884c\u6d4b\u8bd5\u3002\u5728 <strong>\u901a\u7528\u7406\u89e3\u4efb\u52a1<\/strong> \u4e2d\uff0cQwen3-Omni-Instruct \u5728 <strong>WorldSense<\/strong> \u57fa\u51c6\u4e0a\u5b9e\u73b0\u4e86<strong>\u5f53\u524d\u6700\u4f73\u6027\u80fd<\/strong>\uff0c\u5e76\u4ee5\u663e\u8457\u4f18\u52bf\u8d85\u8d8a\u4e86\u5176\u4ed6 Omni \u6a21\u578b\u3002\u8be5\u7ed3\u679c\u8868\u660e\u5176\u5728\u57fa\u7840\u591a\u6a21\u6001\u4fe1\u606f\u878d\u5408\u65b9\u9762\u5177\u6709\u5353\u8d8a\u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"952\" height=\"360\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-6.png\" alt=\"\" class=\"wp-image-29602\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-6.png 952w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-6-300x113.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-6-768x290.png 768w\" sizes=\"(max-width: 952px) 100vw, 952px\" \/><\/figure>\n\n\n\n<h3>X\u2192Speech \u8bc4\u4f30<\/h3>\n\n\n\n<p>\u8bc4\u4f30\u4e3b\u8981\u96c6\u4e2d\u5728<strong>\u7ed9\u5b9a\u6587\u672c\u6761\u4ef6\u4e0b\u7684\u8bed\u97f3\u751f\u6210<\/strong>\uff0c\u5373\u4e0e\u6587\u672c\u5230\u8bed\u97f3\uff08TTS\uff09\u4efb\u52a1\u7684\u76f8\u4f3c\u6027\uff0c\u8bc4\u4f30\u5185\u5bb9\u5305\u62ec\u4ee5\u4e0b\u4e09\u4e2a\u65b9\u9762\uff1a<\/p>\n\n\n\n<ul><li>\u96f6\u6837\u672c\u8bed\u97f3\u751f\u6210\uff1a\u5185\u5bb9\u4e00\u81f4\u6027\uff08WER\uff0c\u5b57\u9519\u8bef\u7387\uff09\u548c\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u6027\uff08SIM\uff09\u65b9\u9762\u7684\u8868\u73b0<\/li><li>\u591a\u8bed\u8a00\u8bed\u97f3\u751f\u6210\uff1a\u8bc4\u4f30\u6a21\u578b\u5728\u96f6\u6837\u672c\u6761\u4ef6\u4e0b\u751f\u6210\u591a\u8bed\u8a00\u8bed\u97f3\u7684\u5185\u5bb9\u4e00\u81f4\u6027\u4e0e\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u6027\u3002<\/li><li>\u8de8\u8bed\u8a00\u8bed\u97f3\u751f\u6210\uff1a\u8bc4\u4f30\u6a21\u578b\u5728\u96f6\u6837\u672c\u6761\u4ef6\u4e0b\u8fdb\u884c\u8de8\u8bed\u8a00\u8bed\u97f3\u751f\u6210\u7684\u5185\u5bb9\u4e00\u81f4\u6027\u3002<\/li><\/ul>\n\n\n\n<p>\u96f6\u6837\u672c\u8bed\u97f3\u751f\u6210\uff1a<\/p>\n\n\n\n<p>\u5982\u8868 13 \u6240\u793a\uff0cQwen3-Omni \u5c55\u73b0\u4e86 <strong>\u9ad8\u5ea6\u7ade\u4e89\u529b\u7684\u6027\u80fd<\/strong>\uff0c\u51f8\u663e\u4e86\u5176\u901a\u8fc7\u9884\u8bad\u7ec3\u53ca\u6301\u7eed\u9884\u8bad\u7ec3\u6240\u83b7\u5f97\u7684<strong>\u7a33\u5065\u8bed\u97f3\u7406\u89e3\u4e0e\u751f\u6210\u80fd\u529b<\/strong>\u3002\u6b64\u5916\uff0c\u901a\u8fc7 <strong>\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u4f18\u5316<\/strong>\uff0cQwen3-Omni \u5728\u8bed\u97f3\u751f\u6210\u7684\u7a33\u5b9a\u6027\u65b9\u9762\u4e5f\u53d6\u5f97\u4e86\u663e\u8457\u63d0\u5347\uff0c\u5e76\u5728 <strong>test-en<\/strong> \u6570\u636e\u96c6\u4e0a\u8fbe\u5230\u4e86\u6700\u4f73\u6027\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"945\" height=\"345\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-7.png\" alt=\"\" class=\"wp-image-29603\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-7.png 945w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-7-300x110.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-7-768x280.png 768w\" sizes=\"(max-width: 945px) 100vw, 945px\" \/><\/figure>\n\n\n\n<p>\u591a\u8bed\u8a00\u8bed\u97f3\u751f\u6210\uff1a<\/p>\n\n\n\n<p><strong>Qwen3-Omni<\/strong> \u652f\u6301\u8de8 <strong>10 \u79cd\u8bed\u8a00<\/strong> \u7684\u8bed\u97f3\u751f\u6210\u3002\u6211\u4eec\u5c06\u5176\u6027\u80fd\u4e0e <strong>MiniMax-Speech<\/strong> \u548c <strong>ElevenLabs Multilingual v2<\/strong> \u6a21\u578b\u5728\u591a\u8bed\u8a00\u8bed\u97f3\u751f\u6210\u4efb\u52a1\u4e0a\u8fdb\u884c\u4e86\u5bf9\u6bd4\u3002<\/p>\n\n\n\n<p>\u5982\u8868 14 \u6240\u793a\uff0cQwen3-Omni \u5728 <strong>\u4e2d\u6587\u3001\u82f1\u6587\u548c\u6cd5\u8bed<\/strong> \u7b49\u8bed\u8a00\u4e0a\u663e\u8457\u8d85\u8d8a\u4e86\u5176\u4ed6\u6a21\u578b\uff0c\u5e76\u5728\u5176\u4f59\u8bed\u8a00\u4e2d\u53d6\u5f97\u4e86<strong>\u5177\u6709\u7ade\u4e89\u529b\u7684\u7ed3\u679c<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"957\" height=\"414\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-8.png\" alt=\"\" class=\"wp-image-29604\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-8.png 957w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-8-300x130.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-8-768x332.png 768w\" sizes=\"(max-width: 957px) 100vw, 957px\" \/><\/figure>\n\n\n\n<p>\u8de8\u8bed\u8a00\u8bed\u97f3\u751f\u6210\u8bc4\u4f30\uff1aQwen3-Omni \u5728 <strong>any-to-en\uff08\u4efb\u610f\u8bed\u8a00\u5230\u82f1\u8bed\uff09<\/strong> \u548c <strong>any-to-ko\uff08\u4efb\u610f\u8bed\u8a00\u5230\u97e9\u8bed\uff09<\/strong> \u7684\u8bed\u97f3\u514b\u9686\u4efb\u52a1\u4e2d\u5747\u4f18\u4e8e CosyVoice3\u3002\u5728 <strong>any-to-ja\uff08\u4efb\u610f\u8bed\u8a00\u5230\u65e5\u8bed\uff09<\/strong> \u4efb\u52a1\u4e2d\uff0c\u5373\u4fbf <strong>\u672a\u8fdb\u884c\u6587\u672c\u89c4\u8303\u5316<\/strong>\uff0cQwen3-Omni \u4ecd\u80fd\u8fbe\u5230\u4e0e CosyVoice3 \u76f8\u5f53\u7684\u6027\u80fd\uff0c\u800c CosyVoice3 \u4f1a\u5c06\u6240\u6709\u65e5\u8bed\u5b57\u7b26\u8f6c\u6362\u4e3a\u5047\u540d\uff08kana\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"951\" height=\"403\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-9.png\" alt=\"\" class=\"wp-image-29605\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-9.png 951w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-9-300x127.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-9-768x325.png 768w\" sizes=\"(max-width: 951px) 100vw, 951px\" \/><\/figure>\n\n\n\n<h3>\u8de8\u6a21\u6001\u6027\u80fd\u4e0d\u9000\u5316\u8bc4\u4f30<\/h3>\n\n\n\n<p>\u7531\u4e8e\u4e0d\u540c\u6a21\u6001\u7684\u5f02\u8d28\u6027\uff0c\u6bcf\u79cd\u6a21\u6001\u90fd\u9700\u8981\u4e0d\u540c\u7684\u9884\u8bad\u7ec3\u76ee\u6807\u548c\u4f18\u5316\u6280\u672f\uff0c\u56e0\u6b64\u91c7\u7528\u6807\u51c6\u5316\u7684\u6570\u636e\u6574\u5408\u65b9\u6cd5\u53d8\u5f97\u4e0d\u5207\u5b9e\u9645\u3002\u4e3a\u4e86\u786e\u4fdd\u516c\u5e73\u800c\u4e25\u683c\u7684\u8bc4\u4f30\uff0c\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e00\u4e2a <strong>\u53d7\u63a7\u5bf9\u6bd4\u5b9e\u9a8c<\/strong>\u3002\u5177\u4f53\u65b9\u6cd5\u5982\u4e0b\uff1a\u6211\u4eec\u9884\u8bad\u7ec3\u4e86\u4e09\u4e2a\u53c2\u6570\u91cf\u5339\u914d\u7684\u6a21\u578b\uff1a\u4ec5\u6587\u672c\u57fa\u7ebf\u6a21\u578b\uff08text-only baseline\uff09\u3001\u4ec5\u89c6\u89c9\u57fa\u7ebf\u6a21\u578b\uff08vision-only baseline\uff09\u4ee5\u53ca\u591a\u6a21\u6001 \u201cOmni\u201d 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\u6a21\u578b\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u52a0\u5165\u4e86\u989d\u5916\u7684\u97f3\u9891\u548c\u89c6\u542c\u6570\u636e\u3002<\/p>\n\n\n\n<p>\u5982\u8868 16 \u6240\u793a\uff0c\u6211\u4eec\u8bc4\u4f30\u4e86\u6db5\u76d6\u591a\u79cd\u6a21\u6001\u7684\u7efc\u5408\u57fa\u51c6\uff0c\u5305\u62ec\uff1a\u6587\u672c\u6a21\u6001\uff08\u901a\u7528\u4efb\u52a1\u3001\u6570\u5b66\u4e0e STEM \u4efb\u52a1\u3001\u7f16\u7a0b\u4efb\u52a1\u3001\u591a\u8bed\u8a00\u4efb\u52a1\uff09\u3001\u89c6\u89c9\u6a21\u6001\uff08\u5927\u5b66\u6c34\u5e73\u95ee\u9898\u3001OCR \u76f8\u5173\u4efb\u52a1\uff09\u4ee5\u53ca\u89c6\u9891\u6a21\u6001\uff08\u89c6\u9891\u7406\u89e3\u4efb\u52a1\uff09\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff1a<\/p>\n\n\n\n<ol class=\"has-light-gray-background-color has-background\"><li><strong>\u5728\u6587\u672c\u9884\u8bad\u7ec3\u7684\u65e9\u671f\u9636\u6bb5\u6df7\u5408\u5355\u6a21\u6001\u4e0e\u8de8\u6a21\u6001\u6570\u636e\uff0c\u53ef\u4ee5\u5728\u6240\u6709\u6a21\u6001\u4e0a\u5b9e\u73b0\u66f4\u4f18\u6027\u80fd\uff1b<\/strong><\/li><li><strong>\u8054\u5408\u591a\u6a21\u6001\u8bad\u7ec3\u80fd\u591f\u4fc3\u8fdb\u4e0d\u540c\u6a21\u6001\u4e4b\u95f4\u7684\u76f8\u4e92\u589e\u5f3a\uff0c\u4ece\u800c\u63d0\u5347\u5355\u6a21\u6001\u7684\u8868\u73b0\uff1b<\/strong><\/li><\/ol>\n\n\n\n<p>\u8fd9\u5145\u5206\u5c55\u793a\u4e86 <strong>Qwen3-Omni \u5728\u591a\u6837\u5316\u8bc4\u4f30\u6807\u51c6\u4e0b\u7684\u901a\u7528\u6027\u4e0e\u7a33\u5065\u6027<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"955\" height=\"775\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-10.png\" alt=\"\" class=\"wp-image-29607\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-10.png 955w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-10-300x243.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-10-768x623.png 768w\" sizes=\"(max-width: 955px) 100vw, 955px\" \/><\/figure>\n\n\n\n<p>\u6839\u636e\u8868 16 \u53ca\u5185\u90e8\u5b9e\u9a8c\u7ed3\u679c\uff0c\u6211\u4eec\u89c2\u5bdf\u5230<strong>\u4ee5\u4e0b\u89c4\u5f8b\uff1a<\/strong><\/p>\n\n\n\n<ol class=\"has-light-pink-background-color has-background\"><li><strong>\u9884\u8bad\u7ec3\u65e9\u671f\u7684\u591a\u6a21\u6001\u878d\u5408\u5141\u8bb8\u8bed\u8a00\u6a21\u578b\u4e0e\u89c6\u89c9\u6216\u97f3\u9891\u5171\u540c\u8bad\u7ec3\uff0c\u800c\u4e0d\u4f1a\u5bfc\u81f4\u8bed\u8a00\u80fd\u529b\u4e0b\u964d\uff1b<\/strong><\/li><li><strong>\u6587\u672c\u6a21\u6001\u7684\u52a0\u5165\u663e\u8457\u63d0\u5347\u4e86\u89c6\u89c9\u548c\u97f3\u9891\u7684\u6027\u80fd\uff0c\u4f46\u4ece\u89c6\u89c9\u6216\u97f3\u9891\u4fe1\u53f7\u4e2d\u5e76\u672a\u89c2\u5bdf\u5230\u8bed\u8a00\u80fd\u529b\u7684\u663e\u8457\u63d0\u5347\uff1b<\/strong><\/li><li><strong>\u4ece\u7ecf\u9a8c\u6765\u770b\uff0c\u52a0\u5165\u97f3\u9891\u6570\u636e\u53ef\u4ee5\u6301\u7eed\u63d0\u5347\u89c6\u89c9\u6a21\u6001\u5728 MMMU \u57fa\u51c6\u548c OCR \u76f8\u5173\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u3002<\/strong><\/li><\/ol>\n\n\n\n<h2>\u7ed3\u8bba\uff1a<\/h2>\n\n\n\n<p><strong>Qwen3-Omni \u662f\u4e00\u4e2a\u91cc\u7a0b\u7891<\/strong>\uff1a\u636e\u6211\u4eec\u6240\u77e5\uff0c\u5b83\u9996\u6b21\u63d0\u4f9b\u4e86\u8bc1\u636e\u8868\u660e\uff0c<strong>\u5b8c\u5168\u6574\u5408\u7684\u7aef\u5230\u7aef\u591a\u6a21\u6001\u8bad\u7ec3\u53ef\u4ee5\u5728\u4e0d\u964d\u4f4e\u6838\u5fc3\u8bed\u8a00\u80fd\u529b\u548c\u5176\u4ed6\u6a21\u6001\u8868\u73b0\u7684\u60c5\u51b5\u4e0b\u5b9e\u73b0<\/strong>\u3002\u6211\u4eec\u5e0c\u671b\u4e0e\u5b66\u672f\u793e\u533a\u5206\u4eab\u8fd9\u4e9b\u6210\u679c\uff0c\u5e76\u671f\u5f85\u80fd\u591f\u6fc0\u53d1\u66f4\u591a\u76f8\u5173\u7814\u7a76\u3002<\/p>\n\n\n\n<p>\u672a\u6765\u5de5\u4f5c\u4e2d\uff0c\u6211\u4eec\u8ba1\u5212\u5728\u591a\u4e2a\u65b9\u5411\u8fdb\u4e00\u6b65\u63a8\u8fdb\u6a21\u578b\u53d1\u5c55\uff0c<strong>\u5305\u62ec\u591a\u8bf4\u8bdd\u4eba\u8bed\u97f3\u8bc6\u522b\uff08multi-speaker ASR\uff09<\/strong>\u3001\u89c6\u9891 OCR\u3001\u89c6\u542c\u4e3b\u52a8\u5b66\u4e60\uff0c\u4ee5\u53ca\u589e\u5f3a\u5bf9\u57fa\u4e8e\u4ee3\u7406\uff08agent\uff09\u5de5\u4f5c\u6d41\u548c\u51fd\u6570\u8c03\u7528\u7684\u652f\u6301\u3002<\/p>\n\n\n\n<h2><strong><em>\u76f8\u5173\u77e5\u8bc6\u8865\u5145\uff1a<\/em><\/strong><\/h2>\n\n\n\n<ol><li><strong><em>\u5173\u4e8e <a rel=\"noreferrer noopener\" href=\"https:\/\/zhuanlan.zhihu.com\/p\/676655352\" target=\"_blank\">Flash Attention\u539f\u7406\u8be6\u89e3<\/a><\/em><\/strong><\/li><li><strong><em><a rel=\"noreferrer noopener\" href=\"https:\/\/zhuanlan.zhihu.com\/p\/18056041194\" target=\"_blank\">deepseek\u6280\u672f\u89e3\u8bfb(2)  &#8211;  MTP\uff08Multi-Token Prediction\uff09\u7684\u524d\u4e16\u4eca\u751f<\/a><\/em><\/strong><\/li><\/ol>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img loading=\"lazy\" src=\"https:\/\/picx.zhimg.com\/v2-45e640b4d0c6dec6f58456e815eaf907_r.jpg\" alt=\"\" width=\"690\" height=\"308\"\/><figcaption><strong>Deepseek MTP\u5b9e\u73b0<\/strong><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>&nbsp;Qwen3-Omni&nbsp;\uff0c\u8fd9\u662f\u4e00\u4e2a\u539f\u751f\u7aef\u5230\u7aef\u7684\u591a\u8bed\u8a00\u5168\u6a21\u6001\u57fa\u7840\u6a21\u578b\u3002\u5b83\u65e8\u5728\u5904\u7406\u5305\u62ec\u6587\u672c\u3001\u56fe &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2025\/12\/01\/qwen3-omni\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">Qwen3-Omni \uff1a\u539f\u751f\u7aef\u5230\u7aef\u7684\u591a\u8bed\u8a00\u5168\u6a21\u6001\u5927\u6a21\u578b<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[42,40,4,9,38,43,34],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/29037"}],"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=29037"}],"version-history":[{"count":97,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/29037\/revisions"}],"predecessor-version":[{"id":29612,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/29037\/revisions\/29612"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=29037"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=29037"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=29037"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}