{"id":27916,"date":"2025-08-02T15:49:57","date_gmt":"2025-08-02T07:49:57","guid":{"rendered":"http:\/\/139.9.1.231\/?p=27916"},"modified":"2025-08-07T14:14:07","modified_gmt":"2025-08-07T06:14:07","slug":"higgs-audio-v2","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2025\/08\/02\/higgs-audio-v2\/","title":{"rendered":"Higgs Audio V2-\u8bed\u97f3\u5927\u6a21\u578b"},"content":{"rendered":"\n<ul class=\"has-light-pink-background-color has-background\"><li><strong><em>\u6a21\u578b\u4ee3\u7801\uff1a<a rel=\"noreferrer noopener\" href=\"https:\/\/github.com\/boson-ai\/higgs-audio\" target=\"_blank\">https:\/\/github.com\/boson-ai\/higgs-audio<\/a><\/em><\/strong><\/li><li><strong><em>\u8bed\u97f3\u7406\u89e3\u751f\u6210\u6a21\u578b Higgs-Audio\uff1a<a rel=\"noreferrer noopener\" href=\"https:\/\/www.boson.ai\/blog\/higgs-audio\" target=\"_blank\">https:\/\/www.boson.ai\/blog\/higgs-audio<\/a><\/em><\/strong><\/li><li><strong><em><a rel=\"noreferrer noopener\" href=\"https:\/\/github.com\/boson-ai\/higgs-audio\/blob\/main\/tech_blogs\/TOKENIZER_BLOG.md\" target=\"_blank\">Higgs Audio Tokenizer<\/a><\/em><\/strong><\/li><li><a rel=\"noreferrer noopener\" href=\"https:\/\/github.com\/boson-ai\/higgs-audio\/blob\/main\/tech_blogs\/ARCHITECTURE_BLOG.md\" target=\"_blank\"><strong><em>HiggsAudio-V2 \u6a21\u578b\u67b6\u6784<\/em><\/strong><\/a><\/li><li><em><a href=\"https:\/\/www.boson.ai\/blog\/higgs-audio\"><strong>https:\/\/www.boson.ai\/blog\/higgs-audio<\/strong><\/a><\/em><\/li><li><strong>\u6a21\u578b\u5fae\u8c03\uff1a<\/strong><em><a href=\"https:\/\/github.com\/JimmyMa99\/train-higgs-audio\/tree\/main\"><strong>https:\/\/github.com\/JimmyMa99\/train-higgs-audio\/tree\/main<\/strong><\/a><\/em><\/li><li><strong>\u89e3\u8bfb\uff1a<a rel=\"noreferrer noopener\" href=\"https:\/\/mp.weixin.qq.com\/s\/QxW1aIaa7333fhYB7alaUw\" target=\"_blank\">\u91cf\u5b50\u4f4d<\/a><\/strong><\/li><\/ul>\n\n\n\n<p><strong>Higgs Audio V2\u6a21\u578b<\/strong>\uff0c\u4e0d\u4ec5\u80fd\u5904\u7406\u6587\u672c\uff0c\u8fd8\u80fd\u540c\u65f6\u7406\u89e3\u5e76\u751f\u6210\u8bed\u97f3\u3002\u9664\u4e86\u4e00\u4e9b\u5e38\u89c4\u8bed\u97f3\u4efb\u52a1\u5916\uff0c\u8fd9\u4e2a\u6a21\u578b\u8fd8\u5177\u5907\u4e00\u4e9b\u8f83\u4e3a\u7f55\u89c1\u7684\u80fd\u529b\uff0c\u6bd4\u5982\u751f\u6210\u591a\u79cd\u8bed\u8a00\u7684\u81ea\u7136\u591a\u8bf4\u8bdd\u4eba\u5bf9\u8bdd\u3001\u65c1\u767d\u8fc7\u7a0b\u4e2d\u7684\u81ea\u52a8\u97f5\u5f8b\u8c03\u6574\u3001\u4f7f\u7528\u514b\u9686\u58f0\u97f3\u8fdb\u884c\u65cb\u5f8b\u54fc\u5531\u4ee5\u53ca\u540c\u65f6\u751f\u6210\u8bed\u97f3\u548c\u80cc\u666f\u97f3\u4e50\u3002<\/p>\n\n\n\n<p>\u6574\u4e2a\u8fc7\u7a0b\u582a\u79f0<strong>\u201c\u5927\u529b\u51fa\u5947\u8ff9\u201d<\/strong>\uff0c\u76f4\u63a5\u5c06<strong>1000\u4e07\u5c0f\u65f6<\/strong>\u7684\u8bed\u97f3\u6570\u636e\u6574\u5408\u5230LLM\u7684\u6587\u672c\u8bad\u7ec3\uff0c<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/github.com\/boson-ai\/higgs-audio\/raw\/main\/figures\/higgs_audio_v2_architecture_combined.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>Higgs Audio v2 \u91c7\u7528\u4e0a\u56fe\u67b6\u6784\u56fe\u4e2d\u6240\u793a\u7684\u201cgeneration variant\u201d\u3002\u5176\u5f3a\u52b2\u7684\u6027\u80fd\u6e90\u4e8e\u4e09\u9879\u5173\u952e\u6280\u672f\u521b\u65b0\uff1a<\/p>\n\n\n\n<ul><li>\u5f00\u53d1\u4e86\u4e00\u5957\u81ea\u52a8\u5316\u6ce8\u91ca\u6d41\u7a0b\uff0c<strong>\u8be5\u6d41\u7a0b\u5145\u5206\u5229\u7528\u4e86\u591a\u4e2a ASR \u6a21\u578b\u3001\u58f0\u97f3\u4e8b\u4ef6\u5206\u7c7b\u6a21\u578b\u4ee5\u53ca\u6211\u4eec\u5185\u90e8\u7684\u97f3\u9891\u7406\u89e3\u6a21\u578b<\/strong>\u3002<strong>\u501f\u52a9\u8be5\u6d41\u7a0b\uff0c\u6211\u4eec\u6e05\u7406\u5e76\u6ce8\u91ca\u4e86 1000 \u4e07\u5c0f\u65f6\u7684\u97f3\u9891\u6570\u636e<\/strong>\uff0c\u5e76\u5c06\u5176\u547d\u540d\u4e3a&nbsp;<strong>AudioVerse<\/strong>&nbsp;\u3002\u8be5\u5185\u90e8\u7406\u89e3\u6a21\u578b\u5728&nbsp;<a href=\"https:\/\/www.boson.ai\/blog\/higgs-audio\">Higgs Audio v1 Understanding<\/a>&nbsp;\u7684\u57fa\u7840\u4e0a\u8fdb\u884c\u4e86\u5fae\u8c03\uff0c\u5e76\u91c7\u7528\u4e86\u67b6\u6784\u56fe\u4e2d\u6240\u793a\u7684\u201c\u7406\u89e3\u53d8\u4f53\u201d\u3002<\/li><li><strong>\u4ece\u96f6\u5f00\u59cb\u8bad\u7ec3\u4e86\u4e00\u4e2a\u7edf\u4e00\u7684\u97f3\u9891\u5206\u8bcd\u5668\uff0c\u5b83\u53ef\u4ee5\u540c\u65f6\u6355\u6349\u8bed\u4e49\u548c\u58f0\u5b66\u7279\u5f81\u3002<\/strong><\/li><li><strong>\u63d0\u51fa\u4e86 DualFFN \u67b6\u6784\uff0c\u5b83\u589e\u5f3a\u4e86 LLM \u4ee5\u6700\u5c0f\u8ba1\u7b97\u5f00\u9500\u5efa\u6a21\u58f0\u5b66 token \u7684\u80fd\u529b\u3002<\/strong><\/li><\/ul>\n\n\n\n<p>Higgs Audio V2 \u5728\u97f3\u9891 AI \u80fd\u529b\u4e0a\u5b9e\u73b0\u4e86\u91cd\u5927\u98de\u8dc3\uff1a<\/p>\n\n\n\n<ul><li><strong>\u591a\u8bf4\u8bdd\u4eba\u5bf9\u8bdd\u81ea\u7136\u6d41\u7545<\/strong>\uff1a\u591a\u8bf4\u8bdd\u4eba\u5bf9\u8bdd\u5f80\u5f80\u96be\u4ee5\u5904\u7406\uff0c\u5c24\u5176\u662f\u5728\u89d2\u8272\u65e0\u6cd5\u5339\u914d\u5f7c\u6b64\u7684\u60c5\u7eea\u548c\u8bed\u6c14\u65f6\u3002\u800c\u501f\u52a9 Higgs Audio V2\uff0c\u8fd9\u79cd\u5bf9\u8bdd\u8f7b\u677e\u81ea\u7136\uff0c\u4eff\u4f5b\u73b0\u573a\u4ea4\u6d41\uff0c\u5145\u6ee1\u751f\u547d\u529b\u3002<\/li><li><strong>\u652f\u6301\u957f\u97f3\u9891\u751f\u6210<\/strong>\uff1a\u751f\u6210\u957f\u97f3\u9891\u65f6\u9700\u8981\u4fdd\u6301\u58f0\u97f3\u7684\u4e00\u81f4\u6027\uff0c\u540c\u65f6\u517c\u987e\u771f\u5b9e\u611f\u3001\u5438\u5f15\u529b\u548c\u751f\u52a8\u6027\u3002Higgs Audio \u63d0\u4f9b\u6761\u4ef6\u63a7\u5236\u4e0e\u63d0\u793a\u673a\u5236\uff0c\u4f7f\u957f\u97f3\u9891\u8868\u73b0\u51fa\u8272\u3002<\/li><li><strong>\u9ad8\u4fdd\u771f\u97f3\u8d28<\/strong>\uff1a\u4e3a\u4e86\u5728\u9ad8\u54c1\u8d28\u626c\u58f0\u5668\u548c\u8033\u673a\u4e0a\u5b9e\u73b0\u903c\u771f\u97f3\u6548\uff0c<strong>V2 \u5c06\u97f3\u9891\u5904\u7406\u7ba1\u7ebf\u4ece 16kHz \u5347\u7ea7\u81f3 24kHz\uff0c\u5e26\u6765\u66f4\u4f73\u97f3\u8d28\u3002<\/strong><\/li><li><strong>\u9ad8\u6548\u63a8\u7406\uff0c\u8d44\u6e90\u53cb\u597d<\/strong>\uff1a\u65e0\u8bba\u662f\u4e2a\u4eba\u9879\u76ee\u8fd8\u662f\u5546\u7528\u90e8\u7f72\uff0c\u63a8\u7406\u6548\u7387\u90fd\u5f88\u91cd\u8981\u3002\u6211\u4eec\u6700\u5c0f\u7684\u6a21\u578b\u53ef\u4ee5\u5728 Jetson Orin Nano \u4e0a\u8fd0\u884c\uff1b\u6700\u65b0\u7684 3B Audio Generation V2 \u6a21\u578b\u5219\u81f3\u5c11\u9700\u8981 RTX 4090 \u624d\u80fd\u9ad8\u6548\u63a8\u7406\u3002<\/li><li><strong>\u751f\u6210\u771f\u5b9e\u3001\u6709\u60c5\u611f\u7684\u8bed\u97f3\u8868\u73b0\u9886\u5148<\/strong>\uff1a\u5728 EmergentTTS-Eval \u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u5176\u80dc\u7387\u8d85\u8fc7 75%\uff0c\u8d85\u8d8a ChatGPT 4o\u3002<\/li><li><strong>\u5f00\u6e90<\/strong>\uff1a\u6a21\u578b\u5f00\u6e90\u3002<\/li><li><strong>\u8bad\u7ec3\u6570\u636e\u8d85\u5343\u4e07\u5c0f\u65f6<\/strong>\uff1a\u4e3a\u5b9e\u73b0\u66f4\u9ad8\u97f3\u8d28\u4e0e\u66f4\u903c\u771f\u7684\u8bed\u97f3\u6548\u679c\uff0c\u6a21\u578b\u5728<strong>\u8d85\u8fc71000\u4e07\u5c0f\u65f6\u7684\u97f3\u9891\u4e0a\u8bad\u7ec3<\/strong>\uff0c\u5e76<strong>\u4f9d\u6258\u7cbe\u7ec6\u7684\u5904\u7406\u4e0e\u6807\u6ce8\u6d41\u7a0b\u81ea\u52a8\u751f\u6210\u8bad\u7ec3\u6570\u636e<\/strong>\u3002<\/li><\/ul>\n\n\n\n<h2>\u6a21\u578b\u539f\u7406\uff1a<\/h2>\n\n\n\n<p>\u4f20\u7edf\u7684\u8bed\u97f3\u548c\u6587\u672c\u6a21\u578b\u4e4b\u95f4\u76f8\u4e92\u72ec\u7acb\uff0c\u674e\u6c90\u8001\u5e08\u5c31\u60f3\uff0c\u6b38\uff0c\u80fd\u4e0d\u80fd\u5c06\u4e24\u8005\u7ed3\u5408\u8d77\u6765\uff0c\u76f4\u63a5\u8ba9LLM\u7528\u8bed\u97f3\u8fdb\u884c\u6c9f\u901a\u3002\u90a3\u4e48\u9996\u5148\u5c31\u8981\u77e5\u9053\u6587\u672c\u8bed\u8a00\u6a21\u578b\u7684\u672c\u8d28\u662f\u7528\u7ed9\u5b9a\u7684\u4e00\u6bb5\u6307\u4ee4\u53bb\u751f\u6210\u9884\u6d4b\u7ed3\u679c\uff0c\u5c31\u662f\u5c06\u4efb\u52a1\u5148\u62c6\u89e3\u4e3a<strong>\u7cfb\u7edf\u6307\u4ee4<\/strong><em>\uff08system\uff09<\/em>\u3001<strong>\u7528\u6237\u8f93\u5165<\/strong><em>\uff08user\uff09<\/em>\u3001<strong>\u6a21\u578b\u56de\u590d<\/strong><em>\uff08assistant\uff09<\/em>\u4e09\u4e2a\u90e8\u5206\u3002<strong>system\u544a\u8bc9\u6a21\u578b\uff0c\u9700\u8981\u505a\u4ec0\u4e48\u4e8b\u60c5\uff0c\u4f8b\u5982\u56de\u7b54\u8be5\u95ee\u9898\u3001\u5199\u4e00\u6bb5\u6587\u5b57\u6216\u8005\u5176\u4ed6\uff0cuser\u5c31\u662f\u544a\u77e5\u4e8b\u60c5\u7684\u8be6\u7ec6\u5185\u5bb9\uff0c\u4f8b\u5982\u95ee\u9898\u5177\u4f53\u662f\u4ec0\u4e48\u3001\u6587\u5b57\u8981\u4ec0\u4e48\u98ce\u683c\u3002<\/strong><\/p>\n\n\n\n<p>\u6240\u4ee5\u5982\u679c<strong>\u8981\u8ba9\u6a21\u578b\u652f\u6301\u8bed\u97f3\uff0c\u5c31\u9700\u8981\u4e3a\u6a21\u578b\u589e\u52a0\u4e00\u4e2a\u7cfb\u7edf\u547d\u4ee4\uff0c\u5728user\u91cc\u8f93\u5165\u8981\u8f6c\u5f55\u4e3a\u8bed\u97f3\u7684\u6587\u5b57\uff0c\u8ba9\u6a21\u578b\u4ecesystem\u91cc\u8f93\u51fa\u5bf9\u5e94\u8bed\u97f3\u6570\u636e\u3002<\/strong>\u8fd9\u6837\u8bed\u97f3\u4efb\u52a1\u5c31\u80fd\u8f6c\u6362\u6210\u76f8\u540c\u7684\u5904\u7406\u683c\u5f0f\uff0c\u76f4\u63a5\u6253\u901a\u8bed\u97f3\u548c\u6587\u672c\u4e4b\u95f4\u7684\u6620\u5c04\uff0c<strong>\u901a\u8fc7\u8ffd\u52a0\u66f4\u591a\u7684\u6570\u636e\u548c\u7b97\u529b<\/strong>\uff0c\u76f4\u63a5<strong>scaling law<\/strong>\u201c\u5927\u529b\u51fa\u5947\u8ff9\u201d\u3002<\/p>\n\n\n\n<h3>\u97f3\u9891\u5206\u8bcd\u5668\uff1a<\/h3>\n\n\n\n<p>\u8fd9\u5c31\u5f15\u51fa\u4e86\u65b0\u7684\u95ee\u9898\uff0c<strong>\u8bed\u97f3\u4fe1\u53f7\u672c\u8d28\u662f\u8fde\u7eed\u7684\uff0c\u8981\u5982\u4f55\u624d\u80fd\u5728\u79bb\u6563\u7684\u6587\u672ctoken\u4e2d\u8868\u793a\u5462\uff1f<\/strong><\/p>\n\n\n\n<p>\u73b0\u6709\u7684\u65b9\u6cd5\u662f\u5c06\u4e00\u79d2\u7684\u8bed\u97f3\u4fe1\u53f7\u88c1\u5207\u6210\u591a\u6bb5<em>\uff08\u5982100\u6beb\u79d2\u4e00\u6bb5\uff09<\/em>\uff0c\u4e3a\u6bcf\u4e00\u6bb5\u5339\u914d\u6700\u76f8\u4f3c\u7684\u9884\u5b9a\u4e49\u6a21\u677f<em>\uff08\u598245\u4e2a\u6a21\u677f\uff09<\/em>\uff0c\u7136\u540e\u5c06\u5176\u8868\u793a\u4e3a\u957f\u5ea6\u4e3a10\u7684\u7f16\u53f7\u5e8f\u5217\uff0c\u4e5f\u5c31\u662f\u4e00\u4e2a\u4e2atoken\u3002<\/p>\n\n\n\n<p>\u4f46\u8fd9\u6837\u505a\uff0c\u867d\u7136\u53ef\u4ee5\u5c06\u4e00\u5c0f\u65f6\u7684\u97f3\u9891\u4ece60\u5146\u538b\u7f29\u52300.16\u5146\uff0c\u4f46\u8d28\u91cf\u76f8\u5f53\u7cdf\u7cd5\uff0c\u6240\u4ee5\u9700\u8981<strong>\u4f18\u5148\u4fdd\u7559\u8bed\u97f3\u7684\u8bed\u4e49\u4fe1\u606f<\/strong>\uff0c<strong>\u800c\u58f0\u5b66\u4fe1\u53f7\u53ea\u4fdd\u7559\u5c11\u91cf\u90e8\u5206\uff0c\u540e\u7eed\u518d\u901a\u8fc7\u5176\u4ed6\u624b\u6bb5\u8fd8\u539f<\/strong>\u3002<\/p>\n\n\n\n<p class=\"has-light-gray-background-color has-background\">\u4e8e\u662f\u4ed6\u4eec<strong>\u8bad\u7ec3\u4e86\u4e00\u4e2a\u7edf\u4e00\u7684\u79bb\u6563\u5316\u97f3\u9891\u5206\u8bcd\u5668\uff0c\u4ee5\u6bcf\u79d225\u5e27  [40ms\/\u5e27]  \u7684\u901f\u5ea6\u8fd0\u884c\uff0c\u540c\u65f6\u4fdd\u6301\u751a\u81f3\u63d0\u9ad8\u97f3\u9891\u8d28\u91cf\uff0c\u4ee5\u6355\u83b7\u8bed\u4e49\u548c\u58f0\u5b66\u7279\u5f81\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"283\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-3-1024x283.png\" alt=\"\" class=\"wp-image-28173\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-3-1024x283.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-3-300x83.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-3-768x213.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-3.png 1420w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-light-gray-background-color has-background\">\u65b0\u7684\u79bb\u6563\u5316\u97f3\u9891\u5206\u8bcd\u5668\u8fd0\u884c\u901f\u5ea6\u4ec5\u4e3a\u6bcf\u79d225\u5e27\uff0c\u540c\u65f6\u5728\u97f3\u8d28\u4e0a\u4fdd\u6301\u751a\u81f3\u4f18\u4e8e\u7801\u7387\u7ffb\u500d\u7684\u5206\u8bcd\u5668\u3002\u8be5\u6a21\u578b\u662f<strong>\u9996\u4e2a\u5728 24 kHz \u6570\u636e\u4e0a\u8bad\u7ec3\u7684\u7edf\u4e00\u7cfb\u7edf<\/strong>\uff0c<strong>\u8986\u76d6\u8bed\u97f3\u3001\u97f3\u4e50\u4e0e\u58f0\u97f3\u4e8b\u4ef6<\/strong>\u3002\u540c\u65f6\uff0c\u8be5<strong>\u6a21\u578b\u91c7\u7528\u7b80\u5355\u7684\u975e\u6269\u6563\u5f0f\u7f16\u7801\u5668\/\u89e3\u7801\u5668\uff0c\u5b9e\u73b0\u5feb\u901f\u6279\u91cf\u63a8\u7406<\/strong>\u3002<\/p>\n\n\n\n<p id=\"h_1931402751889368430_16\"><strong>\u89e3\u6790\u6a21\u5757<\/strong>\uff1a<\/p>\n\n\n\n<ul><li>\u8bed\u4e49\u6559\u5e08\u6a21\u578b (Semantic Teacher): \u751f\u6210\u8bed\u4e49\u8868\u793a&nbsp;<em>S<\/em>\uff0c\u7528\u4e8e\u6307\u5bfc\u8bed\u4e49\u7f16\u7801\u5668\u63d0\u53d6\u8bed\u4e49\u4fe1\u606f\uff1b<\/li><li>\u8bed\u4e49\u7f16\u7801\u5668 (Semantic Encoder): \u63a5\u6536\u8bed\u4e49\u8868\u793a<em>&nbsp;S<\/em>\uff0c\u63d0\u53d6\u8bed\u4e49\u7279\u5f81&nbsp;hS&nbsp;\uff1b<\/li><li>\u58f0\u5b66\u7f16\u7801\u5668 (Acoustic Encoder): \u76f4\u63a5\u4ece\u8f93\u5165\u97f3\u9891 X \u4e2d\u63d0\u53d6\u58f0\u5b66\u7279\u5f81&nbsp;hA&nbsp;\uff1b<\/li><li>\u7279\u5f81\u7ec4\u5408 (Concatenation): \u5c06\u8bed\u4e49\u7279\u5f81&nbsp;hS&nbsp;\u548c\u58f0\u5b66\u7279\u5f81&nbsp;hA&nbsp;\u8fdb\u884c\u7279\u5f81\u7ec4\u5408\uff0c\u5f62\u6210\u8054\u5408\u7279\u5f81\u8868\u793a\uff1b<\/li><li>Dense \u5c42: \u5bf9\u8054\u5408\u7279\u5f81\u8fdb\u884c\u975e\u7ebf\u6027\u53d8\u6362\uff0c\u751f\u6210\u9884\u91cf\u5316\u7279\u5f81&nbsp;hpre&nbsp;\uff1b<\/li><li>\u6b8b\u5dee\u5411\u91cf\u91cf\u5316 (RVQ): \u5bf9\u9884\u91cf\u5316\u7279\u5f81\u8fdb\u884chpre&nbsp;\u91cf\u5316\uff0c\u751f\u6210\u91cf\u5316\u540e\u7684\u7279\u5f81&nbsp;hpost\uff0c\u5e76\u4ea7\u751f\u591a\u4e2a\u91cf\u5316\u7801\u672c&nbsp;Q1,Q2,\u2026,Qm&nbsp;\uff1b<\/li><li>Dense \u5c42: \u5bf9\u91cf\u5316\u540e\u7684\u7279\u5f81\u8fdb\u884c\u975e\u7ebf\u6027\u53d8\u6362hpost\uff0c\u751f\u6210\u7528\u4e8e\u89e3\u7801\u7684\u7279\u5f81\u8868\u793a\uff1b<\/li><\/ul>\n\n\n\n<p><strong>\u89e3\u7801\u8fc7\u7a0b\uff1a<\/strong><\/p>\n\n\n\n<ol><li>\u8bed\u4e49\u89e3\u7801\u5668 (Semantic Decoder): \u4f7f\u7528\u5904\u7406\u540e\u7684\u91cf\u5316\u7279\u5f81\u91cd\u5efa\u8bed\u4e49\u8868\u793a&nbsp;S^&nbsp;\uff1b<\/li><li>\u58f0\u5b66\u89e3\u7801\u5668 (Acoustic Decoder): \u4f7f\u7528\u5904\u7406\u540e\u7684\u91cf\u5316\u7279\u5f81\u91cd\u5efa\u97f3\u9891\u4fe1\u53f7&nbsp;X^&nbsp;\uff1b<\/li><\/ol>\n\n\n\n<p><strong>\u5177\u4f53\u6d41\u7a0b\uff1a<\/strong><\/p>\n\n\n\n<ol><li>\u7279\u5f81\u63d0\u53d6: \u539f\u59cb\u97f3\u9891 X \u8f93\u5165\u540e\uff0c\u901a\u8fc7\u8bed\u4e49\u6559\u5e08\u6a21\u578b\u751f\u6210\u8bed\u4e49\u8868\u793a S\uff0c\u7136\u540e\u901a\u8fc7\u8bed\u4e49\u7f16\u7801\u5668\u548c\u58f0\u5b66\u7f16\u7801\u5668\u5206\u522b\u63d0\u53d6\u8bed\u4e49\u7279\u5f81\u548c\u58f0\u5b66\u7279\u5f81\uff1b<\/li><li>\u7279\u5f81\u7ec4\u5408\u4e0e\u91cf\u5316: \u63d0\u53d6\u7684\u8bed\u4e49\u548c\u58f0\u5b66\u7279\u5f81\u8fdb\u884c\u7ec4\u5408\uff0c\u7ecf\u8fc7\u975e\u7ebf\u6027\u53d8\u6362\u540e\u8fdb\u884c\u6b8b\u5dee\u5411\u91cf\u91cf\u5316\uff0c\u5f97\u5230\u91cf\u5316\u540e\u7684\u7279\u5f81\u8868\u793a\uff1b<\/li><li>\u89e3\u7801\u4e0e\u91cd\u5efa: \u91cf\u5316\u540e\u7684\u7279\u5f81\u5206\u522b\u8f93\u5165\u8bed\u4e49\u89e3\u7801\u5668\u548c\u58f0\u5b66\u89e3\u7801\u5668\uff0c\u91cd\u5efa\u8bed\u4e49\u8868\u793a&nbsp;S^&nbsp;\u548c\u97f3\u9891\u4fe1\u53f7&nbsp;X^&nbsp;\uff1b<\/li><li>\u635f\u5931\u8ba1\u7b97\u4e0e\u4f18\u5316: \u901a\u8fc7\u8ba1\u7b97\u8bed\u4e49\u635f\u5931\u548c\u58f0\u5b66\u635f\u5931\uff0c\u4f18\u5316\u6a21\u578b\u7684\u53c2\u6570\uff0c\u4f7f\u91cd\u5efa\u7684\u8bed\u4e49\u548c\u97f3\u9891\u5c3d\u53ef\u80fd\u63a5\u8fd1\u539f\u59cb\u8f93\u5165\uff1b<\/li><\/ol>\n\n\n\n<p><strong>\u97f3\u9891\u5206\u8bcd\u5668\u6027\u80fd\uff1a<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"1015\" height=\"736\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-4.png\" alt=\"\" class=\"wp-image-28184\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-4.png 1015w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-4-300x218.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-4-768x557.png 768w\" sizes=\"(max-width: 1015px) 100vw, 1015px\" \/><\/figure>\n\n\n\n<h3 id=\"h_1931402751889368430_3\"><strong>\u6574\u4f53\u67b6\u6784<\/strong><\/h3>\n\n\n\n<p>HiggsAudio-V2 \u6a21\u578b\u57fa\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0c\u5e76\u96c6\u6210\u4e86\u97f3\u9891\u9002\u914d\u5668\uff08Audio Adapter\uff09\u548c\u97f3\u9891\u89e3\u7801\u5668\uff08Audio Decoder\uff09\uff0c\u7528\u4e8e\u5904\u7406\u97f3\u9891\u8f93\u5165\u548c\u8f93\u51fa\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/github.com\/boson-ai\/higgs-audio\/raw\/main\/figures\/higgs_audio_v2_architecture_combined.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u6a21\u578b\u57fa\u4e8e&nbsp;<a href=\"https:\/\/huggingface.co\/meta-llama\/Llama-3.2-3B\">Llama-3.2-3B<\/a>&nbsp;\u6784\u5efa\u3002\u4e3a\u4e86\u589e\u5f3a\u6a21\u578b\u5904\u7406\u97f3\u9891 token \u7684\u80fd\u529b\uff0c\u5f15\u5165\u4e86\u201cDualFFN\u201d\u67b6\u6784\u4f5c\u4e3a\u97f3\u9891 adapter\u3002DualFFN \u5145\u5f53\u97f3\u9891\u4e13\u5bb6\uff0c\u4ee5\u6700\u5c0f\u7684\u8ba1\u7b97\u5f00\u9500\u63d0\u5347 LLM \u7684\u6027\u80fd\u3002\u901a\u8fc7\u5f15\u5165 DualFFN\uff0c\u6211\u4eec\u7684\u5b9e\u73b0\u4fdd\u7559\u4e86\u539f\u59cb LLM 91% \u7684\u8bad\u7ec3\u901f\u5ea6\u3002<\/p>\n\n\n\n<p id=\"h_1931402751889368430_4\"><strong>\u7ec4\u4ef6\u7ec4\u6210<\/strong><\/p>\n\n\n\n<ul><li><strong>Text Branch<\/strong>\uff08\u6d45\u84dd\u8272\uff09\uff1a\u5904\u7406\u6587\u672c\u8f93\u5165\u3002<\/li><li><strong>Understanding Variant<\/strong>\uff08\u6d45\u84dd\u8272\uff09\uff1a\u7528\u4e8e\u7406\u89e3\u6587\u672c\u548c\u97f3\u9891\u8f93\u5165\u3002<\/li><li><strong>Generation Variant<\/strong>\uff08\u9ec4\u8272\uff09\uff1a\u7528\u4e8e\u751f\u6210\u6587\u672c\u548c\u97f3\u9891\u8f93\u51fa\u3002<\/li><li><strong>Audio Adapter &#8211; Dual FFN<\/strong>\uff08\u865a\u7ebf\u6846\uff09\uff1a\u4e13\u95e8\u8bbe\u8ba1\u7528\u4e8e\u5904\u7406\u97f3\u9891\u4ee4\u724c\u7684\u6a21\u5757\uff0c\u5305\u542b\u4e24\u4e2a\u524d\u9988\u7f51\u7edc\uff08FFN\uff09\u548c\u591a\u5934\u81ea\u6ce8\u610f\u529b\uff08MHA\uff09\u6a21\u5757\u3002<\/li><\/ul>\n\n\n\n<p id=\"h_1931402751889368430_5\"><strong>\u6587\u672c\u8f93\u5165<\/strong><\/p>\n\n\n\n<ul><li>\u6587\u672c\u8f93\u5165\u901a\u8fc7&nbsp;<strong>Text Tokenizer<\/strong>&nbsp;\u8f6c\u6362\u4e3a\u6587\u672c\u4ee4\u724c\uff08Text Token\uff09\u3002<\/li><li>\u6587\u672c\u4ee4\u724c\u901a\u8fc7&nbsp;<strong>Text Branch<\/strong>&nbsp;\u8fdb\u884c\u5904\u7406\u3002<\/li><\/ul>\n\n\n\n<p id=\"h_1931402751889368430_6\"><strong>\u97f3\u9891\u8f93\u5165<\/strong><\/p>\n\n\n\n<ul><li>\u97f3\u9891\u8f93\u5165\u901a\u8fc7&nbsp;<strong>Audio Tokenizer<\/strong>&nbsp;\u8f6c\u6362\u4e3a\u97f3\u9891\u4ee4\u724c\uff08Audio Token\uff09\u3002<\/li><li>\u97f3\u9891\u4ee4\u724c\u901a\u8fc7&nbsp;<strong>Understanding Variant<\/strong>&nbsp;\u8fdb\u884c\u5904\u7406\u3002<\/li><li>\u97f3\u9891\u8f93\u5165\u8fd8\u901a\u8fc7&nbsp;<strong>Semantic Encoder<\/strong>&nbsp;\u63d0\u53d6\u8bed\u4e49\u4fe1\u606f\u3002<\/li><\/ul>\n\n\n\n<p id=\"h_1931402751889368430_7\"><strong>\u6587\u672c\u548c\u97f3\u9891\u878d\u5408<\/strong><\/p>\n\n\n\n<ul><li>\u6587\u672c\u548c\u97f3\u9891\u4ee4\u724c\u5728 LLM \u4e2d\u8fdb\u884c\u878d\u5408\u5904\u7406\u3002<\/li><li><strong>Understanding Variant<\/strong>&nbsp;\u548c&nbsp;<strong>Generation Variant<\/strong>&nbsp;\u5206\u522b\u8d1f\u8d23\u7406\u89e3\u548c\u751f\u6210\u4efb\u52a1\u3002<\/li><\/ul>\n\n\n\n<p id=\"h_1931402751889368430_8\"><strong>\u97f3\u9891\u9002\u914d\u5668\uff08Dual FFN\uff09<\/strong><\/p>\n\n\n\n<ul><li><strong>Audio Adapter<\/strong>&nbsp;\u5305\u542b\u4e24\u4e2a\u5e76\u884c\u7684\u524d\u9988\u7f51\u7edc\uff08FFN\uff09\uff0c\u5206\u522b\u5904\u7406\u6587\u672c\u548c\u97f3\u9891\u7279\u5f81\u3002<\/li><li>\u6bcf\u4e2a FFN \u4e4b\u540e\u90fd\u6709\u4e00\u4e2a\u5f52\u4e00\u5316\u5c42\uff08Norm\uff09\u3002<\/li><li>\u5904\u7406\u540e\u7684\u7279\u5f81\u901a\u8fc7\u591a\u5934\u81ea\u6ce8\u610f\u529b\uff08MHA\uff09\u6a21\u5757\u8fdb\u884c\u8fdb\u4e00\u6b65\u5904\u7406\u3002<\/li><li>\u6700\u7ec8\uff0c\u5904\u7406\u540e\u7684\u6587\u672c\u548c\u97f3\u9891\u7279\u5f81\u5728\u97f3\u9891\u9002\u914d\u5668\u4e2d\u878d\u5408\u3002<\/li><\/ul>\n\n\n\n<p>\u4e3a\u4e86\u63d0\u5347\u6a21\u578b\u5904\u7406\u97f3\u9891\u4ee4\u724c\u7684\u80fd\u529b\uff0cHiggsAudio-V2 \u5f15\u5165\u4e86 \u201cDualFFN\u201d \u67b6\u6784\u4f5c\u4e3a\u97f3\u9891\u9002\u914d\u5668\u3002DualFFN \u4f5c\u4e3a\u97f3\u9891\u4e13\u5bb6\u6a21\u5757\uff0c\u53ef\u4ee5\u663e\u8457\u63d0\u5347\u6a21\u578b\u5728\u97f3\u9891\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\uff0c\u540c\u65f6\u4fdd\u6301\u8f83\u4f4e\u7684\u8ba1\u7b97\u5f00\u9500\u3002\u5177\u4f53\u6765\u8bf4\uff0cDualFFN \u5728\u97f3\u9891\u4ee4\u724c\u5904\u7406\u8fc7\u7a0b\u4e2d\u63d0\u4f9b\u4e86\u989d\u5916\u7684\u5904\u7406\u80fd\u529b\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u66f4\u6709\u6548\u5730\u7406\u89e3\u548c\u751f\u6210\u97f3\u9891\u6570\u636e\u3002<\/p>\n\n\n\n<p id=\"h_1931402751889368430_14\"><strong>\u5ef6\u8fdf\u6a21\u5f0f\uff08Delay Pattern\uff09<\/strong><\/p>\n\n\n\n<p>\u7531\u4e8e\u97f3\u9891\u4ee4\u724c\u5316\u8fc7\u7a0b\u4e2d\u6d89\u53ca\u591a\u4e2a\u4ee3\u7801\u672c\uff0cHiggsAudio-V2 \u91c7\u7528\u4e86\u5ef6\u8fdf\u6a21\u5f0f\uff08delay pattern\uff09\u6765\u5b9e\u73b0\u8de8\u4ee3\u7801\u672c\u7684\u5e76\u884c\u4ee3\u7801\u751f\u6210\u3002\u8be5\u6a21\u5f0f\u901a\u8fc7\u5728\u4e0d\u540c\u4ee3\u7801\u672c\u4e4b\u95f4\u5f15\u5165\u504f\u79fb\u91cf\uff0c\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u5728\u4fdd\u6301\u97f3\u9891\u8d28\u91cf\u7684\u540c\u65f6\u652f\u6301\u6d41\u5f0f\u5904\u7406\u3002\u5ef6\u8fdf\u6a21\u5f0f\u5141\u8bb8\u6a21\u578b\u5728\u751f\u6210\u97f3\u9891\u65f6\uff0c\u540c\u65f6\u5904\u7406\u591a\u4e2a\u4ee3\u7801\u672c\u4e2d\u7684\u4ee4\u724c\uff0c\u4ece\u800c\u63d0\u9ad8\u4e86\u751f\u6210\u6548\u7387\u3002<\/p>\n\n\n\n<p>\u7136\u540e\u8981\u8ba9\u6a21\u578b\u5f88\u597d\u5730\u7406\u89e3\u548c\u751f\u6210\u58f0\u97f3\uff0c\u5c31\u9700\u8981\u5229\u7528\u6a21\u578b\u7684\u6587\u672c\u7a7a\u95f4\uff0c\u5c06\u8bed\u97f3\u7684\u8bed\u4e49\u5c3d\u91cf\u5730\u6620\u5c04\u56de\u6587\u672c\uff0c\u5f53\u4e2d\u9700\u8981\u5927\u91cf\u7684\u6570\u636e\u652f\u6301\u3002<\/p>\n\n\n\n<p>\u7531\u4e8e\u7248\u6743\u95ee\u9898\uff0c\u6c90\u5bfc\u6ca1\u6709\u4f7f\u7528B\u7ad9\u6216YouTube\u8fd9\u7c7b\u516c\u5f00\u89c6\u9891\u7f51\u7ad9\u6570\u636e\uff0c\u800c\u662f\u8d2d\u4e70\u6216\u4ece\u5141\u8bb8\u6293\u53d6\u7684\u7f51\u7ad9\u83b7\u53d6\u3002\u8fd9\u6837\u5f97\u5230\u7684\u6570\u636e\u8d28\u91cf\u53c2\u5dee\u4e0d\u9f50\uff0c\u9700\u8981\u5220\u9664\u5176\u4e2d\u768490%\u624d\u80fd\u6ee1\u8db3<strong>1000\u4e07\u5c0f\u65f6<\/strong>\u7684\u8bad\u7ec3\u6570\u636e\u9700\u6c42\u3002<\/p>\n\n\n\n<p>\u5176\u6b21\uff0c<strong>\u5c06\u8bed\u97f3\u5bf9\u8bdd\u8868\u793a\u4e3a\u76f8\u5e94\u7684system<em>\uff08\u573a\u666f\u63cf\u8ff0\u3001\u58f0\u5b66\u7279\u5f81\u3001\u4eba\u7269\u7279\u5f81\u7b49\uff09<\/em>\u3001user<em>\uff08\u5bf9\u8bdd\u6587\u672c\uff09<\/em>\u3001assistant<em>\uff08\u5bf9\u5e94\u97f3\u9891\u8f93\u51fa\uff09<\/em>\u7684\u5f62\u5f0f<\/strong>\u3002\u7531\u4e8eOpenAI\u548c\u8c37\u6b4c\u4e00\u5411\u7981\u6b62\u4f7f\u7528\u4ed6\u4eec\u7684\u6a21\u578b\u8f93\u51fa\u518d\u8bad\u7ec3\uff0c\u4e14\u8bad\u7ec3\u6210\u672c\u8fc7\u9ad8\uff0c<strong>\u4e3a\u4e86\u5b9e\u73b0\u8fd9\u79cd\u6807\u6ce8\uff0c\u4ed6\u4eec\u5229\u7528\u76f8\u540c\u7684\u6a21\u578b\u67b6\u6784\u989d\u5916\u8bad\u7ec3\u51fa\u4e00\u4e2a\u8bed\u97f3\u6a21\u578bAudioVerse<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\u8be5\u6a21\u578b\u63a5\u6536\u7528\u6237\u8bed\u97f3\u8f93\u5165\uff0c\u5206\u6790\u5e76\u8f93\u51fa\u573a\u666f\u3001\u4eba\u7269\u3001\u60c5\u7eea\u3001\u5185\u5bb9\u7b49\u4fe1\u606f\uff0c\u518d\u5c06\u8f93\u51fa\u53cd\u8fc7\u6765\u4f5c\u4e3a\u751f\u6210\u6a21\u578b\u7684system\u63d0\u793a\u548cuser\u8f93\u5165\uff0c\u5b9e\u73b0\u6a21\u578b\u7684\u5171\u540c\u8fdb\u6b65\u3002<\/strong><\/p>\n\n\n\n<p>\u4e3e\u4e2a\u4f8b\u5b50\u5c31\u662f\uff0c\u5982\u679c\u60f3\u8981\u6559\u4e00\u4e2a\u5f92\u5f1f\u540c\u65f6\u4f1a\u62f3\u811a\u529f\u592b\uff0c\u4f46\u5e08\u5085\u4e00\u6b21\u53c8\u6559\u4e0d\u4e86\uff0c\u90a3\u5c31\u540c\u65f6\u6559\u4e24\u4e2a\u5f92\u5f1f\uff0c\u4e00\u4e2a\u5b66\u6253\u62f3\uff0c\u4e00\u4e2a\u5b66\u8e22\u817f\uff0c\u7136\u540e\u8ba9\u4ed6\u4eec\u4fe9\u5929\u5929\u4e92\u76f8\u6253\uff0c\u6253\u7740\u6253\u7740\u4e24\u4e2a\u5c31\u90fd\u4f1a\u62f3\u811a\u529f\u592b\u4e86\u3002<\/p>\n\n\n\n<p>\u6700\u7ec8\uff0c\u8fd9\u4e2a\u591a\u6a21\u6001\u6a21\u578b\u5c31\u5b8c\u6210\u4e86\uff0c\u4e0d\u4ec5\u53ef\u4ee5\u5b8c\u6210\u7b80\u5355\u7684\u6587\u672c\u8f6c\u8bed\u97f3\uff0c\u8fd8\u80fd\u5b9e\u73b0\u66f4\u590d\u6742\u7684\u4efb\u52a1\uff0c\u6bd4\u5982\u8ba9\u5b83\u5199\u4e00\u9996\u6b4c\u5e76\u5531\u51fa\u6765\uff0c\u518d\u52a0\u4e0a\u914d\u4e50\u3002<\/p>\n\n\n\n<p>\u8fd8\u80fd\u6839\u636e\u8bed\u97f3\u5206\u6790\u573a\u666f\u3001\u4eba\u7269<em>\uff08\u6027\u522b\u3001\u5e74\u9f84\u3001\u60c5\u7eea\u72b6\u6001\uff09<\/em>\u3001\u73af\u5883\u97f3<em>\uff08\u5ba4\u5185\u5916\uff09<\/em>\uff0c\u5e76\u8fdb\u884c\u590d\u6742\u7684\u7406\u89e3\u548c\u63a8\u7406\u3002<\/p>\n\n\n\n<p>\u5728\u5b9e\u65f6\u8bed\u97f3\u804a\u5929\u4e0a\uff0c\u8fd8\u53ef\u5b9e\u73b0\u4f4e\u5ef6\u8fdf\u3001\u7406\u89e3\u60c5\u7eea\u5e76\u8868\u8fbe\u60c5\u7eea\u7684\u81ea\u7136\u8bed\u97f3\u4ea4\u4e92\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u673a\u68b0\u7684\u95ee\u7b54\u3002<\/p>\n\n\n\n<p>\u5728<strong>EmergentTTS-Eval<\/strong>\u57fa\u51c6\u4e0a\uff0c\u76f8\u8f83\u4e8e\u5176\u4ed6\u6a21\u578b\uff0c\u6027\u80fd\u53ef\u4ee5\u8bf4\u662f\u9065\u9065\u9886\u5148\uff0c\u5c24\u5176\u662f\u5728\u201c\u60c5\u7eea\u201d\u548c\u201c\u95ee\u9898\u201d\u7c7b\u522b\u4e2d\uff0c\u76f8\u6bd4<strong>GPT-4o-mini-tts<\/strong>\u9ad8\u51fa\u4e8675.7%\u548c55.7%\u7684\u80dc\u7387\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u5b83\u5728Seed-TTS Eval\u548c\u60c5\u611f\u8bed\u97f3\u6570\u636e\u96c6&nbsp;(ESD)&nbsp;\u7b49\u4f20\u7edfTTS\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u4e5f\u53d6\u5f97\u4e86\u6700\u4f73\u6027\u80fd\u3002<\/p>\n\n\n\n<h2>Evaluation\uff1a  <\/h2>\n\n\n\n<p><strong>Seed-TTS Eval &amp; ESD<\/strong><\/p>\n\n\n\n<p>\u6211\u4eec\u4f7f\u7528\u53c2\u8003\u6587\u672c\u3001\u53c2\u8003\u97f3\u9891\u548c\u76ee\u6807\u6587\u672c\u5bf9 Higgs Audio v2 \u8fdb\u884c\u96f6\u6837\u672c\u8bed\u97f3\u5408\u6210\uff08TTS\uff09\u6d4b\u8bd5\u3002\u8bc4\u4f30\u91c7\u7528 Seed-TTS Eval \u548c ESD \u4e2d\u7684\u6807\u51c6\u8bc4\u4f30\u6307\u6807\u3002\u3010<strong>SIM<\/strong> \u6307\u6807\u4e00\u822c\u662f\u6307 <strong>Speaker Similarity<\/strong>\u3011<\/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\/08\/image.png\" alt=\"\" class=\"wp-image-28152\" width=\"595\" height=\"260\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image.png 703w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-300x131.png 300w\" sizes=\"(max-width: 595px) 100vw, 595px\" \/><\/figure>\n\n\n\n<p>EmergentTTS-Eval (&#8220;Emotions&#8221; and &#8220;Questions&#8221;)\uff1a\u6839\u636e EmergentTTS-Eval \u8bba\u6587\uff0c\u6211\u4eec\u62a5\u544a\u4e86\u5728\u4f7f\u7528 &#8220;alloy&#8221; \u97f3\u8272\u65f6\uff0c\u76f8\u8f83\u4e8e &#8220;gpt-4o-mini-tts&#8221; \u7684\u80dc\u7387\u3002\u8bc4\u5224\u6a21\u578b\u4e3a Gemini 2.5 Pro\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"556\" height=\"421\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-1.png\" alt=\"\" class=\"wp-image-28155\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-1.png 556w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-1-300x227.png 300w\" sizes=\"(max-width: 556px) 100vw, 556px\" \/><\/figure>\n\n\n\n<p><strong>\u591a\u8bf4\u8bdd\u4eba\u8bc4\u4f30<\/strong>\uff1a\u6211\u4eec\u8fd8\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u591a\u8bf4\u8bdd\u4eba\u8bc4\u4f30\u57fa\u51c6\uff0c\u7528\u4e8e\u8bc4\u4f30 Higgs Audio v2 \u5728\u591a\u8bf4\u8bdd\u4eba\u5bf9\u8bdd\u751f\u6210\u65b9\u9762\u7684\u80fd\u529b\u3002\u8be5\u57fa\u51c6\u96c6\u5305\u542b\u4e09\u4e2a\u5b50\u96c6\uff1a<\/p>\n\n\n\n<ul><li><strong>two-speaker-conversation<\/strong>\uff1a\u5305\u542b1000\u6761\u53cc\u4eba\u5408\u6210\u5bf9\u8bdd\u3002\u6211\u4eec\u56fa\u5b9a\u4e24\u6bb5\u53c2\u8003\u97f3\u9891\uff0c\u7528\u4ee5\u8bc4\u4f30\u6a21\u578b\u5728\u53cc\u4eba\u8bed\u97f3\u514b\u9686\u65b9\u9762\u7684\u80fd\u529b\uff0c\u5bf9\u8bdd\u8f6e\u6570\u57284\u523010\u8f6e\u4e4b\u95f4\uff0c\u89d2\u8272\u968f\u673a\u9009\u62e9\u3002<\/li><li><strong>small talk\uff08\u65e0\u53c2\u8003\u97f3\u9891\uff09<\/strong>\uff1a\u5305\u542b250\u6761\u5408\u6210\u5bf9\u8bdd\uff0c\u751f\u6210\u65b9\u5f0f\u4e0e\u4e0a\u7c7b\u4f3c\uff0c\u4f46\u7279\u70b9\u662f\u53d1\u8a00\u7b80\u77ed\u3001\u8f6e\u6570\u8f83\u5c11\uff084\u20136\u8f6e\uff09\u3002\u672c\u96c6\u5408\u672a\u63d0\u4f9b\u53c2\u8003\u97f3\u9891\uff0c\u65e8\u5728\u8bc4\u4f30\u6a21\u578b\u81ea\u52a8\u4e3a\u89d2\u8272\u5206\u914d\u5408\u9002\u58f0\u97f3\u7684\u80fd\u529b\u3002<\/li><li><strong>small talk\uff08\u6709\u53c2\u8003\u97f3\u9891\uff09<\/strong>\uff1a\u540c\u6837\u5305\u542b250\u6761\u5408\u6210\u5bf9\u8bdd\uff0c\u53d1\u8a00\u66f4\u77ed\u3002\u8be5\u96c6\u5408\u5728\u4e0a\u4e0b\u6587\u4e2d\u5305\u542b\u53c2\u8003\u97f3\u9891\u7247\u6bb5\uff0c\u7c7b\u4f3c\u4e8e two-speaker-conversation\uff0c\u7528\u4e8e\u8bc4\u4f30\u57fa\u4e8e\u53c2\u8003\u97f3\u9891\u7684\u8868\u73b0\u3002<\/li><\/ul>\n\n\n\n<p>\u6211\u4eec\u5728\u8fd9\u4e09\u4e2a\u5b50\u96c6\u4e0a\u62a5\u544a\u4e86\u8bcd\u9519\u8bef\u7387\uff08WER\uff09\u548c\u8bf4\u8bdd\u4eba\u5185\u76f8\u4f3c\u5ea6\u4e0e\u8bf4\u8bdd\u4eba\u95f4\u5dee\u5f02\u5ea6\u7684\u51e0\u4f55\u5e73\u5747\u503c\u3002\u9664 Higgs Audio v2 \u5916\uff0c\u6211\u4eec\u8fd8\u8bc4\u4f30\u4e86 MoonCast \u548c nari-labs\/Dia-1.6B-0626 \u8fd9\u4e24\u4e2a\u5f53\u524d\u6700\u53d7\u6b22\u8fce\u3001\u652f\u6301\u591a\u8bf4\u8bdd\u4eba\u5bf9\u8bdd\u751f\u6210\u7684\u5f00\u6e90\u6a21\u578b\u3002\u7ed3\u679c\u603b\u7ed3\u5728\u4e0b\u8868\u4e2d\u3002\u7531\u4e8e nari-labs\/Dia-1.6B-0626 \u5bf9\u8bdd\u8bed\u957f\u5ea6\u53ca\u8f93\u51fa\u97f3\u9891\u7684\u4e25\u683c\u9650\u5236\uff0c\u6211\u4eec\u672a\u80fd\u5728 &#8220;two-speaker-conversation&#8221; \u5b50\u96c6\u4e0a\u8fd0\u884c\u8be5\u6a21\u578b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"955\" height=\"322\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-2.png\" alt=\"\" class=\"wp-image-28158\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-2.png 955w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-2-300x101.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/08\/image-2-768x259.png 768w\" sizes=\"(max-width: 955px) 100vw, 955px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u6a21\u578b\u4ee3\u7801\uff1ahttps:\/\/github.com\/boson-ai\/higgs-audio \u8bed\u97f3\u7406\u89e3\u751f\u6210\u6a21\u578b H &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2025\/08\/02\/higgs-audio-v2\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">Higgs Audio V2-\u8bed\u97f3\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":[42,40,4,9,38,34],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/27916"}],"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=27916"}],"version-history":[{"count":59,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/27916\/revisions"}],"predecessor-version":[{"id":28226,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/27916\/revisions\/28226"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=27916"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=27916"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=27916"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}