{"id":26981,"date":"2025-06-28T20:32:18","date_gmt":"2025-06-28T12:32:18","guid":{"rendered":"http:\/\/139.9.1.231\/?p=26981"},"modified":"2025-07-09T19:12:43","modified_gmt":"2025-07-09T11:12:43","slug":"mindgpt-4o-audio","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2025\/06\/28\/mindgpt-4o-audio\/","title":{"rendered":"\u7406\u60f3\u540c\u5b66\uff1aMindGPT-4o-Audio\u5b9e\u65f6\u8bed\u97f3\u5bf9\u8bdd\u5927\u6a21\u578b"},"content":{"rendered":"\n<p class=\"has-text-align-center\"><strong><em>\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzkyNzc3ODYzMQ==&amp;mid=2247483808&amp;idx=1&amp;sn=15b2d0fc5c415066e9e85a0e17fa4094&amp;chksm=c313b6c42e4bac7f551e3ce6b314897e6c09b2829d202ae09b088c39b6208d14545221a82785&amp;mpshare=1&amp;scene=1&amp;srcid=06157RruwKQJDuZvxSmt0ALH&amp;sharer_shareinfo=4f156f5dabba628552a2429a555bca65&amp;sharer_shareinfo_first=4f156f5dabba628552a2429a555bca65#rd\">MindGPT-4o-Audio<\/a><\/em><\/strong><\/p>\n\n\n\n<p>\u7406\u60f3\u5b9e\u65f6\u8bed\u97f3\u5bf9\u8bdd\u5927\u6a21\u578bMindGPT-4o-Audio\u4e0a\u7ebf\uff0c\u4f5c\u4e3a\u5168\u6a21\u6001\u57fa\u5ea7\u6a21\u578bMindGPT-4o\u7684\u9884\u89c8preview\u7248\u672c\uff0cMindGPT-4o-Audio\u662f\u4e00\u6b3e\u5168\u53cc\u5de5\u3001\u4f4e\u5ef6\u8fdf\u7684\u8bed\u97f3\u7aef\u5230\u7aef\u6a21\u578b\uff0c\u53ef\u5b9e\u73b0\u50cf\u4eba\u7c7b\u4e00\u6837\u201c\u8fb9\u542c\u8fb9\u8bf4\u201d\u7684\u81ea\u7136\u5bf9\u8bdd\uff0c\u5e76\u5728\u8bed\u97f3\u77e5\u8bc6\u95ee\u7b54\u3001\u591a\u89d2\u8272\u9ad8\u8868\u73b0\u529b\u8bed\u97f3\u751f\u6210\u3001\u591a\u6837\u98ce\u683c\u63a7\u5236\u3001\u5916\u90e8\u5de5\u5177\u8c03\u7528\u7b49\u65b9\u9762\u8868\u73b0\u7a81\u51fa\uff0c\u8fbe\u5230\u4e86\u5ab2\u7f8e\u4eba\u4eba\u5bf9\u8bdd\u7684\u81ea\u7136\u4ea4\u4e92\u6c34\u5e73\u3002<\/p>\n\n\n\n<p><strong>\u6838\u5fc3\u529f\u80fd<\/strong><\/p>\n\n\n\n<ul><li><strong>\u200b&nbsp;<\/strong>\u5168\u53cc\u5de5\u8bed\u97f3\u5bf9\u8bdd\uff1a\u53ef\u540c\u65f6\u542c\u4e0e\u8bf4\uff0c\u544a\u522b\u201c\u4f60\u8bf4\u5b8c\u6211\u518d\u8bf4\u201d\u7684\u975e\u81ea\u7136\u4ea4\u4e92\u6a21\u5f0f\uff0c\u5ab2\u7f8e\u771f\u5b9e\u4eba\u7c7b\u5bf9\u8bdd\uff1b<\/li><li><strong>\u200b<\/strong>\u4f4e\u5ef6\u8fdf\uff1a\u7406\u89e3\u548c\u751f\u6210\u63a8\u7406\u5ef6\u8fdf260ms\uff0c\u5168\u94fe\u8def\u5cf0\u503c\u54cd\u5e94\u5ef6\u8fdf800ms\uff0c\u8054\u7f51\u641c\u7d22\u65f6\u5168\u94fe\u8def\u5ef6\u8fdf2000ms\uff1b<\/li><li>\u200b<strong>\u200b<\/strong>\u8bed\u97f3\u77e5\u8bc6\u95ee\u7b54\uff1a\u5e7f\u6cdb\u5b66\u4e60\u6d77\u91cf\u9ad8\u8d28\u91cf\u77e5\u8bc6\uff0c\u5177\u5907\u9ad8\u7cbe\u5ea6\u3001\u4f4e\u5e7b\u89c9\u7684\u77e5\u8bc6\u95ee\u7b54\u80fd\u529b\uff1b<\/li><li>\u200b<strong>\u200b<\/strong>\u591a\u89d2\u8272\u5bf9\u8bdd\uff1a\u591a\u89d2\u8272\u4f4e\u6210\u672c\u5b9a\u5236\uff0c\u5b9e\u73b0\u6709\u7075\u9b42\u3001\u6709\u6e29\u5ea6\u7684\u53e3\u8bed\u5bf9\u8bdd\uff1b<\/li><li>\u200b<strong>\u200b<\/strong>\u9ad8\u8868\u73b0\u529b\u8bed\u97f3\u751f\u6210\uff1a\u60c5\u5883\u611f\u77e5\u4e0b\u7684\u9ad8\u8868\u73b0\u529bTTS\u53ca\u53e3\u8bed\u5316\u7684\u8bed\u6c14\u8bcd\u4e0e\u526f\u8bed\u8a00\u751f\u6210\u80fd\u529b\uff1b<\/li><li>\u200b<strong>\u200b<\/strong>\u591a\u6837\u98ce\u683c\u63a7\u5236\uff1a\u591a\u79cd\u7279\u8272\u98ce\u683c\u3001\u53e3\u97f3\u3001IP\u4eba\u7269\u7684\u7406\u89e3\u3001\u63a7\u5236\u53ca\u751f\u6210\u80fd\u529b\uff0c\u7a33\u5b9a\u7684\u591a\u8f6e\u8fde\u7eed\u5bf9\u8bdd\u98ce\u683c\u8bb0\u5fc6\u80fd\u529b\uff1b<\/li><li>\u200b<strong>\u200b<\/strong>\u5916\u90e8\u5de5\u5177\u8c03\u7528\uff1a\u591a\u6a21\u6001\u4efb\u52a1\u89c4\u5212\u548c\u5de5\u5177\u8c03\u7528\uff0c\u652f\u6301\u5b9e\u65f6\u8054\u7f51\u7684\u65f6\u6548\u6027\u95ee\u7b54\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"784\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/640-1024x784.webp\" alt=\"\" class=\"wp-image-27004\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/640-1024x784.webp 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/640-300x230.webp 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/640-768x588.webp 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/640.webp 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h1>1.&nbsp;<strong>\u6a21\u578b\u80fd\u529b<\/strong><\/h1>\n\n\n\n<h2>\u200b1.1&nbsp;<strong>\u6574\u4f53\u7b97\u6cd5\u65b9\u6848&nbsp;<\/strong><\/h2>\n\n\n\n<p>MindGPT-4o-Audio\u662f\u4e00\u6b3e\u7ea7\u8054\u5f0f\u7684\u8bed\u97f3\u7aef\u5230\u7aef\u5927\u6a21\u578b\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u611f\u77e5-\u7406\u89e3-\u751f\u6210\u7684\u4e00\u4f53\u5316\u7aef\u5230\u7aef\u6d41\u5f0f\u751f\u6210\u67b6\u6784\u5b9e\u73b0\u5168\u53cc\u5de5\u3001\u4f4e\u5ef6\u8fdf\u7684\u8bed\u97f3\u5bf9\u8bdd\u3002\u5176\u4e2d\uff1a<\/p>\n\n\n\n<p>\u200b<strong>\u200b\u00b7&nbsp;MindGPT-4o-Audio Duplex\uff1a<\/strong>\u611f\u77e5\u6709\u6548\u8bed\u97f3\u8f93\u5165\uff0c\u5b9e\u73b0\u5bf9\u8bdd\u54cd\u5e94\u65f6\u673a\u5224\u5b9a\u3001\u6253\u65ad\u5224\u5b9a\u3001\u73af\u5883\u97f3\u62d2\u8bc6\u7b49\u529f\u80fd\uff1b<\/p>\n\n\n\n<p><strong>\u200b\u00b7&nbsp;<\/strong>\u200b<strong>MindGPT-4o LLM&nbsp;\uff1a<\/strong>\u7406\u89e3\u8bed\u97f3\u53ca\u8bed\u8a00\u6a21\u6001\u4fe1\u606f\uff0c\u7ecfMindGPT-4o-Audio Duplex\u5224\u5b9a\u4e3a\u6709\u6548\u4ea4\u4e92\u610f\u56fe\u7684\u97f3\u9891\uff0c\u901a\u8fc7\u97f3\u9891\u7f16\u7801\u5668\uff08Audio Encoder\uff09\u5b9e\u73b0\u6a21\u6001\u5bf9\u9f50\u540e\uff0c\u7531\u5927\u8bed\u8a00\u6a21\u578b(\u57fa\u4e8e\u7406\u60f3\u81ea\u7814\u63a8\u7406\u6a21\u578bMindGPT 3.0)\u81ea\u4e3b\u5224\u5b9a\u662f\u5426\u8c03\u7528\u5de5\u5177\uff0c\u6700\u7ec8\u5b8c\u6210\u4fe1\u606f\u7406\u89e3\u5e76\u751f\u6210\u9690\u5f0ftoken(\u89d2\u8272\/\u98ce\u683c\/\u6587\u672c\u9690\u5f0ftoken)\uff1b<\/p>\n\n\n\n<p><strong>\u200b\u00b7&nbsp;<\/strong>\u200b<strong>MindGPT-4o AudioHead\uff1a<\/strong>\u751f\u6210\u9ad8\u81ea\u7136\u5ea6\u7684\u8bed\u97f3\uff0c\u7ecfMindGPT-4o LLM&nbsp;\u751f\u6210\u7684token\u6d41\u5f0f\u8f93\u5165 AudioHead&nbsp;\u751f\u6210\u76f8\u5e94\u7684Audio token\uff0c\u901a\u8fc7\u6d41\u5f0f\u8bed\u97f3\u751f\u6210\u5668\uff08Streaming Speech Generator\uff09\uff0c\u6700\u7ec8\u751f\u6210\u591a\u6837\u5316\u7684\u98ce\u683c\u53ca\u89d2\u8272\u7684\u53e3\u8bed\u5316\u8bed\u97f3\u3002<\/p>\n\n\n\n<p>\u5728\u5404\u9879\u6743\u5a01\u97f3\u9891\u57fa\u51c6\u6d4b\u8bd5\u4ee5\u53ca\u8bed\u8a00\u7406\u89e3\u3001\u903b\u8f91\u63a8\u7406\u3001\u6307\u4ee4\u9075\u5faa\u7b49\u8bed\u8a00\u7406\u89e3\u4efb\u52a1\u4e0a\uff0cMindGPT-4o-Audio&nbsp;\u5df2\u8fbe\u5230\u884c\u4e1a\u9886\u5148\u6c34\u5e73\uff0c\u5728\u8bed\u97f3\u4ea4\u4e92\u8bc4\u6d4b\u57fa\u51c6VoiceBench\u591a\u7c7b\u8bc4\u6d4b\u4e2d\u5747\u663e\u8457\u9886\u5148\u884c\u4e1a\u9886\u5148\u7684\u540c\u7c7b\u6a21\u578b\u3002\u6b64\u5916\uff0c\u6211\u4eec\u5b9e\u9a8c\u53d1\u73b0\uff0c\u4e1a\u5185\u4e3b\u6d41\u7684\u8bed\u97f3\u7aef\u5230\u7aef\u6a21\u578b\u4e00\u822c\u4f1a\u5728\u63d0\u5347\u8bed\u97f3\u4ea4\u4e92\u80fd\u529b\u7684\u540c\u65f6\uff0c\u9020\u6210\u8bed\u8a00\u4ea4\u4e92\u80fd\u529b\u7684\u5927\u5e45\u4e0b\u964d\uff0cMindGPT-4o-Audio\u901a\u8fc7\u8bad\u7ec3\u7b56\u7565\u7684\u4f18\u5316\u4fdd\u8bc1\u4e86\u8bed\u8a00\u4ea4\u4e92\u80fd\u529b\u7684\u9ad8\u6c34\u51c6\uff0c\u5728IFEval\uff0cGPQA\u7b49benchmark\u4e0a\u5e73\u5747\u9886\u5148\u884c\u4e1a20\u4e2aPP\u4ee5\u4e0a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"435\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-88-1024x435.png\" alt=\"\" class=\"wp-image-27295\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-88-1024x435.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-88-300x127.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-88-768x326.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-88.png 1307w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u8bc4\u4f30\u7406\u60f3\u540c\u5b66\u4e0e\u5e02\u9762\u4e0a\u4f18\u79c0\u8bed\u97f3\u5bf9\u8bdd\u4ea7\u54c1\uff08\u8c46\u5305\u3001ChatGPT\uff09\u5728\u7528\u6237\u4f53\u9a8c\u65b9\u9762\u7684\u8868\u73b0\u5dee\u5f02\uff0c\u6211\u4eec\u7ec4\u7ec7\u4e86\u5185\u90e8\u7684\u7528\u6237\u5bf9\u6bd4\u8bc4 &nbsp; \u6d4b\uff0c\u4ece\u53e3\u8bed\u771f\u5b9e\u611f(\u5bf9\u8bdd\u5185\u5bb9\u53ca\u8868\u8fbe\u7684\u51c6\u786e\u6027\u53ca\u7c7b\u4eba\u7a0b\u5ea6)\u3001\u4ea4\u4e92\u81ea\u7136\u5ea6(\u5bf9\u8bdd\u54cd\u5e94\u53ca\u5168\u53cc\u5de5\u5bf9\u8bdd\u7684\u6d41\u7545\u7a0b\u5ea6)\u4e24\u4e2a\u65b9\u9762\u8fdb\u884c\u8bbe\u8ba1\u3002\u672c\u6b21\u8bc4\u6d4b\u5171\u9080\u8bf7\u4e8624\u4f4d\u4e0d\u540c\u5e74\u9f84\u6bb5\u7684\u6d4b\u8bd5\u8005\u53c2\u4e0e\uff0c\u6d4b\u8bd5\u8005\u9700\u5206\u522b\u5bf9\u7406\u60f3\u540c\u5b66\u3001\u8c46\u5305\u53caChatGPT\u4e09\u6b3e\u4ea7\u54c1\u5728\u9009\u81ea\u771f\u5b9e\u5bf9\u8bdd\u573a\u666f\u7684\u8bdd\u9898\u8868\u73b0\u8fdb\u884c\u6df1\u5ea6\u4f53\u9a8c\u5e76\u72ec\u7acb\u8fdb\u884c\u8bc4\u5206\u3002\u7edf\u8ba1\u7ed3\u679c\u663e\u793a\uff0c\u5728\u53e3\u8bed\u771f\u5b9e\u611f\u65b9\u9762\uff0c\u7406\u60f3\u540c\u5b66\u4ee594%\u7684\u6ee1\u610f\u5ea6\u5360\u4f18\uff0c\u8d85\u8d8a\u4e86\u8c46\u5305\u768492%\uff1b\u5728\u4ea4\u4e92\u81ea\u7136\u5ea6\u65b9\u9762\uff0c\u7406\u60f3\u540c\u5b66\u7ee7\u7eed\u4fdd\u6301\u9886\u5148\uff0c\u6ee1\u610f\u5ea6\u8fbe\u523092%\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"300\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-89-1024x300.png\" alt=\"\" class=\"wp-image-27296\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-89-1024x300.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-89-300x88.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-89-768x225.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-89.png 1316w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u540c\u65f6\uff0c\u6211\u4eec\u4e5f\u57fa\u4e8e\u7406\u60f3\u540c\u5b66\u624b\u673aApp\u8fdb\u884c\u4e86\u7aef\u5230\u7aef\u54cd\u5e94\u5ef6\u8fdf\u6d4b\u8bd5\uff0c\u6574\u4f53\u7aef\u5230\u7aef\u5ef6\u8fdf\u7ea61100ms\uff08\u6ce8\uff1a\u6b64\u6307\u6807\u4e3a\u8003\u8651\u5b9e\u9645\u7528\u6237\u91cf\u53ca\u90e8\u7f72\u6210\u672c\u540e\u7684\u5b9e\u6d4b\u5ef6\u8fdf\uff09\uff0c\u663e\u8457\u9886\u5148\u8c46\u5305\u76842100ms\u548cGPT-4o\u76841900ms\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"463\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-90-1024x463.png\" alt=\"\" class=\"wp-image-27297\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-90-1024x463.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-90-300x136.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-90-768x347.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-90.png 1217w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2>\u200b1.2&nbsp;<strong>\u5168\u53cc\u5de5\u8bed\u97f3\u5bf9\u8bdd\uff1aMindGPT-4o-Audio Duplex<\/strong><\/h2>\n\n\n\n<p>\u4e3a\u4e86\u8ba9\u7406\u60f3\u540c\u5b66\u50cf\u771f\u4eba\u4e00\u6837\u4e0e\u7528\u6237\u8fdb\u884c\u5b9e\u65f6\u5bf9\u8bdd\uff0c\u6211\u4eec\u7814\u53d1\u4e86MindGPT-4o-Audio Duplex\uff0c\u5b9e\u73b0\u5168\u53cc\u5de5\u5bf9\u8bdd\u80fd\u529b\u3002\u6211\u4eec\u7684\u6a21\u578b\u901a\u8fc7\u7ed3\u5408\u4e0a\u4e0b\u6587\u8054\u5408\u63a8\u7406\u5b9e\u73b0\u4e86\u81ea\u9002\u5e94\u54cd\u5e94\u3001\u5373\u65f6\u6253\u65ad\u548c\u73af\u5883\u80cc\u666f\u5e72\u6270\u62d2\u8bc6\u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"973\" height=\"632\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-91.png\" alt=\"\" class=\"wp-image-27300\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-91.png 973w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-91-300x195.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-91-768x499.png 768w\" sizes=\"(max-width: 973px) 100vw, 973px\" \/><\/figure>\n\n\n\n<p><strong>\u00b7&nbsp;\u81ea\u9002\u5e94\u54cd\u5e94\uff1a<\/strong>\u6211\u4eec\u7814\u53d1\u7684\u5168\u53cc\u5de5\u6a21\u578b\u57fa\u4e8e\u5bf9\u8bdd\u4e2d\u7684<strong>\u505c\u987f\u95f4\u9699IPU<\/strong>\uff08Inter-Pausal Unit\uff09\u6765\u5224\u65ad\u5bf9\u8bdd\u54cd\u5e94\u65f6\u673a\uff0c\u9884\u6d4b\u662f\u5426\u8fdb\u884c\u5bf9\u8bdd\u8f6e\u6b21\u8f6c\u6362\uff0c\u8be5\u65b9\u6848\u53ef\u4ee5\u51cf\u5c11\u788e\u7247\u5316\u8ba1\u7b97\u8282\u7ea6\u63a8\u7406\u8d44\u6e90\uff0c\u4e14\u80fd\u591f\u907f\u514d\u5728\u7528\u6237\u8fde\u7eed\u8bf4\u8bdd\u65f6\u6253\u6270\u7528\u6237\u3002\u540c\u65f6\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd<strong>\u81ea\u9002\u5e94\u54cd\u5e94\u65f6\u95f4\u673a\u5236KLT<\/strong>\uff08Keep_Listen_Time\uff09\uff0c\u9488\u5bf9\u7528\u6237\u5df2\u5b8c\u6210\u7684\u5bf9\u8bdd\u5185\u5bb9\uff0c\u5982\u201c\u4eca\u5929\u6709\u4ec0\u4e48\u70ed\u95e8\u65b0\u95fb\uff1f\u201d\u8fdb\u884c\u5feb\u901f\u54cd\u5e94\uff0c\u5224\u5b9a\u5ef6\u8fdf\u4f4e\u81f3150ms\uff1b\u9488\u5bf9\u7528\u6237\u72b9\u8c6b\u4e0d\u51b3\u7684\u5bf9\u8bdd\u5185\u5bb9\uff0c\u5982\u201c\u6211\u60f3\u8981\u2026\u2026\u201d&nbsp;\u4ee5\u53ca\u5bf9\u8bdd\u8f6e\u6b21\u6a21\u7cca\u7684\u95f2\u804a\u573a\u666f\uff0c\u5982 \u201c\u6211\u4eca\u5929\u5fc3\u60c5\u4e0d\u592a\u597d\u201d&nbsp;\u5219\u81ea\u9002\u5e94\u8c03\u6574\u54cd\u5e94\u65f6\u95f4\uff0c\u7b49\u5f85\u7528\u6237\u7ee7\u7eed\u8bf4\uff1b\u5168\u53cc\u5de5\u6a21\u578b\u5bf9\u8bdd\u8f6e\u6b21\u5207\u6362\u51c6\u786e\u7387\u8fbe\u523096.5%\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"950\" height=\"100\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-92.png\" alt=\"\" class=\"wp-image-27302\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-92.png 950w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-92-300x32.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-92-768x81.png 768w\" sizes=\"(max-width: 950px) 100vw, 950px\" \/><\/figure>\n\n\n\n<p><strong>&nbsp;\u6253\u65ad\uff1a<\/strong>\u5168\u53cc\u5de5\u7684\u5173\u952e\u80fd\u529b\u662f\u8fb9\u8bf4\u8fb9\u542c\uff0c\u5728\u4e0e\u7528\u6237\u5bf9\u8bdd\u7684\u540c\u65f6\u80fd\u591f\u6301\u7eed\u503e\u542c\u7528\u6237\u3002\u4e3a\u4e86\u786e\u4fdd\u7406\u60f3\u540c\u5b66\u5728\u63a5\u6536\u5230\u7528\u6237\u6253\u65ad\u8bed\u97f3\u65f6\uff0c\u5feb\u901f\u505c\u6b62\u8bf4\u8bdd\uff0c\u907f\u514d\u5bf9\u8bdd\u91cd\u53e0\uff0c\u6211\u4eec\u91c7\u7528\u4e86\u6d41\u5f0f\u65b9\u6848\u54cd\u5e94\u7528\u6237\u7684\u6253\u65ad\uff0c\u6253\u65ad\u5ef6\u8fdf\u4f4e\u81f31s\u3002<strong>\u200b<\/strong><\/p>\n\n\n\n<p><strong>\u200b\u00b7&nbsp;\u62d2\u8bc6\uff1a<\/strong>\u540c\u65f6\u4e3a\u63d0\u5347\u5bf9\u8bdd\u8fde\u7eed\u6027\uff0c\u907f\u514d\u9519\u8bef\u4e2d\u65ad\u5bf9\u8bdd\uff0c\u9488\u5bf9\u7528\u6237Backchannel\u7684\u9644\u548c\uff0c\u5982\u201c\u5bf9\u5bf9\u5bf9\u201d\u3001\u201c\u54c8\u54c8\u54c8\u201d\u4ee5\u53ca\u80cc\u666f\u566a\u58f0\u7b49\u573a\u666f\u8fdb\u884c\u62d2\u8bc6<strong>\u3002<\/strong><\/p>\n\n\n\n<p>\u6700\u7ec8\uff0cMindGPT-4o-Audio Duplex\u6253\u65ad\u54cd\u5e94\u7387\u8fbe\u523099%\uff0cBackchannel\u62d2\u8bc6\u7387\u8fbe\u523095%\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"961\" height=\"146\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-93.png\" alt=\"\" class=\"wp-image-27304\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-93.png 961w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-93-300x46.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-93-768x117.png 768w\" sizes=\"(max-width: 961px) 100vw, 961px\" \/><\/figure>\n\n\n\n<h2>\u200b1.3&nbsp;<strong>\u8bed\u97f3\u77e5\u8bc6\u95ee\u7b54<\/strong><\/h2>\n\n\n\n<p>\u4e3a\u4e86\u8ba9\u7406\u60f3\u540c\u5b66\u62e5\u6709\u884c\u4e1a\u9886\u5148\u7684\u8bed\u97f3\u77e5\u8bc6\u95ee\u7b54\u80fd\u529b\uff0c\u6211\u4eec\u5efa\u7acb\u4e86<strong>\u9ad8\u8d28\u91cf\u7684\u8bad\u7ec3\u6570\u636e\u7ba1\u7ebf<\/strong>\u3001<strong>\u9ad8\u6548\u7387\u7684\u6a21\u578b\u80fd\u529b\u8bad\u7ec3\u7ba1\u7ebf<\/strong>\uff0c\u786e\u4fdd\u4e86\u8bed\u97f3\u77e5\u8bc6\u95ee\u7b54\u591a\u65b9\u9762\u6548\u679c\u8fbe\u5230\u6700\u4f18\u3002<\/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\/06\/image-94.png\" alt=\"\" class=\"wp-image-27306\" width=\"459\" height=\"558\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-94.png 652w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-94-247x300.png 247w\" sizes=\"(max-width: 459px) 100vw, 459px\" \/><\/figure>\n\n\n\n<p><strong>\u200b\u00b7&nbsp;\u9ad8\u8d28\u91cf\u8bad\u7ec3\u6570\u636e\u7ba1\u7ebf\uff1a<\/strong><\/p>\n\n\n\n<p>&#8211; \u540e\u8bad\u7ec3\u6570\u636e\u751f\u4ea7\u7ba1\u7ebf\uff1a\u901a\u8fc7\u5916\u90e8\u91c7\u96c6\u3001\u6a21\u578b\u84b8\u998f\u3001\u65e5\u5fd7\u56de\u6d41\u3001\u6307\u4ee4\u63a8\u7406\u591a\u79cd\u65b9\u5f0f\uff0c\u751f\u4ea7\u79cd\u7c7b\u548c\u529f\u80fd\u5168\u9762\u7684\u6570\u636e\uff0c\u5305\u542b\u8bed\u97f3\u548c\u6587\u672c\u6df7\u5408\u591a\u6a21\u6001\uff0c\u573a\u666f\u8986\u76d6\u5927\u6a21\u578b\u901a\u7528\u80fd\u529b\u548c\u4e1a\u52a1\u573a\u666f\u3002\u6570\u636e\u4e30\u5bcc\u5ea6\u76f8\u5bf9\u4e8e\u4e4b\u524d\u6709\u975e\u5e38\u5927\u7684\u63d0\u5347\uff0c\u9ad8\u8d28\u91cf\u540e\u8bad\u7ec3\u6570\u636e\u8fbe\u6570\u767e\u4e07\u91cf\u7ea7\uff1b<\/p>\n\n\n\n<p>&#8211; \u540e\u8bad\u7ec3\u6570\u636e\u8d28\u91cf\u4f53\u7cfb\uff1a\u901a\u8fc7\u5956\u52b1\u6a21\u578b\u6253\u5206\u548c\u4eba\u5de5\u62bd\u68c0\u7ed3\u5408\u7684\u65b9\u5f0f\uff0c\u5bf9\u6570\u636e\u8fdb\u884c\u591a\u4e2a\u7ef4\u5ea6\u8d28\u91cf\u6253\u5206\u3002\u8bad\u7ec3\u6570\u636e\u8d28\u91cf\u5f97\u5230\u6709\u6548\u7684\u786e\u4fdd\uff0c\u6570\u636e\u5e73\u5747\u6b63\u786e\u7387\u8fbe95%\uff1b<\/p>\n\n\n\n<p>&#8211; \u591a\u6a21\u6001\u6a21\u578b\u80fd\u529b\u6807\u7b7e\u4f53\u7cfb\uff1a\u8bbe\u8ba1\u4e00\u5957\u5b8c\u6574\u591a\u6a21\u6001\u6570\u636e\u80fd\u529b\u6807\u7b7e\u4f53\u7cfb\uff0c\u5bf9\u8bad\u7ec3\u6570\u636e\u8fdb\u884c\u80fd\u529b\u6807\u6ce8\u548c\u5206\u7c7b\uff0c\u5b9e\u73b0\u8bad\u7ec3\u6570\u636e\u79cd\u7c7b\u7684\u7cbe\u786e\u63a7\u5236\uff0c\u4ee5\u53ca\u8bad\u7ec3\u4efb\u52a1\u6548\u679c\u7684\u7cbe\u786e\u63a7\u5236\u3002\u591a\u6a21\u6001\u80fd\u529b\u4f53\u7cfb\u5206\u4e09\u5c42\u4f18\u5148\u7ea7\u7ef4\u5ea6\uff0c26\u4e2a\u80fd\u529b\u7c7b\u76ee\uff1b<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"403\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/008G3TTYly1i25ocu2kycj31z40s0jv1-1024x403.jpg\" alt=\"\" class=\"wp-image-27311\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/008G3TTYly1i25ocu2kycj31z40s0jv1-1024x403.jpg 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/008G3TTYly1i25ocu2kycj31z40s0jv1-300x118.jpg 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/008G3TTYly1i25ocu2kycj31z40s0jv1-768x302.jpg 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/008G3TTYly1i25ocu2kycj31z40s0jv1-1536x605.jpg 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/008G3TTYly1i25ocu2kycj31z40s0jv1-2048x806.jpg 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"298\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/008G3TTYly1i25od1yd0fj31z40ko76a-1024x298.jpg\" alt=\"\" class=\"wp-image-27312\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/008G3TTYly1i25od1yd0fj31z40ko76a-1024x298.jpg 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/008G3TTYly1i25od1yd0fj31z40ko76a-300x87.jpg 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/008G3TTYly1i25od1yd0fj31z40ko76a-768x223.jpg 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/008G3TTYly1i25od1yd0fj31z40ko76a-1536x446.jpg 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/008G3TTYly1i25od1yd0fj31z40ko76a-2048x595.jpg 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u200b\u00b7&nbsp;\u9ad8\u6548\u7387\u6a21\u578b\u8bad\u7ec3\u7ba1\u7ebf<\/strong><\/p>\n\n\n\n<p>\u6211\u4eec\u4ece\u4e24\u4e2a\u65b9\u9762\u5efa\u8bbe\u6a21\u578b\u8bad\u7ec3\u7ba1\u7ebf\uff1a<\/p>\n\n\n\n<p>&#8211; 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train\uff09\u4e24\u9636\u6bb5\u3002\u9884\u8bad\u7ec3\u9636\u6bb5\u4f7f\u7528\u6570\u767e\u4e07\u5c0f\u65f6\u8bed\u97f3\u6570\u636e\u8fdb\u884c\u6a21\u6001\u5bf9\u9f50\uff0c\u5b9e\u73b0\u8bed\u97f3\u5185\u5bb9\u7684\u7406\u89e3\u80fd\u529b\u3002\u540e\u8bad\u7ec3\u9636\u6bb5\u4f7f\u7528\u8bed\u97f3\u6587\u672c\u6df7\u5408\u6570\u636e\u8fdb\u884c\u6307\u4ee4\u5bf9\u9f50\uff0c\u5b9e\u73b0\u591a\u6a21\u6307\u4ee4\u9075\u5faa\u548c\u5185\u5bb9\u7406\u89e3\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u200b\u591a\u4efb\u52a1\u6df7\u5408\u8bad\u7ec3\uff1a\u5c06\u591a\u4e2a\u6838\u5fc3\u80fd\u529b\u4efb\u52a1\u548c\u4e1a\u52a1\u80fd\u529b\u4efb\u52a1\u6df7\u5408\u5728\u540c\u4e00\u9636\u6bb5\u8bad\u7ec3\u3002\u6838\u5fc3\u80fd\u529b\u4efb\u52a1\u5305\u542b\u6a21\u6001\u5bf9\u9f50\u3001\u6307\u4ee4\u5bf9\u9f50\u3001\u903b\u8f91\u63a8\u7406\u548c\u5185\u5bb9\u7406\u89e3\u7b49\u4efb\u52a1\uff1b\u4e1a\u52a1\u80fd\u529b\u4efb\u52a1\u5305\u542b\u89d2\u8272\u626e\u6f14\u3001\u591a\u8f6e\u5bf9\u8bdd\u548c\u68c0\u7d22\u589e\u5f3a\u7b49\u80fd\u529b\uff0c\u5b9e\u73b0\u6a21\u578b\u540c\u65f6\u63d0\u5347\u6838\u5fc3\u80fd\u529b\u548c\u4e1a\u52a1\u80fd\u529b\uff0c\u5e76\u63d0\u5347\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u3002<strong>\u200b<\/strong><\/p>\n\n\n\n<p><strong>\u200b\u00b7&nbsp;\u200b&nbsp;\u9ad8\u6ee1\u610f\u5ea6\u7684\u77e5\u8bc6\u95ee\u7b54\u6548\u679c<\/strong><\/p>\n\n\n\n<p>\u901a\u8fc7\u4e0a\u8ff0\u6280\u672f\uff0c\u6211\u4eec\u63d0\u5347\u4e86\u6a21\u578b\u8bad\u7ec3\u6548\u679c\uff0c\u63d0\u5347\u6a21\u578b\u7684\u6838\u5fc3\u80fd\u529b\uff0c\u5305\u62ec\u5185\u5bb9\u7406\u89e3\u3001\u6307\u4ee4\u9075\u5faa\u548c\u903b\u8f91\u63a8\u7406\u7b49\u80fd\u529b\uff1b\u4f7f\u7528Prompt\u5de5\u7a0b\u63d0\u5347\u6a21\u578b\u7684\u4e1a\u52a1\u80fd\u529b\uff0c\u5b9e\u73b0\u4e86\u4e1a\u52a1\u5feb\u901f\u66f4\u65b0\u80fd\u529b\uff1b\u6700\u7ec8\u786e\u4fdd\u6a21\u578b\u5728\u77e5\u8bc6\u95ee\u7b54\u548c\u56de\u590d\u98ce\u683c\u4e0a\u8fbe\u5230\u9ad8\u51c6\u786e\u5ea6\uff0c\u76f8\u6bd4MindGPT-3o\u7248\u672c\u5e73\u5747\u63d0\u5347 6pp\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"287\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-95-1024x287.png\" alt=\"\" class=\"wp-image-27313\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-95-1024x287.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-95-300x84.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-95-768x215.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-95.png 1508w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" 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\u4e3b\u52a8\u5f15\u5bfc\u4e0e\u503e\u542c\u966a\u4f34\u80fd\u529b<\/p>\n\n\n\n<p>\u901a\u8fc7\u201c\u62df\u4eba\u5316\u89d2\u8272\u8bbe\u5b9a\u201d\u4e0e\u201c\u771f\u5b9e\u611f\u5bf9\u8bdd\u4ea4\u4e92\u201d\u7684\u53cc\u8f6e\u9a71\u52a8\uff0c\u6211\u4eec\u81f4\u529b\u4e8e\u6253\u9020\u4e00\u4e2a\u65e2\u6709\u6df1\u5ea6\u60c5\u611f\u8fde\u63a5\uff0c\u53c8\u5177\u5907\u5b9e\u7528\u667a\u80fd\u80fd\u529b\u7684\u8bed\u97f3\u4ea4\u4e92\u7cfb\u7edf\uff0c\u4e3a\u7528\u6237\u5e26\u6765\u771f\u6b63\u81ea\u7136\u3001\u6709\u6e29\u5ea6\u7684\u966a\u4f34\u4f53\u9a8c\uff0c\u6211\u4eec\u5e0c\u671b\u7528\u6237\u9762\u5bf9\u7684\u4e0d\u518d\u662f\u201c\u4e00\u4e2a\u5de5\u5177\u201d\uff0c\u800c\u662f\u4e00\u4e2a\u80fd\u804a\u5929\u3001\u4f1a\u5171\u60c5\u3001\u61c2\u56de\u5e94\u7684\u670b\u53cb\u3002<\/p>\n\n\n\n<h2>1.5&nbsp;<strong>&nbsp;\u9ad8\u8868\u73b0\u529b\u8bed\u97f3\u751f\u6210<\/strong><\/h2>\n\n\n\n<p>\u4e3a\u4e86\u63d0\u5347\u7406\u60f3\u540c\u5b66\u58f0\u97f3\u7684\u6574\u4f53\u8868\u8fbe\u6548\u679c\uff0c\u6211\u4eec\u5bf9\u8868\u8fbe\u81ea\u7136\u5ea6\u3001\u63a8\u7406\u901f\u5ea6\u548c\u53d1\u97f3\u7cbe\u5ea6\u4e09\u4e2a\u7ef4\u5ea6\u5bf9\u6a21\u578b\u8fdb\u884c\u4e86\u5927\u91cf\u7684\u8bbe\u8ba1\u4e0e\u4f18\u5316\u3002<\/p>\n\n\n\n<p><strong>\u200b\u200b\u00b7&nbsp;\u8868\u8fbe\u66f4\u81ea\u7136\uff1a<\/strong>\u6211\u4eec\u9a8c\u8bc1\u4e86\u5bf9\u8bdd\u5386\u53f2\u4e0a\u6587\u8bed\u97f3\u7684\u5f15\u5165\u80fd\u591f\u663e\u8457\u63d0\u5347\u6a21\u578b\u7684\u97f5\u5f8b\u8868\u8fbe\u81ea\u7136\u5ea6\uff0c\u9884\u8bad\u7ec3\u9636\u6bb5\u6211\u4eec\u91c7\u7528\u4e8630\u4e07\u5c0f\u65f6\u4ee5\u4e0a\u7684\u81ea\u5efa\u5927\u89c4\u6a21\u8fde\u7eed\u5bf9\u8bdd\u8bed\u97f3\u6570\u636e\u5e93\uff0c\u4f7f\u5f97\u6a21\u578b\u5177\u5907\u4e86\u5bf9\u4e8e\u4e0a\u6587\u8bed\u97f3\u8bed\u4e49\u4fe1\u606f\u7684\u7406\u89e3\uff0c\u4ece\u800c\u6709\u6548\u63d0\u5347\u4e86\u6a21\u578b\u7684\u97f5\u5f8b\u8868\u8fbe\u7cbe\u5ea6\u3002\u6b64\u5916\uff0c\u5728\u526f\u8bed\u8a00\u8868\u73b0\u65b9\u9762\uff0c\u4e0d\u501f\u52a9\u989d\u5916\u7684\u526f\u8bed\u8a00\u6807\u7b7e\uff0c\u800c\u662f\u76f4\u63a5\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u6587\u672c\u5bf9\u526f\u8bed\u8a00\u8fdb\u884c\u81ea\u9002\u5e94\u7684\u7406\u89e3\u5efa\u6a21\uff0c\u6574\u4f53\u8868\u8fbe\u6548\u679c\u4e5f\u66f4\u52a0\u81ea\u7136\uff0c\u4f7f\u7406\u60f3\u540c\u5b66\u5728\u53e3\u8bed\u771f\u5b9e\u611f\u548c\u4ea4\u4e92\u81ea\u7136\u5ea6\u65b9\u9762\uff0c\u8fbe\u5230\u4e86\u9886\u5148\u6c34\u5e73\u3002<\/p>\n\n\n\n<p><strong>\u200b\u200b\u00b7&nbsp;\u53cd\u5e94\u66f4\u5feb\uff1a<\/strong>MindGPT-4o-Audio\u91c7\u7528\u6587\u672ctoken\u548c\u8bed\u97f3\u7f16\u7801\u6df7\u5408\u6d41\u5f0f\u5efa\u6a21\uff0c\u6a21\u578b\u751f\u6210\u7684\u8bed\u97f3\u7f16\u7801\u5c06\u5373\u65f6\u8f93\u5165\u97f3\u9891\u751f\u6210\u6a21\u5757\u8f6c\u6362\u4e3a\u8bed\u97f3\u5e76\u64ad\u653e\u3002\u6709\u522b\u4e8e\u4f20\u7edf\u7684\u6574\u53e5\u5408\u6210\u4ee5\u53ca\u4f9d\u8d56\u6587\u672c\u524d\u7aef\u7684\u5efa\u6a21\u65b9\u5f0f\uff0c\u8be5\u65b9\u6848\u4e0d\u589e\u52a0\u4efb\u4f55\u989d\u5916\u8ba1\u7b97\u5f00\u9500\uff0c\u5b9e\u73b0\u4e86\u771f\u6b63\u610f\u4e49\u7684\u6d41\u5f0f\u5408\u6210\uff0c\u505a\u5230\u201c\u60f3\u5230\u54ea\u5c31\u8bf4\u5230\u54ea\u201d\uff0c\u5c06\u8bed\u97f3\u751f\u6210\u7684\u9996\u5305\u6574\u4f53\u5ef6\u65f6\u505a\u5230\u4e86100ms\u4ee5\u5185\u3002<\/p>\n\n\n\n<p><strong>\u200b\u200b\u00b7&nbsp;\u53d1\u97f3\u66f4\u51c6\uff1a<\/strong>\u6a21\u578b\u6574\u4f53\u91c7\u7528\u4e86\u5b57\u7b26\u7ea7\u522b\u7684\u5efa\u6a21\u65b9\u6848\uff0c\u6574\u4f53\u5bf9\u4e8e\u53d1\u97f3\u7cbe\u5ea6\u7684\u6311\u6218\u975e\u5e38\u5927\uff0c\u6211\u4eec\u91c7\u7528\u4e86\u591a\u79cd\u4f18\u5316\u7b56\u7565\u6765\u6301\u7eed\u4f18\u5316\u53d1\u97f3\u7cbe\u5ea6\uff0c\u5305\u62ec\u6587\u672cCFG\u7b56\u7565\u3001phoneme\u4fe1\u606f\u5f15\u5165\u3001\u6587\u672c\u6b63\u5219\u4ee5\u53ca\u957f\u5c3e\u6570\u636e\u589e\u5e7f\u3001DPO\u4f18\u5316\u7b49\u65b9\u6848\u3002\u6700\u7ec8\u5b9e\u6d4b\u5728\u4e2d\u6587\u3001\u82f1\u6587\u6d4b\u8bd5\u96c6\u4e0a\uff0c\u53d1\u97f3\u9519\u8bef\u7387\u8fbe\u5230\u4e86\u6781\u4f4e\u7684\u6c34\u5e73<strong>\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"627\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-96-1024x627.png\" alt=\"\" class=\"wp-image-27314\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-96-1024x627.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-96-300x184.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-96-768x470.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-96.png 1363w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2>\u200b\u200b1.6&nbsp;<strong>\u591a\u6837\u98ce\u683c\u63a7\u5236<\/strong><\/h2>\n\n\n\n<p>\u9664\u4e86\u8ba9\u7406\u60f3\u540c\u5b66\u5177\u5907\u9ad8\u8868\u73b0\u529b\u7684\u5bf9\u8bdd\u5408\u6210\u6548\u679c\u5916\uff0c\u6211\u4eec\u8fd8\u8d4b\u4e88\u4e86\u7406\u60f3\u540c\u5b66\u98ce\u683c\u63a7\u5236\u7684\u80fd\u529b\u3002\u6211\u4eec\u5e0c\u671b\u7406\u60f3\u540c\u5b66\u80fd\u591f\u652f\u6301\u7279\u8272\u98ce\u683c\u3001\u53e3\u97f3\u7684\u626e\u6f14\u80fd\u529b\uff0c\u540c\u65f6\u5177\u5907\u98ce\u683c\u7684\u591a\u8f6e\u8bb0\u5fc6\u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"753\" height=\"415\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-97.png\" alt=\"\" class=\"wp-image-27315\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-97.png 753w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-97-300x165.png 300w\" sizes=\"(max-width: 753px) 100vw, 753px\" \/><\/figure>\n\n\n\n<p><strong>\u200b\u00b7&nbsp;\u4e30\u5bcc\u7684\u98ce\u683c\u626e\u6f14\u80fd\u529b\uff1a<\/strong>MindGPT-4o-Audio\u5373\u4f7f\u5728\u4f7f\u7528\u9ed8\u8ba4\u97f3\u8272\u7684\u60c5\u51b5\u4e0b\uff0c\u4e5f\u53ef\u4ee5\u6839\u636e\u9700\u8981\u6a21\u4eff\u4e0d\u540c\u7684\u98ce\u683c\u3001\u53e3\u97f3\u3002\u8981\u505a\u5230\u8fd9\u4e00\u70b9\uff0c\u5f80\u5f80\u4ece\u8bad\u7ec3\u6570\u636e\u4e0a\u5c31\u540c\u4e00\u4e2a\u53d1\u97f3\u4eba\u5177\u5907\u591a\u98ce\u683c\u548c\u53e3\u97f3\u7684\u6f14\u7ece\u80fd\u529b\uff0c\u56e0\u6b64\u5b9e\u73b0\u96be\u5ea6\u5927\uff0c\u6210\u672c\u9ad8\u3002\u57fa\u4e8e\u6b64\uff0c\u6211\u4eec\u91cd\u65b0\u8bbe\u8ba1\u4e86\u97f3\u9891\u7f16\u7801\u65b9\u6848\uff0c\u5728\u6700\u5927\u7a0b\u5ea6\u4fdd\u7559\u97f5\u5f8b\u8868\u73b0\u529b\u7684\u57fa\u7840\u4e0a\uff0c\u5b8c\u6210\u97f3\u8272\u4fe1\u606f\u7684\u89e3\u8026\uff0c\u5b9e\u73b0\u98ce\u683c\u63a7\u5236\u53ca\u97f5\u5f8b\u5efa\u6a21\uff0c\u4f7f\u5f97\u6a21\u578b\u5177\u5907\u4e86<strong>\u5404\u7c7b\u578b\u60c5\u7eea\u6f14\u7ece\u3001\u98ce\u683c\u626e\u6f14\u548c\u53e3\u97f3\u6a21\u4eff<\/strong>\u80fd\u529b<strong>\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u200b\u200b\u00b7&nbsp;\u8bed\u97f3\u6307\u4ee4\u63a7\u5236\u80fd\u529b\uff1a<\/strong>MindGPT-4o-Audio\u8fd8\u652f\u6301\u663e\u793a\u7684\u8bed\u97f3\u6307\u4ee4\u63a7\u5236\uff0c\u6a21\u578b\u5177\u5907\u5bf9\u591a\u79cd\u8bed\u97f3\u8bed\u4e49\u6307\u4ee4\u7684\u6cdb\u5316\u6027\u7406\u89e3\uff0c\u4e3a\u4e86\u63d0\u5347\u6a21\u578b\u5bf9\u4e8e\u98ce\u683c\u6307\u4ee4\u7684\u9075\u5faa\u80fd\u529b\uff0c\u6211\u4eec\u5f15\u5165\u5927\u8bed\u8a00\u6a21\u578b\u91cc\u7684CoT\uff08Chain-of-Thought\uff09\u6280\u672f\uff0c\u8bbe\u8ba1\u51fa\u4e86Style CoT\u65b9\u6848\uff0c\u6a21\u578b\u5c06\u5148\u5bf9\u5f53\u524d\u98ce\u683c\u4fe1\u606f\u8fdb\u884c\u9884\u5224\uff0c\u518d\u5c06\u5176\u4f5c\u4e3a\u8f93\u5165\u751f\u6210\u8bed\u97f3\uff0c\u8be5\u65b9\u6848\u8fdb\u4e00\u6b65\u589e\u5f3a\u4e86\u6a21\u578b\u5bf9\u4e8e\u98ce\u683c\u7684\u63a7\u5236\u751f\u6210\u80fd\u529b\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u9075<strong>\u5faa\u6307\u4ee4\u5b9e\u73b0\u98ce\u683c\u6f14\u7ece\u626e\u6f14\u3001\u8bed\u901f\u3001\u8bed\u8c03\u7684\u8c03\u6574\u3002<\/strong>\u53e6\u5916\uff0c\u5927\u591a\u6570\u7684\u8bed\u97f3\u4ea4\u4e92\u65b9\u6848\u5bf9\u4e8e\u98ce\u683c\u7684\u89e6\u53d1\u57fa\u672c\u90fd\u662f\u5355\u8f6e\u89e6\u53d1\uff0c\u7f3a\u4e4f\u98ce\u683c\u7684\u591a\u8f6e\u8bb0\u5fc6\u80fd\u529b\uff0c\u4e0d\u80fd\u505a\u5230\u591a\u8f6e\u7684\u98ce\u683c\u9075\u5faa\u4ee5\u53ca\u5f3a\u5ea6\u7b49\u7ea7\u7684\u98ce\u683c\u63a7\u5236\uff0c\u98ce\u683cCoT\u7684\u5f15\u5165\uff0c\u4f7f\u5f97\u6a21\u578b\u5177\u5907\u4e86\u5bf9\u4e8e<strong>\u591a\u8f6e\u98ce\u683c\u7684\u6307\u4ee4\u9075\u5faa\u53ca\u5f3a\u5ea6\u63a7\u5236\u80fd\u529b<\/strong>\u3002<\/p>\n\n\n\n<h1>2.&nbsp;<strong>\u5de5\u5177\u80fd\u529b<\/strong><\/h1>\n\n\n\n<p>\u4e3a\u4e86\u652f\u6301\u65f6\u6548\u6027\u95ee\u7b54\u3001\u63d0\u5347\u77e5\u8bc6\u95ee\u7b54\u6548\u679c\uff0c\u6211\u4eec\u57fa\u4e8eMindGPT-4o-Audio\u7814\u53d1\u4e86\u591a\u6a21\u6001\u4efb\u52a1\u89c4\u5212\u548c\u5de5\u5177\u8c03\u7528\u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"905\" height=\"555\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-98-1.png\" alt=\"\" class=\"wp-image-27317\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-98-1.png 905w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-98-1-300x184.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-98-1-768x471.png 768w\" sizes=\"(max-width: 905px) 100vw, 905px\" 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calling\u6280\u672f\u6765\u5b9e\u73b0\u8fd9\u4e00\u80fd\u529b\uff0c\u5e76\u901a\u8fc7\u4e00\u7cfb\u5217\u5de5\u4f5c\u63d0\u5347\u6a21\u578b\u5bf9\u5de5\u5177\u9009\u62e9\u3001\u53c2\u6570\u9075\u5faa\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u200b\u5176\u4e2d\uff0c\u6211\u4eec\u7684\u6570\u636e\u7ba1\u7ebf\u9996\u5148\u901a\u8fc7\u6e05\u6d17\u9ad8\u8d28\u91cf\u5f00\u6e90\u6570\u636e\u96c6\uff0c\u83b7\u53d6\u4e00\u6279\u901a\u7528\u5de5\u5177\u6570\u636e\u96c6\uff0c\u7136\u540e\u9488\u5bf9\u5185\u90e8\u4e1a\u52a1\u5de5\u5177\uff0c\u53c2\u8003MetaTool\u7684\u6570\u636e\u6784\u9020\u683c\u5f0f\uff0c\u6bd4\u5982\u76f4\u63a5\u6cdb\u5316\u751f\u6210\u3001\u5173\u952e\u8bcd\u751f\u6210\u3001\u7ec6\u8282\u751f\u6210\u3001\u91cd\u590d\u95ee\u9898\u5904\u7406\u7b49\u65b9\u5f0f\uff0c\u6784\u9020\u7b26\u5408\u4e1a\u52a1\u9700\u6c42\u7684\u5de5\u5177\u6570\u636e\u3002\u6b64\u5916\uff0c\u4e3a\u9488\u5bf9\u6027\u5f3a\u5316\u6a21\u578b\u5bf9\u53c2\u6570\u7c7b\u578b\u548c\u53c2\u6570\u683c\u5f0f\u7684\u6307\u4ee4\u9075\u5faa\u80fd\u529b\uff0c\u6211\u4eec\u9488\u5bf9\u6027\u6784\u9020\u533a\u5206\u5ea6\u4e0d\u660e\u663e\u7684\u5de5\u5177\u6570\u636e\uff1b\u5728\u8bad\u7ec3\u7ba1\u7ebf\u4e0a\uff0c\u6211\u4eec\u8fdb\u884c\u4e24\u9636\u6bb5\u8bad\u7ec3\u6d41\u7a0b\uff0c\u5148\u8fdb\u884cSFT\u4f5c\u4e3a\u51b7\u542f\u52a8\uff0c\u8ba9\u6a21\u578b\u521d\u6b65\u5177\u5907\u5de5\u5177\u8c03\u7528\u80fd\u529b\uff0c\u7136\u540e\u91c7\u7528RL-DPO\uff0c\u589e\u5f3a\u6a21\u578b\u5728\u5de5\u5177\u9009\u62e9\u548c\u53c2\u6570\u9075\u5faa\u4e0a\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u5b9e\u73b0\u7684\u591a\u6a21\u6001\u4efb\u52a1\u89c4\u5212\u548c\u5de5\u5177\u8c03\u7528\u5728\u94fe\u8def\u5ef6\u8fdf\u548c\u6548\u679c\u4e0a\uff0c\u5747\u6709\u4f18\u79c0\u7684\u8868\u73b0\u3002\u5728\u94fe\u8def\u5ef6\u8fdf\u4e0a\uff0c\u6839\u636e\u8bed\u97f3\u8f93\u5165\u76f4\u63a5\u8fdb\u884c\u4efb\u52a1\u89c4\u5212\uff0c\u51cf\u5c11\u4e86\u4f20\u7edf\u94fe\u8def\u989d\u5916\u8bed\u97f3\u8bc6\u522b\u7684\u65f6\u95f4\u5f00\u9500\uff0c\u7aef\u5230\u7aef\u54cd\u5e94\u5ef6\u8fdf\u663e\u8457\u9886\u5148\u8c46\u5305\u548cChatGPT\uff1b\u591a\u6a21\u6001\u4efb\u52a1\u89c4\u5212\u5728\u4e1a\u52a1\u6d4b\u8bd5\u96c6\u4e0a\u51c6\u786e\u7387\u8fbe\u523095.55%\uff1b\u5de5\u5177\u8c03\u7528\u80fd\u529b\u5728\u4e1a\u52a1\u6d4b\u8bd5\u96c6\u4e0a\u51c6\u786e\u7387\u8fbe\u523094.25%\u3002\u5728\u901a\u7528\u5de5\u5177\u8c03\u7528benchmark\u4e0a\uff0c\u6211\u4eec\u4e5f\u8fbe\u5230\u4e1a\u754c\u4e00\u6d41\u6c34\u5e73\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"165\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-99-1024x165.png\" alt=\"\" class=\"wp-image-27318\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-99-1024x165.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-99-300x48.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-99-768x124.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-99.png 1492w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2>\u200b2.2&nbsp;<strong>\u5de5\u5177\u8c03\u7528<\/strong><\/h2>\n\n\n\n<p>\u6211\u4eec\u652f\u6301\u77e5\u8bc6\u641c\u7d22\u3001\u4f53\u80b2\u8d5b\u4e8b\u67e5\u8be2\u3001\u5f71\u89c6\u5a31\u4e50\u67e5\u8be2\u3001\u65b0\u95fb\u67e5\u8be2\u3001\u5929\u6c14\u67e5\u8be2\u3001\u80a1\u7968\u4fe1\u606f\u67e5\u8be2\u3001\u4ea4\u901a\u9650\u884c\u4fe1\u606f\u67e5\u8be2\u3001\u65e5\u5386\u67e5\u8be2\u3001\u6cb9\u4ef7\u67e5\u8be2\u3001\u6c47\u7387\u67e5\u8be2\u3001\u5546\u54c1\u4fe1\u606f\u67e5\u8be2\u7b49\u5de5\u5177\uff0c\u6a21\u578b\u89e3\u51b3\u95ee\u9898\u7684\u80fd\u529b\u5927\u5927\u63d0\u5347\u3002<\/p>\n\n\n\n<p>\u7279\u522b\u5728\u641c\u7d22\u6548\u679c\u4f18\u5316\u4e0a\uff0c\u9488\u5bf9\u591a\u6765\u6e90\u4fe1\u606f\u51b2\u7a81\u77db\u76fe\u3001\u5185\u5bb9\u4e30\u5bcc\u5ea6\u4e0d\u8db3\u7b49\u5e38\u89c1\u95ee\u9898\uff0c\u6211\u4eec\u4e0a\u7ebf\u4e86\u66f4\u7ec6\u7c92\u5ea6\u7684\u539f\u5b50\u5316\u77e5\u8bc6\u5c42\u7ea7\uff08Claim-level\uff09\u7684\u91cd\u6392\u5e8f\uff0c\u4ee5\u53ca\u57fa\u4e8e\u77e5\u8bc6\u63a8\u7406\u7684\u6269\u5c55\u641c\u7d22\u6280\u672f\uff0c\u5927\u5e45\u63d0\u5347\u5185\u5bb9\u771f\u5b9e\u6027\u548c\u5b8c\u6574\u6027\u3002\u7406\u60f3\u540c\u5b66\u4e0d\u4ec5\u80fd\u591f\u83b7\u77e5\u66f4\u5b9e\u65f6\u7684\u70ed\u70b9\u4e8b\u4ef6\uff0c\u8fd8\u80fd\u66f4\u51c6\u786e\u7406\u89e3\u4e13\u4e1a\u672f\u8bed\uff0c\u95ee\u7b54\u6548\u679c\u663e\u8457\u63d0\u534712%\u3002<\/p>\n\n\n\n<p><strong>\u200b\u00b7&nbsp;\u4f20\u7edf\u641c\u7d22\u6280\u672f\uff0c<\/strong>\u4ee5\u7f51\u9875\u641c\u7d22\u4e3a\u4f8b\uff0c\u4e00\u822c\u91c7\u7528NDCG<a href=\"https:\/\/weibo.com\/n\/k\" target=\"_blank\" rel=\"noreferrer noopener\">@k<\/a>\u3001Precision<a href=\"https:\/\/weibo.com\/n\/k\" target=\"_blank\" rel=\"noreferrer noopener\">@k<\/a>\u3001MAP\u7b49\u8bc4\u4f30\u6307\u6807\uff0c\u4fa7\u91cd\u5728\u7c97\u7c92\u5ea6\u6587\u6863\u5c42\u7ea7\u8861\u91cf\u6548\u679c\uff0c\u65e0\u6cd5\u53cd\u6620\u51fa\u591a\u6587\u6863\u5728\u7ec6\u7c92\u5ea6\u77e5\u8bc6\u5c42\u9762\u4e0a\u7684\u5185\u5bb9\u91cd\u590d\u3001\u9057\u6f0f\u3001\u51b2\u7a81\u53ca\u9519\u8bef\u95ee\u9898\u3002RAG\u573a\u666f\u4e0b\uff0c\u641c\u7d22\u7ed3\u679c\u6574\u4f53\u8f93\u5165\u5927\u6a21\u578b\uff0c\u5bf9\u6587\u6863\u504f\u5e8f\u5173\u7cfb\u4e0d\u654f\u611f\uff0c\u66f4\u9700\u786e\u4fdd\u5728\u89c2\u70b9\u5c42\u9762\u77e5\u8bc6\u7684\u6b63\u786e\u6027\u4e0e\u5b8c\u6574\u6027\u3002\u9488\u5bf9\u8fd9\u4e00\u672c\u8d28\u6027\u5dee\u5f02\uff0c\u6211\u4eec\u63d0\u51faClaim-level Rerank\u6280\u672f\uff0c\u901a\u8fc7\u5c06\u591a\u6761\u641c\u7d22\u7ed3\u679c\uff0c\u7ec6\u5316\u4e3a\u539f\u5b50\u5316\u77e5\u8bc6\u5355\u5143Claim\u7684\u96c6\u5408\uff0c\u5e76\u5b9a\u4e49Claim F1\u503c\u4f5c\u4e3aRAG\u641c\u7d22\u7684\u6838\u5fc3\u8bc4\u4f30\u6307\u6807\uff0c\u5373\u5173\u6ce8\u5168\u90e8\u641c\u7d22\u7ed3\u679c\u4e2d\u6b63\u786eClaims\u7684\u53ec\u56de\u7387\u548c\u7cbe\u786e\u7387\u3002\u6211\u4eec\u9a8c\u8bc1\u4e86Claim F1\u503c\u4e0e\u5927\u6a21\u578bRAG\u95ee\u7b54\u6548\u679c\u7684\u76f8\u5173\u7cfb\u6570\u8fbe\u52300.212\uff0c\u8f83\u4f20\u7edf\u641c\u7d22\u7684Precision<a href=\"https:\/\/weibo.com\/n\/k\" target=\"_blank\" rel=\"noreferrer noopener\">@k<\/a>\u6307\u6807\u7684\u76f8\u5173\u7cfb\u6570\u63d0\u53472.6\u500d\u3002<\/p>\n\n\n\n<p><strong>\u200b\u00b7&nbsp;\u200b\u9762\u5bf9\u65f6\u6548\u6027\u5f3a\u3001\u77e5\u8bc6\u5bc6\u96c6\u578b\u6216\u8005\u8bed\u4e49\u6a21\u7cca\u7684\u7528\u6237\u67e5\u8be2\u65f6\uff0c\u4f20\u7edf\u641c\u7d22\u5de5\u5177\uff0c\u901a\u5e38\u9762\u4e34\u4e09\u5927\u6280\u672f\u74f6\u9888\u548c\u6311\u6218\uff1a<\/strong><\/p>\n\n\n\n<p>\u77e5\u8bc6\u6ede\u540e\u6027\uff1a\u5927\u6a21\u578b\u4f9d\u8d56\u9759\u6001\u8bad\u7ec3\u6570\u636e\uff0c\u96be\u4ee5\u5e94\u5bf9\u65b0\u5174\u540d\u8bcd\u3001\u4e13\u4e1a\u9886\u57df\u672f\u8bed\u3001\u7a81\u53d1\u5b9e\u65f6\u70ed\u70b9\u4e8b\u4ef6\uff1b<\/p>\n\n\n\n<p>\u8bed\u4e49\u9e3f\u6c9f\uff1a\u7528\u6237\u67e5\u8be2\u5b58\u5728\u62fc\u5199\u9519\u8bef\u3001\u6982\u5ff5\u6df7\u6dc6\u65f6\uff0c\u4f20\u7edf\u6a21\u578b\u7f3a\u4e4f\u9a8c\u8bc1\u7ea0\u9519\u673a\u5236\uff1b<\/p>\n\n\n\n<p>\u6269\u5c55\u540c\u8d28\u5316\uff1a\u57fa\u4e8e\u8bed\u4e49\u7684\u6734\u7d20\u6269\u5c55\u65b9\u6cd5\u6613\u4ea7\u751f\u91cd\u590d\u6216\u65e0\u610f\u4e49\u7ed3\u679c\uff0c\u641c\u7d22\u7ed3\u679c\u672a\u589e\u52a0\u6709\u6548\u4fe1\u606f\u3002<\/p>\n\n\n\n<p>\u4e3a\u89e3\u51b3\u4ee5\u4e0a\u95ee\u9898\uff0c\u6211\u4eec\u878d\u5408\u77e5\u8bc6\u56fe\u8c31\u589e\u5f3a\u548cMindGPT 3.0\u7684\u601d\u7ef4\u94fe\u63a8\u7406\u80fd\u529b\uff0c\u5b9e\u73b0\u52a8\u6001Query\u7406\u89e3\u6846\u67b6\uff0c\u5177\u5907\u591a\u89d2\u5ea6\u3001\u5dee\u5f02\u5316\u7684\u6539\u5199\u6269\u5c55\u641c\u7d22\u80fd\u529b\uff0c\u5206\u949f\u7ea7\u8986\u76d6\u70ed\u70b9\u4e8b\u4ef6\uff0c\u641c\u7d22\u7ed3\u679c\u4e30\u5bcc\u5ea6\u63d0\u534735%\uff0c\u4e13\u4e1a\u672f\u8bed\u8bc6\u522b\u51c6\u786e\u7387\u63d0\u534747%\uff0c\u590d\u6742Query\u65e0\u9700\u7528\u6237\u6f84\u6e05\uff0c\u9996\u6b21\u641c\u7d22\u6ee1\u8db3\u7387\u63d0\u534728%\u3002<\/p>\n\n\n\n<p>\u4e3a\u771f\u5b9e\u8bc4\u4f30\u7406\u60f3\u540c\u5b66\u4e0e\u5e02\u9762\u4e0a\u4f18\u79c0\u8bed\u97f3\u5bf9\u8bdd\u4ea7\u54c1\uff08\u8c46\u5305\u3001Kimi\uff09\u5728\u5de5\u5177\u8c03\u7528\u7aef\u5230\u7aef\u56de\u590d\u7684\u8868\u73b0\u5dee\u5f02\uff0c\u6211\u4eec\u4ece\u4efb\u52a1\u7ef4\u5ea6\u548c\u573a\u666f\u7ef4\u5ea6\u8bbe\u8ba1\u5e76\u6267\u884c\u4e86\u4e00\u9879\u7528\u6237\u5bf9\u6bd4\u8bc4\u6d4b\u3002\u6d4b\u8bd5\u8005\u9700\u5206\u522b\u5bf9\u7406\u60f3\u540c\u5b66\u3001\u8c46\u5305\u548cKimi\u4e09\u6b3e\u4ea7\u54c1\u5728\u8fd9\u4e9b\u5bf9\u8bdd\u573a\u666f\u4e2d\u56de\u590d\u7ed3\u679c\u7684\u771f\u5b9e\u76f8\u5173\u6027\u8fdb\u884c\u8bc4\u6d4b\u3002\u7edf\u8ba1\u7ed3\u679c\u663e\u793a\uff0c\u7406\u60f3\u540c\u5b66\u5728\u4e0d\u540c\u590d\u6742\u5ea6\u4efb\u52a1\u7684\u5bf9\u8bdd\u573a\u666f\u4e0a\u5747\u4f18\u4e8e\u8c46\u5305\u548cKimi\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"197\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-100-1024x197.png\" alt=\"\" class=\"wp-image-27319\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-100-1024x197.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-100-300x58.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-100-768x148.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-100.png 1522w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h1>\u200b3.&nbsp;<strong>\u5b89\u5168\u5bf9\u9f50\u80fd\u529b<\/strong><\/h1>\n\n\n\n<p>\u6211\u4eec\u81f4\u529b\u4e8e\u5efa\u8bbe\u7b26\u5408\u901a\u7528\u4ef7\u503c\u89c2\u3001\u4e2d\u56fd\u666e\u9002\u4ef7\u503c\u89c2\u3001\u7406\u60f3\u540c\u5b66\u81ea\u8eab\u4ef7\u503c\u89c2\u7684MindGPT-4o-Audio\uff0c\u4e3a\u6b64\u8bbe\u8ba1\u4e86\u5b8c\u5907\u7684\u5927\u6a21\u578b\u5b89\u5168\u5bf9\u9f50\u4f53\u7cfb\uff0c\u6839\u636eMindGPT\u98ce\u9669\u6d53\u5ea6\u5dee\u5f02\uff0c\u6df1\u5ea6\u878d\u5408\u7cfb\u7edf\u7ea7\u9632\u5fa1\u80fd\u529b\u548c\u5927\u6a21\u578b\u5b89\u5168\u5bf9\u9f50\u80fd\u529b\uff0c\u4f7f\u5f97MindGPT-4o-Audio\u5728\u6ee1\u8db3\u901a\u7528\u80fd\u529b\u663e\u8457\u63d0\u5347\u7684\u540c\u65f6\uff0c\u4fdd\u6301\u4ef7\u503c\u89c2\u56de\u590d\u80fd\u529b\u5b89\u5168\u3001\u53ef\u63a7\u3002<\/p>\n\n\n\n<p><strong>\u200b\u00b7&nbsp;MindGuard\uff1a<\/strong>\u5728\u8f93\u5165\u9636\u6bb5\u8bc6\u522b\u7528\u6237\u8f93\u5165\u7684\u98ce\u9669\u610f\u56fe\uff0cMind Guard\u4f1a\u5bf9\u9ad8\u98ce\u9669\u7684\u8bed\u97f3\u8f93\u5165\u8fdb\u884c\u68c0\u6d4b\u62e6\u622a\uff1b\u5728\u8f93\u51fa\u9636\u6bb5\uff0cMind Guard\u5bf9\u6781\u7aef\u98ce\u9669\u8fdb\u884c\u8bc6\u522b\u548c\u62e6\u622a\uff0c\u907f\u514d\u98ce\u9669\u5185\u5bb9\u5c55\u73b0\u7ed9\u7528\u6237\uff1b\u4e3a\u4e86\u4e0d\u5f71\u54cd\u8bed\u97f3\u7aef\u5230\u7aef\u5b9e\u65f6\u6548\u679c\uff0c\u8f93\u5165\u548c\u8f93\u51fa\u5b89\u5168\u68c0\u6d4b\u5747\u91c7\u7528\u8fb9\u751f\u6210\u8fb9\u68c0\u6d4b\uff0c\u53d1\u73b0\u98ce\u9669\u8fdb\u884c\u4ef2\u88c1\uff1b<strong>\u200b<\/strong><\/p>\n\n\n\n<p><strong>\u200b\u00b7&nbsp;\u98ce\u9669\u9886\u57df\u5b8c\u5907\u6027\uff1a<\/strong>\u5f00\u53d1\u4ef7\u503c\u89c2\u653b\u51fb\u6a21\u578b\u5bf9MindGPT\u8fdb\u884c\u81ea\u52a8\u5316\u3001\u6301\u7eed\u6027\u653b\u51fb\uff0c\u81ea\u52a8\u5316\u653b\u51fb\u5e2e\u52a9\u6211\u4eec\u5b8c\u5584\u5b89\u5168\u4f53\u7cfb\u7684\u5df2\u77e5\u98ce\u9669\u9886\u57df\u3002\u5bf9\u4e8e\u672a\u77e5\u98ce\u9669\u9886\u57df\uff0c\u5b89\u5168\u5bf9\u9f50\u56e2\u961f\u4e0e\u516c\u53f8\u5b89\u5168\u56e2\u961fredteam\u5408\u4f5c\uff0c\u6301\u7eed\u6536\u96c6\u5404\u79cd\u65b0\u589e\u3001\u957f\u5c3e\u7684\u98ce\u9669\u6570\u636e\uff0c\u540c\u65f6\u7ebf\u4e0a\u65e5\u5fd7\u6316\u6398\u4e5f\u662f\u5b89\u5168\u4f53\u7cfb\u65b0\u98ce\u9669\u6269\u5145\u7684\u91cd\u8981\u4e00\u73af\uff1b<\/p>\n\n\n\n<p>\u200b<strong>\u200b\u00b7&nbsp;\u5b89\u5168\u5bf9\u9f50\uff1a<\/strong>PTST\u3001\u4ef7\u503c\u89c2CoT SFT\u7b49\u65b9\u6cd5\u6709\u6548\u964d\u4f4e\u5b89\u5168\u5bf9\u9f50\u6240\u9700\u7684\u6570\u91cf\uff0c\u663e\u8457\u63d0\u5347\u4ef7\u503c\u89c2\u601d\u8003\u8fc7\u7a0b\u6709\u6548\u6027\u548c\u6700\u7ec8\u56de\u590d\u7684\u65e0\u5bb3\u6027\uff0cMindGPT-4o-Audio\u5728\u5177\u5907\u5f3a\u5927\u7684\u5b89\u5168\u63a8\u7406\u548c\u601d\u8003\u80fd\u529b\u7684\u540c\u65f6\uff0c\u964d\u4f4e\u5bf9\u901a\u7528\u6307\u6807\u7684\u8d1f\u5411\u5f71\u54cd\uff1b<\/p>\n\n\n\n<p>\u200b<strong>\u200b\u00b7\u00a0\u4ef7\u503c\u89c2\u5b89\u5168\u5956\u52b1\u6a21\u578b\uff1a<\/strong>\u57fa\u4e8e\u81ea\u6709\u5b89\u5168\u4f53\u7cfb\u7684\u5b89\u5168\u56de\u590d\u51c6\u5219\u6784\u5efarule based\u548cmodel based\u4ef7\u503c\u89c2\u5956\u52b1\u6a21\u578b\uff0c\u5e94\u7528\u4e8eMindGPT-4o-Audio\u9884\u8bad\u7ec3\u3001\u540e\u8bad\u7ec3\u3001\u5b89\u5168\u81ea\u52a8\u5316\u8bc4\u4f30\u7b49\u5168\u751f\u547d\u5468\u671f\uff0c\u663e\u8457\u63d0\u5347\u4e86\u5b89\u5168\u5bf9\u9f50\u7684\u6548\u7387\u548c\u6548\u679c\u3002<\/p>\n\n\n\n<h1>4.&nbsp;<strong>\u5de5\u7a0b\u80fd\u529b<\/strong><\/h1>\n\n\n\n<p>\u4e3a\u6253\u9020 MindGPT-4o-Audio\u00a0\u9ad8\u54c1\u8d28\u7684\u8bed\u97f3\u4ea4\u4e92\u4f53\u9a8c\uff0c\u6211\u4eec\u5728 MindGPT-3.0\u00a0\u5bf9\u8bdd\u7cfb\u7edf\u7684\u57fa\u7840\u4e0a\u5168\u9762\u5347\u7ea7\uff0c\u56f4\u7ed5<strong>\u5168\u53cc\u5de5\u3001\u4f4e\u5ef6\u8fdf<\/strong>\u8fdb\u884c\u4e86\u6df1\u5ea6\u4f18\u5316\u3002\u5176\u4e2d\u5168\u53cc\u5de5\u65b9\u9762\uff0c\u6211\u4eec\u4e3b\u8981\u5e94\u7528\u7aef\u4e91\u7ed3\u5408\u7684 RTC\u00a0\u901a\u4fe1\u6280\u672f\uff1b\u4f4e\u5ef6\u8fdf\u65b9\u9762\uff0c\u6211\u4eec\u63a2\u7d22\u4e86\u7aef\u4e91\u5168\u94fe\u8def\u6d41\u5f0f\u67b6\u6784 +\u00a0\u6d41\u5f0f\u63a8\u7406\u6280\u672f\u3002<\/p>\n\n\n\n<h2>4.1&nbsp;<strong>\u57fa\u4e8e RTC&nbsp;\u7684\u5168\u53cc\u5de5\u67b6\u6784<\/strong><\/h2>\n\n\n\n<p>\u4f20\u7edf\u7684\u8f6e\u6b21\uff08Turn-based\uff09\u5bf9\u8bdd\u67b6\u6784\u53ea\u80fd\u5b9e\u73b0\u534a\u53cc\u5de5\u80fd\u529b\uff0c\u5373\u7528\u6237\u8f93\u5165\u548c\u6a21\u578b\u56de\u590d\u53ea\u80fd\u4ea4\u66ff\u8fdb\u884c\uff1b\u800c\u6211\u4eec\u501f\u52a9 RTC&nbsp;\u6280\u672f\uff0c\u5c06\u6574\u4e2a\u5bf9\u8bdd\u67b6\u6784\u5347\u7ea7\u4e3a\u5168\u53cc\u5de5\u7cfb\u7edf\uff0c\u6a21\u578b\u80fd\u591f\u5728\u201c\u8bf4\u8bdd\u201d\u7684\u540c\u65f6\uff0c\u5b9e\u65f6\u201c\u542c\u5230\u201d\u5f53\u524d\u7528\u6237\u6b63\u5728\u8bf4\u4ec0\u4e48\uff0c\u7ed3\u5408\u6a21\u578b\u80fd\u529b\uff0c\u5b9e\u73b0\u4e86\u771f\u6b63\u7684\u5168\u53cc\u5de5\u8bed\u97f3\u5bf9\u8bdd\uff08\u80fd\u591f\u5b9e\u65f6\u6253\u65ad\u3001\u88ab\u6253\u65ad\u3001\u751a\u81f3\u201c\u62a2\u8bdd\u201d\u7b49\u80fd\u529b\uff09\uff1a<\/p>\n\n\n\n<p>\u200b<strong>\u00b7&nbsp;<\/strong>\u4f20\u7edf\u7684\u534a\u53cc\u5de5\u5bf9\u8bdd\uff0c\u5f80\u5f80\u4f9d\u8d56\u4e8e VAD&nbsp;\uff08Voice Activity Detection\uff09\u7b49\u6a21\u5757\u5b9e\u73b0\u4e0b\u8ff0\u8fc7\u7a0b\uff1a<\/p>\n\n\n\n<p>&#8211; \u6536\u58f0\uff0c\u5982\u68c0\u6d4b\u5230\u7528\u6237\u58f0\u97f3\uff0c\u505c\u6b62\u4e0a\u4e00\u8f6e\u6a21\u578b\u56de\u590d\u7684\u64ad\u62a5\uff1b<\/p>\n\n\n\n<p>&#8211;&nbsp;\u200b<strong>\u68c0\u6d4b\u7528\u6237\u8bf4\u8bdd\u7ed3\u675f\uff0c\u5c06\u6574\u6bb5\u97f3\u9891\u4f5c\u4e3a\u6a21\u578b\u8f93\u5165\uff1b<\/strong><\/p>\n\n\n\n<p>&#8211;&nbsp;<strong>\u200b<\/strong>\u6a21\u578b\u751f\u6210\u56de\u590d\uff0c\u5728\u7aef\u4fa7\u8c03\u7528 TTS&nbsp;\u64ad\u653e\uff1b<\/p>\n\n\n\n<p>&#8211;&nbsp;\u91cd\u590d a-c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"565\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-101-1024x565.png\" alt=\"\" class=\"wp-image-27320\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-101-1024x565.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-101-300x165.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-101-768x424.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-101.png 1175w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u00b7&nbsp;<\/strong>\u57fa\u4e8e RTC&nbsp;\u7684\u5168\u53cc\u5de5\u5bf9\u8bdd\uff0c\u6a21\u578b\u80fd\u591f\u81ea\u5df1\u201c\u8bf4\u201d\u7684\u540c\u65f6\uff0c\u201c\u542c\u201d\u5230\u7528\u6237\u5728\u8bf4\u4ec0\u4e48\uff0c\u5b9e\u65f6\u5224\u5b9a\u662f\u5426\u8981\u505c\u6b62\u8bf4\u8bdd\uff08\u88ab\u6253\u65ad\uff09\uff0c\u6216\u8005\u5f00\u59cb\u8bf4\u8bdd\uff08\u6253\u65ad\u7528\u6237\u6216\u8005\u6b63\u5e38\u63a5\u8bdd\uff09<\/p>\n\n\n\n<p>&#8211;&nbsp;\u4e3a\u7528\u6237\u548c\u6a21\u578b\u751f\u6210\u4e00\u5bf9\u4e00\u7684 RTC \u201c\u623f\u95f4\u201d\uff0c\u7528\u6237\u548c\u6a21\u578b\u90fd\u52a0\u5165\u623f\u95f4\uff1b<\/p>\n\n\n\n<p>&#8211;&nbsp;\u6a21\u578b\u5b9e\u65f6\u6309\u5e27\u5bf9\u9f50\u7684\uff0c\u6536\u542c\u7528\u6237\u8bf4\u7684\u8bdd\uff0c\u4ee5\u53ca\u5f53\u524d\u81ea\u5df1\u8bf4\u7684\u8bdd\uff1b<\/p>\n\n\n\n<p>&#8211;&nbsp;<strong>\u6a21\u578b\u81ea\u4e3b\u5224\u5b9a\uff0c\u4ec0\u4e48\u65f6\u5019\u6253\u65ad\u6216\u88ab\u6253\u65ad<\/strong>&nbsp;\uff08\u662f\u5426\u7ee7\u7eed\u64ad\u653e\u56de\u590d\u6216\u8005\u505c\u6b62\u64ad\u653e\u56de\u590d\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"897\" height=\"637\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-102.png\" alt=\"\" class=\"wp-image-27321\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-102.png 897w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-102-300x213.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-102-768x545.png 768w\" sizes=\"(max-width: 897px) 100vw, 897px\" \/><\/figure>\n\n\n\n<h2>\u200b4.2&nbsp;<strong>\u5168\u94fe\u8def\u4f4e\u5ef6\u8fdf\u4f18\u5316<\/strong><\/h2>\n\n\n\n<p>\u6211\u4eec\u5206\u522b\u5728\u7f51\u7edc\u63a5\u5165\u5c42\u3001\u670d\u52a1\u67b6\u6784\u5c42\u3001\u6a21\u578b\u63a8\u7406\u5c42\u8fdb\u884c\u4e86\u4f4e\u5ef6\u8fdf\u7684\u6df1\u5ea6\u4f18\u5316\uff0c\u529b\u6c42\u8fbe\u5230\u66f4\u81ea\u7136\u3001\u6d41\u7545\u7684\u4eba\u673a\u4ea4\u4e92\u4f53\u9a8c\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"891\" height=\"460\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-103.png\" alt=\"\" class=\"wp-image-27322\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-103.png 891w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-103-300x155.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-103-768x396.png 768w\" sizes=\"(max-width: 891px) 100vw, 891px\" \/><\/figure>\n\n\n\n<p><strong>\u200b\u00b7&nbsp;RTC&nbsp;\u4f4e\u5ef6\u8fdf\u3001\u6297\u5f31\u7f51\u4f18\u5316\uff1a<\/strong><\/p>\n\n\n\n<p>&#8211;&nbsp;<strong>\u4f4e\u5ef6\u8fdf\uff1a<\/strong>\u4e0e\u4f20\u7edf\u901a\u4fe1\u6280\u672f\uff08\u5982 websocket\uff09\u76f8\u6bd4\uff0c\u6211\u4eec\u91c7\u7528 RTC&nbsp;\u6280\u672f\uff0c\u901a\u8fc7\u5f31\u7f51\u8865\u507f\u3001\u9aa8\u5e72\u7f51\u4f18\u5316\u3001\u97f3\u9891\u7f16\u89e3\u7801\u4f18\u5316\u7b49\u624b\u6bb5\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u901a\u4fe1\u5ef6\u8fdf\u7684\u540c\u65f6\u4ecd\u80fd\u786e\u4fdd\u8f83\u9ad8\u54c1\u8d28\u7684\u97f3\u8d28\uff0c\u5e73\u5747\u6d88\u606f\u5230\u8fbe\u5ef6\u8fdf\u4e0b\u964d 67%\u3002<\/p>\n\n\n\n<p>&#8211;&nbsp;<strong>\u6297\u5f31\u7f51\uff1a<\/strong>\u901a\u8fc7 RTC&nbsp;\u6297\u5f31\u7f51\u6280\u672f\uff0c\u6211\u4eec\u80fd\u591f\u5728\u5f31\u7f51\u73af\u5883\u4e0b\u4ecd\u7136\u4fdd\u6301\u8f83\u9ad8\u7684\u8fde\u901a\u7387\u53ca\u901a\u8bdd\u97f3\u8d28\uff0c\u76f8\u5bf9\u4f20\u7edf\u6280\u672f\uff0cRTC&nbsp;\u4fe1\u9053\u5728\u8f83\u9ad8\u4e22\u5305\u7387\u7684\u7f51\u7edc\u73af\u5883\u4e0b\u4ecd\u80fd\u4fdd\u6301\u8f83\u6d41\u7545\u7684\u901a\u8bdd\u4f53\u9a8c\u3002<\/p>\n\n\n\n<p><strong>\u200b\u200b\u00b7&nbsp;\u5168\u94fe\u8def\u6d41\u5f0f\u4f18\u5316\uff1a<\/strong>\u4f20\u7edf\u7684\u5bf9\u8bdd\u67b6\u6784\u5728\u5904\u7406\u591a\u6a21\u6001\u4fe1\u606f\u65f6\u5f80\u5f80\u4e0d\u591f\u4f18\u5316\uff1a\u5b58\u5728 ASR -&gt; LLM -&gt; TTS&nbsp;\u7ea7\u8054\u7ed3\u6784\uff0c\u8bed\u97f3\u8bc6\u522b\u7ed3\u675f\u540e\u624d\u8fdb\u5165\u5927\u6a21\u578b\u63a8\u7406\uff0c\u5927\u6a21\u578b\u63a8\u7406\u540e\u624d\u80fd\u8fdb\u5165\u8bed\u97f3\u5408\u6210\uff0c\u5b58\u5728\u663e\u8457\u7684\u7ea7\u8054\u5ef6\u8fdf\u3002\u6211\u4eec\u57fa\u4e8e MindGPT-4o-Audio&nbsp;\u591a\u6a21\u6001\u7684\u80fd\u529b\uff0c\u6d88\u9664\u4e86\u7ea7\u8054\u7ed3\u6784\uff0c\u5e76\u5728\u5168\u94fe\u8def\uff08\u7f51\u7edc\u63a5\u5165\u3001\u4e1a\u52a1\u903b\u8f91\u3001\u6a21\u578b\u63a8\u7406\u7b49\uff09\u5404\u4e2a\u670d\u52a1\u5c42\u7ea7\u5b9e\u73b0\u4e86\u97f3\u9891\u5168\u6d41\u5f0f\u4f20\u9001<strong>\uff0c<\/strong>\u5c3d\u53ef\u80fd\u7684\u5c06\u6d41\u5f0f\u97f3\u9891\u53ca\u65f6\u9001\u8fbe\u5404\u670d\u52a1\u6a21\u5757\u5e76\u542f\u52a8\u9884\u8ba1\u7b97\uff0c<strong>\u5b9e\u73b0\u5168\u94fe\u8def\u901a\u4fe1\u548c\u8ba1\u7b97\u7684\u91cd\u53e0<\/strong>\uff0c\u4ece\u800c\u663e\u8457\u964d\u4f4e\u4e86\u5ef6\u8fdf\u6c34\u5e73\u3002<\/p>\n\n\n\n<p><strong>\u200b\u00b7&nbsp;\u6d41\u5f0f\u63a8\u7406\u4f18\u5316\uff1a<\/strong><\/p>\n\n\n\n<p>&#8211;&nbsp;<strong>\u91cd\u53e0\u8ba1\u7b97\uff1a<\/strong>\u9488\u5bf9\u8bed\u97f3\u6a21\u6001\u8f93\u5165\uff0c\u6211\u4eec\u5728\u5168\u94fe\u8def\u6d41\u5f0f\u7684\u57fa\u7840\u4e0a\uff0c\u91cd\u53e0\u4e86\u591a\u4e2a\u6a21\u5757\u7684\u63a8\u7406\u8fc7\u7a0b\uff0c\u5982\u53cc\u5de5\u5224\u5b9a\u6a21\u5757\u548c\u751f\u6210\u6a21\u5757\u3001\u6587\u672c Prefill&nbsp;\u548c AudioEncoder&nbsp;\u6a21\u5757\u7b49\uff1b\u6d41\u5f0f\u63a8\u7406\u4f18\u5316\u540e\u9996 token&nbsp;\u5ef6\u8fdf\u4ece 1s&nbsp;\u964d\u5230 20ms\uff0c\u8bed\u97f3\u751f\u6210\u7684\u9996\u5305\u4ece 500ms&nbsp;\u964d\u5230 60ms\uff1b<\/p>\n\n\n\n<p>&#8211;&nbsp;<strong>P-D\u5206\u79bb +&nbsp;\u591a\u7ea7\u8c03\u5ea6\uff1a<\/strong>\u57fa\u4e8e P-D&nbsp;\u5206\u79bb\u7684\u601d\u8def\uff0c\u5c06\u591a\u6a21\u63a8\u7406\u5206\u89e3\u6210 AudioEncode\u3001Prefill\u3001Decode&nbsp;\u7b49\u591a\u4e2a\u9636\u6bb5\uff0c\u5e76\u4e14\u9488\u5bf9\u4e0d\u540c\u9636\u6bb5\u8fdb\u884c\u5b9a\u5236\u7684\u8c03\u5ea6\u7b56\u7565\u4f18\u5316\uff0c\u5982 AudioEncode&nbsp;\u4f7f\u7528 Static Batching&nbsp;\u8c03\u5ea6\uff0cPrefill&nbsp;\u4f7f\u7528 Chunked Prefill&nbsp;\u8c03\u5ea6\uff0cDecoder&nbsp;\u4f7f\u7528 Continuous Batching \u8c03\u5ea6\uff0c\u4fdd\u8bc1\u63a8\u7406\u6027\u80fd\u6700\u4f18\uff0c\u9ad8\u5e76\u53d1\u65f6\u4ecd\u7136\u53ef\u4ee5\u4fdd\u6301\u63a8\u7406\u5ef6\u8fdf\u5728\u51e0\u5341\u6beb\u79d2\u91cf\u7ea7\uff1b<\/p>\n\n\n\n<p>&#8211;&nbsp;<strong>\u5f02\u6784\u8ba1\u7b97\uff1a<\/strong>\u63a8\u7406\u670d\u52a1\u5f02\u6784\u8ba1\u7b97\u67b6\u6784\uff0c\u9488\u5bf9\u591a\u6a21\u63a8\u7406\u5404\u9636\u6bb5\u7684\u7b97\u529b\u9700\u6c42\u548c\u5e76\u53d1\u7279\u70b9\uff0c\u5c06\u5176\u5206\u522b\u90e8\u7f72\u5230\u5f02\u6784\u578b\u53f7\u7684 GPU&nbsp;\u4e0a\uff0c\u4ee5\u6700\u4f18\u5316\u5229\u7528\u673a\u5668\u8d44\u6e90\uff0c\u964d\u4f4e\u5ef6\u8fdf\u7684\u540c\u65f6\u964d\u4f4e\u4e86\u90e8\u7f72\u6210\u672c\uff1b\u5bf9\u6bd4\u975e\u5f02\u6784\u8ba1\u7b97\u7248\u672c\uff0c\u63a8\u7406\u6210\u672c\u964d\u4f4e 50%\u3002<\/p>\n\n\n\n<p>\u200b<\/p>\n\n\n\n<h2>4.3&nbsp;<strong>Prompt&nbsp;\u5e73\u53f0<\/strong><\/h2>\n\n\n\n<p>\u6b64\u5916\u4e3a\u4e86\u66f4\u597d\u652f\u6491\u4e1a\u52a1\u5b9a\u5236\u53ca\u8fd0\u8425\uff0c\u6211\u4eec\u4e0a\u7ebf\u4e86\u9ad8\u7075\u6d3b\u5ea6\u7684Prompt\u5e73\u53f0\uff0c\u6301\u7eed\u786e\u4fdd\u4e1a\u52a1\u8d28\u91cf\uff1a<\/p>\n\n\n\n<p><strong>\u200b\u200b\u00b7&nbsp;\u52a8\u6001\u63d0\u793a\u8bcd\u7cfb\u7edf<\/strong>\uff1a\u5efa\u8bbe\u4e00\u5957\u57fa\u4e8e\u539f\u5b50\u6307\u4ee4\u548c\u7ec4\u5408\u7684\u52a8\u6001\u63d0\u793a\u8bcd\u7cfb\u7edf\uff0c\u9488\u5bf9\u8bed\u97f3\u5927\u6a21\u578b\u5b9a\u5236\u4e00\u5957\u5bf9\u8bdd\u7cfb\u7edf\u63d0\u793a\u8bcd\u6846\u67b6\uff0c\u5b9e\u73b0\u8bed\u97f3\u5bf9\u8bdd\u548c\u77e5\u8bc6\u589e\u5f3a\u95ee\u7b54\u80fd\u529b\uff0c\u589e\u5f3a\u5bf9\u8bdd\u9075\u5faa\u548c\u77e5\u8bc6\u63a8\u7406\u80fd\u529b\u3002\u4f7f\u5f97\u5728\u7ebf\u63a8\u7406\u683c\u5f0f\u4e0e\u6a21\u578b\u8bad\u7ec3\u683c\u5f0f100%\u5339\u914d\uff0c\u540c\u65f6\u589e\u52a0\u6a21\u578b\u8ba4\u77e5\u3001\u6a21\u578b\u5b89\u5168\u548c\u7528\u6237\u73af\u5883\u4fe1\u606f\u7b49\u6838\u5fc3\u4e1a\u52a1\u6307\u4ee4\u9075\u5faa\u80fd\u529b\uff0c\u786e\u4fdd\u4e1a\u52a1\u80fd\u529b\u8986\u76d6 100%\u3002<\/p>\n\n\n\n<p><strong>\u200b\u200b\u00b7&nbsp;\u573a\u666f\u5316\u63d0\u793a\u8bcd\u7cfb\u7edf<\/strong>\uff1a\u4f7f\u7528\u94fe\u8def\u4fe1\u53f7\u81ea\u52a8\u611f\u77e5\u6280\u672f\uff0c\u5b9e\u73b0\u4e86\u573a\u666f\u6d41\u91cf\u81ea\u52a8\u5708\u9009\u80fd\u529b\uff1b\u5e76\u4e14\u5bf9\u5708\u9009\u7684\u573a\u666f\u5b9a\u5236\u7279\u5b9a\u529f\u80fd\u63d0\u793a\u8bcd\u6846\u67b6\uff0c\u786e\u4fdd\u6a21\u578b\u6574\u4f53\u529f\u80fd\u7a33\u5b9a\uff0c\u5b9e\u73b0\u4e86\u573a\u666f\u4e2a\u6027\u5316\u80fd\u529b\u3002\u652f\u6301\u5168\u94fe\u8def\u4e2a\u6027\u5316\u6548\u679c\u5b9a\u5236\uff0c\u53ef\u4ee5\u505a\u5230T+0\u5206\u949f\u7ea7\u5feb\u901f\u70ed\u66f4\u65b0\uff0c\u6307\u4ee4\u4efb\u52a1\u8fbe\u6210\u7387 &gt; 95%\u3002<\/p>\n\n\n\n<p><strong>\u200b\u200b\u00b7&nbsp;\u89d2\u8272\u626e\u6f14\u573a\u666f\u5316<\/strong>\uff1a\u4f7f\u7528\u573a\u666f\u5316\u63d0\u793a\u8bcd\uff0c\u5b9e\u73b0\u81ea\u52a8\u611f\u77e5\u89d2\u8272\u626e\u6f14\u573a\u666f\uff0c\u5728\u6a21\u578b\u63a8\u7406\u4e2d\u4f7f\u7528\u4e0d\u540c\u63d0\u793a\u8bcd\u6846\u67b6\uff0c\u4f7f\u6a21\u578b\u8f93\u51fa\u5177\u6709\u5f53\u524d\u573a\u666f\u4e2a\u6027\u5316\u7684\u89d2\u8272\u56de\u590d\u98ce\u683c\u3002\u76ee\u524d\u4e0a\u7ebf\u4e2a\u6027\u5316\u573a\u666f7\u4e2a\uff0c\u540e\u7eed\u53ef\u5feb\u901f\u66f4\u65b0\u548c\u65b0\u589e\u573a\u666f\uff0c\u573a\u666f\u5e73\u5747\u8fbe\u6210\u7387 &gt;90%\u3002&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"142\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-104-1024x142.png\" alt=\"\" class=\"wp-image-27324\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-104-1024x142.png 1024w, 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class=\"screen-reader-text\">\u7406\u60f3\u540c\u5b66\uff1aMindGPT-4o-Audio\u5b9e\u65f6\u8bed\u97f3\u5bf9\u8bdd\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":[4,9,38,34],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/26981"}],"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=26981"}],"version-history":[{"count":21,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/26981\/revisions"}],"predecessor-version":[{"id":27661,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/26981\/revisions\/27661"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=26981"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=26981"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=26981"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}