{"id":31757,"date":"2026-10-21T14:06:07","date_gmt":"2026-10-21T06:06:07","guid":{"rendered":"http:\/\/139.9.1.231\/?p=31757"},"modified":"2026-10-21T14:06:08","modified_gmt":"2026-10-21T06:06:08","slug":"fish-audio-drama-3","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2026\/10\/21\/fish-audio-drama-3\/","title":{"rendered":"Fish Audio Drama 3 \u6280\u672f\u62a5\u544a\u8be6\u89e3\uff1a\u9762\u5411\u5bfc\u6f14\u5f0f\u8bed\u97f3\u751f\u6210\u7684 35B -A3B MoE \u67b6\u6784\u3001\u8bad\u7ec3\u6570\u636e\u4e0e\u5de5\u7a0b\u4f18\u5316"},"content":{"rendered":"\n<ul class=\"has-light-pink-background-color has-background\"><li><strong><em>Fish Audio Drama 3 \u6280\u672f\u62a5\u544a\uff1a<a href=\"https:\/\/arxiv.org\/html\/2610.18010v2\">https:\/\/arxiv.org\/html\/2610.18010v2<\/a><\/em><\/strong><\/li><li><strong><a href=\"https:\/\/github.com\/fishaudio\/fish-speech\">Github<\/a><\/strong>\uff1a<strong><em>https:\/\/github.com\/fishaudio\/fish-speech<\/em><\/strong><\/li><li><strong><em>Fish Audio \u6743\u91cd\uff1a<a href=\"https:\/\/huggingface.co\/fishaudio\/drama-3\">https:\/\/huggingface.co\/fishaudio\/drama-3<\/a><\/em><\/strong><\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"655\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/10\/image-6-1024x655.png\" alt=\"\" class=\"wp-image-31782\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/10\/image-6-1024x655.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/10\/image-6-300x192.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/10\/image-6-768x491.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/10\/image-6.png 1360w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u8bba\u6587\u8981\u70b9\u4e0e\u6a21\u578b\u5b9a\u4f4d<\/h2>\n\n\n\n<p>Drama 3 \u662f\u4e00\u4e2a\u5f00\u653e\u6743\u91cd\u8bed\u97f3\u751f\u6210\u6a21\u578b\uff0c\u603b\u53c2\u6570\u91cf\u7ea6 35B\uff0c\u4f46\u91c7\u7528\u7a00\u758f\u6df7\u5408\u4e13\u5bb6\u7ed3\u6784\uff0c\u6bcf\u4e2a Token \u5b9e\u9645\u6fc0\u6d3b\u7ea6 3B \u53c2\u6570\u3002\u6a21\u578b\u4e3b\u5e72\u7531 Qwen3.5-35B-A3B \u521d\u59cb\u5316\uff0c\u91c7\u7528 40 \u5c42\u6df7\u5408\u67b6\u6784\uff1a\u6bcf\u56db\u5c42\u5305\u542b\u4e09\u5c42 Gated DeltaNet \u7ebf\u6027\u6ce8\u610f\u529b\u548c\u4e00\u5c42 Gated Full Attention\u3002\u8bed\u97f3\u90e8\u5206\u6cbf\u7528 Fish Audio S2 \u7684\u79bb\u6563\u97f3\u9891 Tokenizer\uff0c\u6bcf\u4e2a\u97f3\u9891\u5e27\u7531 10 \u4e2a Codebook \u8868\u793a\uff1b\u6a21\u578b\u4e3b\u5e72\u9884\u6d4b\u8bed\u4e49 Codebook\uff0c\u65b0\u7684 Codebook-MTP Decoder \u5728\u540c\u4e00\u65f6\u95f4\u4f4d\u7f6e\u5e76\u884c\u9884\u6d4b\u5176\u4f59 9 \u4e2a\u58f0\u5b66 Codebook\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u628a\u521b\u65b0\u6982\u62ec\u4e3a\u4e09\u70b9\uff1a<\/p>\n\n\n\n<ul><li><strong>Hybrid Backbone + Codebook-MTP Decoder\uff1a<\/strong>\u7528\u7ebf\u6027\u6ce8\u610f\u529b\u5904\u7406\u957f\u4e0a\u4e0b\u6587\uff0c\u540c\u65f6\u7528\u5c11\u91cf Full Attention \u4fdd\u7559\u8fdc\u8ddd\u79bb\u68c0\u7d22\u80fd\u529b\uff0c\u5e76\u5c06 S2 \u7684\u9010 Codebook Fast AR \u66ff\u6362\u6210\u4e00\u6b21\u8fd0\u884c 13 \u5c42\u7684\u591a Token \u9884\u6d4b\u89e3\u7801\u5668\u3002<\/li><li><strong>\u4e00\u4e2a\u6a21\u578b\u7edf\u4e00\u591a\u4efb\u52a1\uff1a<\/strong>\u591a\u53c2\u8003\u97f3\u8272\u514b\u9686\u3001\u81ea\u7136\u8bed\u8a00\u63a7\u5236\u3001\u591a\u89d2\u8272\u573a\u666f\u3001\u591a\u8f6e\u5bfc\u6f14\u5f0f\u4fee\u6539\u3001Speech Infilling\u3001\u957f\u6587\u672c\u5408\u6210\u548c Streaming Text Input \u4f7f\u7528\u540c\u4e00\u79cd\u4ea4\u9519\u6587\u672c\u2014\u97f3\u9891 Token \u6d41\u8868\u793a\u3002<\/li><li><strong>\u5355\u4e00\u4eba\u7c7b\u504f\u597d\u5956\u52b1\uff1a<\/strong>RL \u4e0d\u518d\u628a ASR WER\u3001\u97f3\u8d28\u6a21\u578b\u548c Speaker Similarity \u4f5c\u4e3a\u89c4\u5219\u5956\u52b1\uff0c\u800c\u662f\u8bad\u7ec3\u4e00\u4e2a\u5c0f\u578b Speech Language Model \u4f5c\u4e3a\u4eba\u7c7b\u504f\u597d Reward Model\u3002<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u603b\u4f53\u67b6\u6784<\/h2>\n\n\n\n<p>Drama 3 \u6ca1\u6709\u989d\u5916\u7684\u97f3\u9891\u7f16\u7801\u5668\u3002\u53c2\u8003\u97f3\u9891\u3001\u63d0\u793a\u97f3\u9891\u548c\u751f\u6210\u97f3\u9891\u90fd\u5148\u901a\u8fc7\u79bb\u6563 Audio Tokenizer \u8f6c\u6362\u6210 Codebook \u5e8f\u5217\uff0c\u4e4b\u540e\u4e0e\u6587\u672c Token \u4ea4\u9519\u8f93\u5165\u8bed\u8a00\u6a21\u578b\u3002\u6bcf\u4e00\u4e2a\u97f3\u9891\u5e27\u53ea\u5360\u7528\u4e00\u4e2a Backbone \u5e8f\u5217\u4f4d\u7f6e\uff0c\u56e0\u6b64\u4e00\u79d2\u8bed\u97f3\u7ea6\u5360 21.5 \u4e2a\u4f4d\u7f6e\uff0c\u4e0e\u8be5\u5e27\u5305\u542b\u591a\u5c11\u4e2a Codebook \u65e0\u5173\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"718\" height=\"697\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/10\/image-7.png\" alt=\"\" class=\"wp-image-31784\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/10\/image-7.png 718w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/10\/image-7-300x291.png 300w\" sizes=\"(max-width: 718px) 100vw, 718px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">2.1 \u97f3\u9891 Tokenizer<\/h3>\n\n\n\n<ul><li>\u57fa\u4e8e Descript Audio Codec\uff0c\u8f93\u5165\u91c7\u6837\u7387\u4e3a 44.1 kHz\u3002<\/li><li>\u7ea6\u6bcf\u79d2 21.5 \u4e2a\u97f3\u9891\u5e27\uff0c\u6bcf\u5e27 10 \u4e2a Codebook\u3002<\/li><li>Codebook 0 \u662f\u8bed\u4e49\u7801\uff0cCodebook 1\u20139 \u662f\u9010\u7ea7\u589e\u52a0\u7ec6\u8282\u7684\u6b8b\u5dee\u58f0\u5b66\u7801\u3002<\/li><li>\u7f16\u7801\u548c\u89e3\u7801\u5b8c\u5168\u56e0\u679c\uff0c\u53ef\u4ee5\u6d41\u5f0f\u8fd0\u884c\u3002<\/li><li>\u53c2\u8003\u97f3\u9891\u4ee5\u79bb\u6563 Token \u8fdb\u5165\u4e0a\u4e0b\u6587\uff0c\u56e0\u6b64\u53c2\u8003\u97f3\u9891\u7684\u7ec6\u7c92\u5ea6\u58f0\u5b66\u4fe1\u606f\u53ef\u4ee5\u88ab\u540e\u7eed Decoder \u76f4\u63a5\u8bbf\u95ee\u3002<\/li><\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2.2 Hybrid Backbone \u4e0e MoE<\/h3>\n\n\n\n<p>\u4e3b\u5e72\u521d\u59cb\u5316\u81ea Qwen3.5-35B-A3B\uff0c\u4ec5\u4f7f\u7528\u5176\u8bed\u8a00\u6a21\u578b\u90e8\u5206\u300240 \u5c42\u7ed3\u6784\u7531\u4e09\u5c42 Gated DeltaNet \u52a0\u4e00\u5c42 Gated Full Attention \u7ec4\u6210\u5468\u671f\u3002DeltaNet \u4f7f\u7528\u8fd1\u4f3c\u5e38\u6570\u5927\u5c0f\u7684\u72b6\u6001\u4fdd\u5b58\u5386\u53f2\uff0c\u53ea\u6709\u6bcf\u56db\u5c42\u4e2d\u7684 Full Attention \u4fdd\u7559\u968f\u4e0a\u4e0b\u6587\u589e\u957f\u7684 KV Cache\uff1bFull Attention \u7528\u6765\u7cbe\u786e\u68c0\u7d22\u957f\u4e0a\u4e0b\u6587\u4e2d\u7684\u53c2\u8003\u97f3\u8272\u3001\u65e9\u5148\u53f0\u8bcd\u548c\u573a\u666f\u4fe1\u606f\u3002<\/p>\n\n\n\n<p>\u6bcf\u4e00\u5c42\u7684\u524d\u9988\u7f51\u7edc\u90fd\u662f MoE\uff1a\u5171\u6709 256 \u4e2a Routed Experts\uff0c\u6bcf\u4e2a Token \u8def\u7531\u5230 8 \u4e2a\u4e13\u5bb6\uff0c\u5e76\u989d\u5916\u7ecf\u8fc7\u4e00\u4e2a Shared Expert\u3002\u603b\u53c2\u6570\u7ea6 35B\uff0c\u4f46\u6bcf\u4e2a Token \u7ea6\u6fc0\u6d3b 3B \u53c2\u6570\u3002MoE Router \u5728\u9884\u8bad\u7ec3\u548c SFT \u9636\u6bb5\u90fd\u52a0\u5165\u8d1f\u8f7d\u5747\u8861\u635f\u5931\uff0c\u907f\u514d\u5927\u591a\u6570 Token \u96c6\u4e2d\u5230\u5c11\u6570\u4e13\u5bb6\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2.3 Partial Codebook Fusion<\/h3>\n\n\n\n<p>S2 \u5c06 10 \u4e2a Codebook \u5168\u90e8\u53cd\u9988\u7ed9 Backbone\u3002Drama 3 \u53ea\u628a\u8bed\u4e49\u7801\u548c\u7b2c\u4e00\u5c42\u58f0\u5b66\u7801\u53cd\u9988\u7ed9 Backbone\uff0cCodebook 2\u20139 \u7ed5\u8fc7 Backbone\uff0c\u4f5c\u4e3a Decoder \u7684\u4fa7\u8f93\u5165\u3002\u8fd9\u6837\u65e2\u4fdd\u7559\u53c2\u8003\u97f3\u9891\u548c\u5df2\u751f\u6210\u8bed\u97f3\u7684\u7c97\u7c92\u5ea6\u58f0\u5b66\u7ebf\u7d22\uff0c\u4e5f\u51cf\u5c11\u6a21\u578b\u66b4\u9732\u5728\u81ea\u8eab\u91c7\u6837\u7ec6\u8282\u4e0a\u7684\u8bef\u5dee\u7d2f\u79ef\u3002<\/p>\n\n\n\n<p>\u8bbe\u7b2c <em>t<\/em> \u5e27\u7684\u8bed\u4e49\u7801\u548c\u7b2c\u4e00\u5c42\u58f0\u5b66\u7801\u5206\u522b\u4e3a \\(q_t^{(0)}\\) \u548c \\(q_t^{(1)}\\)\uff0c\u5219 Backbone \u7684\u97f3\u9891\u8f93\u5165\u4e3a\uff1a<\/p>\n\n\n\n\\( \\mathbf{x}_{t}=\\frac{1}{\\sqrt{2}}\\left(\\mathbf{E}^{\\mathrm{LM}}\\left[s\\left(q_t^{(0)}\\right)\\right]+\\mathbf{E}^{(1)}\\left[q_t^{(1)}\\right]\\right) \\)\n\n\n\n<p>\u5176\u4e2d \\(s(\\cdot)\\) \u628a\u8bed\u4e49\u7801\u6620\u5c04\u5230\u65b0\u589e\u7684 4096 \u4e2a\u8bed\u4e49 Token\uff0c\\(\\mathbf{E}^{\\mathrm{LM}}\\) \u662f\u8bed\u8a00\u6a21\u578b\u8bcd\u5d4c\u5165\uff0c\\(\\mathbf{E}^{(1)}\\) \u662f\u7b2c\u4e00\u58f0\u5b66 Codebook \u7684\u5d4c\u5165\u8868\u3002\u6587\u672c\u4f4d\u7f6e\u53ea\u4f7f\u7528\u8bed\u8a00\u6a21\u578b\u5d4c\u5165\uff1bCodebook 2\u20139 \u4e0d\u8fdb\u5165 Backbone\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2.4 Codebook-MTP Decoder<\/h3>\n\n\n\n<p>\u5728\u7b2c <em>t<\/em> \u4e2a\u4f4d\u7f6e\uff0cBackbone \u9884\u6d4b\u4e0b\u4e00\u5e27\u7684\u8bed\u4e49\u7801 \\(q_{t+1}^{(0)}\\)\uff1bDecoder \u5728\u540c\u4e00\u4f4d\u7f6e\u9884\u6d4b\u4e0b\u4e00\u5e27\u7684 9 \u4e2a\u58f0\u5b66\u7801 \\(q_{t+1}^{(1)},\\ldots,q_{t+1}^{(9)}\\)\u3002Decoder \u5171\u6709 13 \u5c42\uff1a\u524d 4 \u5c42\u662f\u5171\u4eab\u5c42\uff0c\u540e 9 \u5c42\u5206\u522b\u5bf9\u5e94\u58f0\u5b66 Codebook 1\u20139\u3002\u6bcf\u4e00\u5c42\u6cbf\u5b8c\u6574\u65f6\u95f4\u5e8f\u5217\u505a\u56e0\u679c\u6ce8\u610f\u529b\uff0c\u6240\u4ee5\u6bcf\u4e00\u4e2a\u58f0\u5b66 Codebook \u90fd\u80fd\u770b\u5230\u53c2\u8003\u97f3\u9891\u548c\u6b64\u524d\u6240\u6709\u5e27\u7684\u58f0\u5b66\u7ec6\u8282\u3002<\/p>\n\n\n\n<p>\u6bcf\u5c42\u5148\u628a\u6ce8\u5165\u7684 Codebook \u5d4c\u5165\u4e0e\u4e0a\u4e00\u5c42\u9690\u85cf\u72b6\u6001\u5408\u5e76\uff1a<\/p>\n\n\n\n\\(\\mathbf{u}^{(\\ell)}_t=\\mathbf{W}^{(\\ell)}\\left[\\operatorname{RMSNorm}\\left(\\mathbf{e}^{(\\ell)}_t\\right);\\operatorname{RMSNorm}\\left(\\mathbf{h}^{(\\ell-1)}_t\\right)\\right]\\)\n\n\n\n<p>\u968f\u540e\u7ecf\u8fc7\u56e0\u679c Transformer Block\uff1a<\/p>\n\n\n\n\\(\\mathbf{h}^{(\\ell)}_t=\\operatorname{RMSNorm}\\left(\\operatorname{Block}^{(\\ell)}\\left(\\mathbf{u}^{(\\ell)}_{1:t}\\right)\\right)\\)\n\n\n\n<p>\u7b2c <em>k<\/em> \u4e2a Codebook \u7684\u8f93\u51fa\u5206\u5e03\u53ef\u4ee5\u5199\u4e3a\uff1a<\/p>\n\n\n\n\\(q_{t+1}^{(k)}\\sim\\operatorname{softmax}\\left(\\mathbf{W}_{\\mathrm{out}}^{(k)}\\mathbf{h}^{(4+k)}_t\\right),\\qquad k=1,\\ldots,9\\)\n\n\n\n<p>\u76f8\u8f83\u4e8e S2 \u7684 4 \u5c42 Fast AR \u91cd\u590d\u8fd0\u884c 10 \u6b21\uff0cDrama 3 \u7684 13 \u5c42 Decoder \u6bcf\u5e27\u53ea\u8fd0\u884c\u4e00\u6b21\uff0c\u56e0\u800c\u5927\u5e45\u7f29\u77ed\u987a\u5e8f\u8def\u5f84\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u8bad\u7ec3\u6570\u636e\u4e0e\u4e09\u9636\u6bb5\u9884\u8bad\u7ec3<\/h2>\n\n\n\n<p>\u6570\u636e\u7531<strong>\u5b8c\u6210\u8f6c\u5f55\u7684\u8bed\u97f3<\/strong>\u548c<strong>\u6587\u672c\u6587\u6863<\/strong>\u7ec4\u6210\uff1b\u6240\u6709\u8bed\u97f3\u5728\u8fdb\u5165\u8bad\u7ec3\u524d\u5148\u7ecf\u8fc7\u8d28\u91cf\u63a7\u5236\uff1b\u6587\u672c\u6587\u6863\u7528\u4e8e\u4fdd\u6301 Backbone \u7684\u8bed\u8a00\u5efa\u6a21\u80fd\u529b\uff1b\u603b\u4f53\u8bad\u7ec3\u89c4\u6a21\u4e3a\u6570\u5343\u4ebf Token\uff1b\u8bed\u8a00\u8986\u76d6\u6cbf\u7528 S2\uff0c\u7ea6 80 \u79cd\u8bed\u8a00\u548c\u65b9\u8a00\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3.1 Stage 1\uff1a\u57fa\u7840\u6587\u672c\u5230\u8bed\u97f3\u6620\u5c04<\/h3>\n\n\n\n<ul><li>\u6700\u5927\u5e8f\u5217\u957f\u5ea6 8K Token\u3002<\/li><li>\u8bad\u7ec3\u6837\u672c\u5305\u62ec\u7eaf\u6587\u672c\u6587\u6863\u548c\u591a\u8f6e TTS \u5bf9\u8bdd\u3002<\/li><li>\u76ee\u6807\u662f\u5b66\u4e60\u6587\u672c\u5230\u97f3\u9891 Token \u7684\u6620\u5c04\u3001\u666e\u901a TTS \u548c\u96f6\u6837\u672c\u97f3\u8272\u514b\u9686\u3002<\/li><li>System \u8f6e\u4fdd\u5b58\u4efb\u52a1\u6307\u4ee4\u548c\u53c2\u8003\u97f3\u9891\uff0cUser \u8f6e\u4fdd\u5b58\u5f85\u5408\u6210\u6587\u672c\uff0cAssistant \u8f6e\u4fdd\u5b58\u76ee\u6807\u97f3\u9891 Token\u3002<\/li><li>\u635f\u5931\u53ea\u8ba1\u7b97\u5728 Assistant \u7684\u97f3\u9891\u8f93\u51fa\u3001\u5fc5\u8981\u7684\u5206\u9694\u7b26\u548c\u7ed3\u675f Token \u4e0a\u3002<\/li><\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3.2 Stage 2\uff1a\u964d\u4f4e\u68af\u5ea6\u566a\u58f0<\/h3>\n\n\n\n<p>Stage 2 \u7ee7\u7eed\u4f7f\u7528 Stage 1 \u7684\u5e8f\u5217\u683c\u5f0f\u548c\u4efb\u52a1\u5206\u5e03\uff0c\u4e3b\u8981\u53d8\u5316\u662f Batch Size \u7ffb\u500d\uff0c\u4ece\u800c\u964d\u4f4e\u68af\u5ea6\u566a\u58f0\uff1b\u5b66\u4e60\u7387\u8870\u51cf\u7559\u5230 Stage 3\u3002\u5b83\u5e76\u975e\u72ec\u7acb\u7684\u65b0\u4efb\u52a1\u9636\u6bb5\uff0c\u800c\u662f\u8ba9\u57fa\u7840\u8bed\u97f3\u5efa\u6a21\u80fd\u529b\u5728\u66f4\u7a33\u5b9a\u7684\u4f18\u5316\u6761\u4ef6\u4e0b\u7ee7\u7eed\u6536\u655b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3.3 Stage 3\uff1a\u957f\u97f3\u9891\u3001\u6d41\u5f0f\u548c\u7f16\u8f91<\/h3>\n\n\n\n<ul><li>\u6700\u5927\u5e8f\u5217\u957f\u5ea6\u63d0\u5347\u5230 16K Token\u3002<\/li><li>\u52a0\u5165\u6574\u6bb5\u5f55\u97f3\u5408\u6210\uff1a\u53c2\u8003\u97f3\u9891\u6765\u81ea\u540c\u4e00\u5f55\u97f3\u7684\u540e\u90e8\uff0c\u76ee\u6807\u662f\u524d\u90e8\uff0c\u907f\u514d\u53c2\u8003\u7247\u6bb5\u548c\u76d1\u7763\u76ee\u6807\u91cd\u53e0\u3002<\/li><li>\u52a0\u5165\u9010\u884c\u5408\u6210\uff0c\u7528 \\(&lt;|audio_separator|&gt;\\) \u5bf9\u9f50\u8f93\u5165\u6587\u672c\u884c\u548c\u8f93\u51fa\u97f3\u9891\u6bb5\u3002<\/li><li>\u52a0\u5165 Streaming Interleave\uff1a\u6bcf\u4e2a User \u8f6e\u5305\u542b\u5f53\u524d\u6587\u672c\u5757\u548c\u4e00\u4e2a\u524d\u77bb\u6587\u672c\u5757\uff0c\u6a21\u578b\u8fb9\u751f\u6210\u5f53\u524d\u5757\u8fb9\u77e5\u9053\u540e\u7eed\u5185\u5bb9\u3002<\/li><li>\u52a0\u5165 Speech Infilling\uff1a\u4fdd\u7559\u539f\u97f3\u9891\u7f16\u8f91\u7a97\u53e3\u524d\u540e\u7684 Token\uff0c\u53ea\u751f\u6210\u7a97\u53e3\u5185\u90e8\u7684\u65b0\u5185\u5bb9\u3002<\/li><li>\u6837\u672c\u4f7f\u7528 Document Masking \u6253\u5305\u6210\u6bcf\u884c 128K Token\uff0c\u4f18\u5316\u5668\u4e3a Muon\u3002<\/li><\/ul>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3.4 \u9884\u8bad\u7ec3\u76ee\u6807<\/h3>\n\n\n\n<p>\u4ee4 \\(\\mathcal{T}\\) \u4e3a\u9700\u8981\u76d1\u7763\u7684\u6587\u672c\u4f4d\u7f6e\uff08\u5305\u62ec\u7ed3\u675f Token \u548c\u9010\u884c\u5206\u9694\u7b26\uff09\uff0c\\(\\mathcal{S}\\) \u4e3a\u8bed\u4e49 Codebook \u76d1\u7763\u4f4d\u7f6e\uff0c\u5219\uff1a<\/p>\n\n\n\n\\(\\mathcal{L}_{\\mathrm{text}}=-\\frac{1}{|\\mathcal{T}|}\\sum_{t\\in\\mathcal{T}}\\log p_{\\theta}(x_t\\mid x_{&lt;t})\\)\n\n\n\n\\(\\mathcal{L}_{\\mathrm{sem}}=-\\frac{1}{|\\mathcal{S}|}\\sum_{t\\in\\mathcal{S}}\\log p_{\\theta}\\left(q_t^{(0)}\\mid x_{&lt;t}\\right)\\)\n\n\n\n\\(\\mathcal{L}_{\\mathrm{cb}}=\\frac{1}{9}\\sum_{k=1}^{9}\\left(-\\frac{1}{|\\mathcal{S}|}\\sum_{t\\in\\mathcal{S}}\\log p_{\\phi}\\left(q_t^{(k)}\\mid\\mathbf{h}_{&lt;t},\\mathbf{q}_{&lt;t},q_t^{(&lt;k)}\\right)\\right)\\)\n\n\n\n<p>\u603b\u635f\u5931\u4e3a\uff1a<\/p>\n\n\n\n\\(\\mathcal{L}=\\mathcal{L}_{\\mathrm{text}}+0.5\\mathcal{L}_{\\mathrm{sem}}+0.5\\mathcal{L}_{\\mathrm{cb}}\\)\n\n\n\n<p>\u6587\u672c\u3001\u8bed\u4e49\u7801\u548c\u58f0\u5b66\u7801\u5404\u81ea\u6309\u81ea\u5df1\u7684\u76d1\u7763\u6876\u53d6\u5e73\u5747\uff0c\u907f\u514d\u4e00\u4e2a Batch \u4e2d\u6587\u672c\u548c\u8bed\u97f3\u6bd4\u4f8b\u53d8\u5316\u5bfc\u81f4\u635f\u5931\u6743\u91cd\u6f02\u79fb\uff1b\u58f0\u5b66 Codebook \u635f\u5931\u4f1a\u53cd\u5411\u4f20\u64ad\u5230 Backbone\u3002\u9884\u8bad\u7ec3\u548c SFT \u540c\u65f6\u52a0\u5165 MoE Router \u8d1f\u8f7d\u5747\u8861\u635f\u5931\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001Instruction SFT \u9636\u6bb5\uff1a\u5982\u4f55\u8ba9\u6a21\u578b\u5b66\u4f1a\u201c\u542c\u61c2\u5bfc\u6f14\u6307\u4ee4\u201d<\/h2>\n\n\n\n<p>SFT \u4ece Stage 3 Checkpoint \u5f00\u59cb\uff0c\u6700\u5927\u5e8f\u5217\u957f\u5ea6\u4e3a 32K Token\uff0c\u4f7f\u7528 Indexed Reference Layout\u3002SFT \u7684\u76ee\u6807\u4e0d\u662f\u91cd\u65b0\u5b66\u4e60\u57fa\u7840\u53d1\u97f3\uff0c\u800c\u662f\u628a\u5df2\u7ecf\u5177\u5907 TTS \u548c\u514b\u9686\u80fd\u529b\u7684\u6a21\u578b\u8f6c\u5316\u4e3a\u80fd\u591f\u9075\u5faa\u590d\u6742\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u3001\u5904\u7406\u5bf9\u8bdd\u548c\u573a\u666f\u7684\u751f\u6210\u5668\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4.1 SFT \u6570\u636e\u7c7b\u578b<\/h3>\n\n\n\n<ul><li><strong>\u666e\u901a\u97f3\u8272\u514b\u9686\uff1a<\/strong>\u4e00\u6bb5\u6216\u591a\u6bb5\u53c2\u8003\u97f3\u9891 + \u5f85\u5408\u6210\u6587\u672c\u3002<\/li><li><strong>Point Tags\uff1a<\/strong>\u5728\u6587\u672c\u4f4d\u7f6e\u63d2\u5165 <code>[laughs]<\/code>\u3001<code>[pause]<\/code>\u3001<code>[coughs]<\/code> \u7b49\u5c40\u90e8\u4e8b\u4ef6\u3002<\/li><li><strong>Scoped Tags\uff1a<\/strong>\u7528 <code>&lt;whisper&gt;...&lt;\/whisper&gt;<\/code> \u53ea\u63a7\u5236\u88ab\u5305\u56f4\u7684\u8bcd\u6216\u77ed\u8bed\u3002<\/li><li><strong>Style Prefix\uff1a<\/strong>\u63a7\u5236\u6574\u53e5\u7684\u60c5\u7eea\u3001\u8bed\u901f\u3001\u8868\u8fbe\u65b9\u5f0f\u3002<\/li><li><strong>Director\u2019s Note\uff1a<\/strong>\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u610f\u56fe\u3001\u8282\u594f\u3001\u91cd\u97f3\u548c\u8868\u6f14\u65b9\u5f0f\u3002<\/li><li><strong>\u591a\u8bf4\u8bdd\u4eba\u5bf9\u8bdd\uff1a<\/strong>\u6bcf\u4e2a\u89d2\u8272\u7ed1\u5b9a\u4e00\u4e2a\u6216\u591a\u4e2a\u53c2\u8003\u97f3\u9891\uff0c\u901a\u8fc7 speaker Token \u5207\u6362\u89d2\u8272\u3002<\/li><li><strong>\u591a\u89d2\u8272\u573a\u666f\uff1a<\/strong>\u4e00\u6b21\u63d0\u4f9b\u6240\u6709\u53f0\u8bcd\uff0c\u5e76\u4f7f\u7528\u663e\u5f0f\u5206\u9694\u7b26\uff0c\u4f7f\u5f53\u524d\u53e5\u80fd\u591f\u5229\u7528\u540e\u7eed\u53f0\u8bcd\u548c\u573a\u666f\u4e0a\u4e0b\u6587\u3002<\/li><li><strong>\u591a\u8f6e\u4fee\u6539\uff1a<\/strong>\u4fdd\u7559\u65e7\u53c2\u8003\u548c\u4e0a\u4e00\u7248\u751f\u6210\u7ed3\u679c\uff0c\u4e0b\u4e00\u8f6e\u7528\u201c\u66f4\u67d4\u548c\u3001\u66f4\u6e29\u6696\u201d\u201c\u6bd4\u4e0a\u4e00\u7248\u66f4\u5feb\u201d\u7b49\u76f8\u5bf9\u6307\u4ee4\u751f\u6210\u65b0\u7248\u672c\u3002<\/li><li><strong>\u957f\u6587\u672c\u3001Speech Infilling \u548c Text-only Chat\uff1a<\/strong>\u7ee7\u7eed\u6df7\u5165\u8bad\u7ec3\uff0c\u9632\u6b62 SFT \u7834\u574f Stage 3 \u5df2\u5b66\u80fd\u529b\u3002<\/li><\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4.2 SFT \u6837\u672c\u5982\u4f55\u7ec4\u7ec7<\/h3>\n\n\n\n<p>\u8bad\u7ec3\u5e8f\u5217\u91c7\u7528 ChatML \u98ce\u683c\u3002System \u8f6e\u5305\u542b\u201c\u628a\u7ed9\u5b9a\u6587\u672c\u8f6c\u6362\u6210\u8bed\u97f3\u201d\u7684\u4efb\u52a1\u8bf4\u660e\u3001\u53c2\u8003\u6587\u672c\u548c\u53c2\u8003\u97f3\u9891\uff1bUser \u8f6e\u5305\u542b\u76ee\u6807\u6587\u672c\u3001\u8bf4\u8bdd\u4eba\u6807\u8bb0\u3001\u63a7\u5236\u6807\u7b7e\u548c\u8bed\u8a00\/\u65f6\u957f\u63d0\u793a\uff1bAssistant \u8f6e\u4ee5 \\(&lt;|voice|&gt;\\) \u5f00\u59cb\uff0c\u8f93\u51fa\u76ee\u6807\u97f3\u9891\u7684 10 \u4e2a Codebook\u3002\u5bf9\u4e8e\u591a\u8f6e\u4fee\u6539\uff0c\u65e7\u7684 Assistant \u97f3\u9891\u4fdd\u7559\u5728\u4e0a\u4e0b\u6587\u4e2d\uff0c\u4e0b\u4e00\u8f6e User \u7ed9\u51fa\u76f8\u5bf9\u4e0a\u4e00\u7248\u7684\u4fee\u6539\u610f\u89c1\u3002<\/p>\n\n\n\n<p>\u635f\u5931\u53ea\u4f5c\u7528\u4e8e\u6a21\u578b\u81ea\u5df1\u7684 Assistant \u8f93\u51fa\uff1a\u8bed\u97f3\u5e27\u7684 10 \u4e2a Codebook\u3001\u9700\u8981\u5b66\u4e60\u7684\u97f3\u9891\u5206\u9694\u7b26\u548c \\(&lt;|im_end|&gt;\\)\u3002\u53c2\u8003\u97f3\u9891\u53ea\u63d0\u4f9b\u4e0a\u4e0b\u6587\uff0c\u4e0d\u76f4\u63a5\u4ea7\u751f\u751f\u6210\u635f\u5931\u3002Speech Infilling \u989d\u5916\u5bf9\u7f16\u8f91\u7a97\u53e3\u4e24\u4fa7\u7684\u63a5\u7f1d\u52a0\u5927\u76d1\u7763\uff0c\u4f7f\u65b0\u65e7\u97f3\u9891\u80fd\u591f\u81ea\u7136\u62fc\u63a5\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e94\u3001RL\uff1a\u4ece\u53ef\u63a7\u751f\u6210\u5230\u7b26\u5408\u4eba\u7c7b\u504f\u597d\u7684\u8868\u6f14<\/h2>\n\n\n\n<p>RL \u4ece SFT Checkpoint \u5f00\u59cb\u3002S2 \u4f7f\u7528 ASR \u8f6c\u5f55\u9519\u8bef\u3001\u8bed\u97f3\u8d28\u91cf\u548c Speaker Similarity \u4e09\u7c7b\u89c4\u5219\u5956\u52b1\uff1bDrama 3 \u53bb\u6389\u5b83\u4eec\uff0c\u56e0\u4e3a\u7b11\u58f0\u548c\u957f\u505c\u987f\u4f1a\u6539\u53d8 ASR \u7ed3\u679c\uff0c\u8033\u8bed\u548c\u558a\u53eb\u4f1a\u964d\u4f4e\u4e0e\u4e2d\u6027\u53c2\u8003\u7684\u76f8\u4f3c\u5ea6\uff0c\u800c\u6574\u53e5\u8d28\u91cf\u6a21\u578b\u65e0\u6cd5\u8bc4\u4ef7\u67d0\u4e2a\u8bcd\u662f\u5426\u6309\u6307\u4ee4\u53d8\u5f97\u66f4\u67d4\u548c\u6216\u66f4\u6709\u60c5\u7eea\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5.1 \u4eba\u7c7b\u504f\u597d Reward Model<\/h3>\n\n\n\n<p>Reward Model \u662f\u4e00\u4e2a\u8f83\u5c0f\u7684 Speech Language Model\uff0c\u4f7f\u7528\u76f8\u540c\u7684 Audio Tokenizer \u548c\u5e8f\u5217\u683c\u5f0f\u9884\u8bad\u7ec3\u5230 Stage 2\uff0c\u5e76\u5728\u6bcf\u6761 Take \u7684\u7ed3\u675f Token \u4e0a\u589e\u52a0 Scalar Head\u3002\u5b83\u76f4\u63a5\u8bfb\u53d6\u5b8c\u6574 Prompt \u548c\u751f\u6210\u97f3\u9891 Token\uff0c\u4e0d\u9700\u8981\u989d\u5916\u8fd0\u884c ASR\u3001Tokenizer Decoder \u6216 Speaker Model\uff0c\u56e0\u6b64\u53c2\u8003\u97f3\u8272\u3001\u6587\u672c\u5185\u5bb9\u548c\u8868\u6f14\u98ce\u683c\u90fd\u80fd\u5728\u540c\u4e00\u5956\u52b1\u8def\u5f84\u4e2d\u88ab\u5224\u65ad\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e24\u6761 Take \u7684\u4eba\u7c7b\u504f\u597d\u4f7f\u7528 Bradley\u2013Terry \u635f\u5931\uff1a<\/p>\n\n\n\n\\(\\mathcal{L}_{\\mathrm{RM}}=-\\left[y\\log\\sigma(s_a-s_b)+(1-y)\\log\\sigma(s_b-s_a)\\right]+10^{-3}(s_a^2+s_b^2)\\)\n\n\n\n<h3 class=\"wp-block-heading\">5.2 GRPO \u914d\u7f6e<\/h3>\n\n\n\n<ul><li>\u6bcf\u4e2a Prompt \u91c7\u6837 \\(G=8\\) \u6761 Take\uff0c\u6e29\u5ea6\u4e3a 1\uff0c\u4e0d\u4f7f\u7528 Top-p \u6216 Top-k \u622a\u65ad\u3002<\/li><li>\u6bcf\u6761 Take \u6700\u957f\u7ea6\u4e3a\u671f\u671b\u65f6\u957f\u7684 2.5 \u500d\uff0c\u4e14\u4e0d\u8d85\u8fc7 4096 \u5e27\uff0c\u7ea6 190 \u79d2\u3002<\/li><li>\u7ec4\u5185 Reward \u6807\u51c6\u5dee\u4f4e\u4e8e 0.05 \u7684\u7ec4\u4e22\u5f03\u3002<\/li><li>\u4f7f\u7528 Group Relative Policy Optimization\uff0c\u91c7\u7528\u5747\u503c\u4e2d\u5fc3\u5316\u4f18\u52bf\uff0c\u4e0d\u4f7f\u7528 KL Penalty \u548c Reference Model\u3002<\/li><li>\u6bcf\u4e00\u6b65\u4f7f\u7528 1536 \u4e2a Prompt \u00d7 8 \u6761 Take\uff0c\u91c7\u7528\u5927 Batch\u3001\u5c11\u6b65\u9aa4\u3001\u6052\u5b9a Muon \u5b66\u4e60\u7387\u548c\u65e0 Weight Decay\u3002<\/li><li>RL \u65f6 Codebook-MTP Decoder \u4fdd\u6301\u51bb\u7ed3\uff0c\u53ea\u66f4\u65b0 Backbone \u7684\u8bed\u4e49 Token \u7b56\u7565\u3002<\/li><li>Rollout \u4f7f\u7528\u5757\u7f29\u653e FP8 \u4e13\u5bb6\u6743\u91cd\uff1b\u8bad\u7ec3\u5668\u4f7f\u7528 BF16\uff0c\u5e76\u901a\u8fc7\u8def\u7531\u56de\u653e\u51cf\u5c11\u8bad\u7ec3\u548c\u63a8\u7406\u8def\u7531\u4e0d\u4e00\u81f4\u3002<\/li><\/ul>\n\n\n\n<p>\u5956\u52b1\u6807\u51c6\u5316\u4e0e\u7ec4\u5185\u76f8\u5bf9\u6bd4\u8f83\u53ef\u5199\u4e3a\uff1a<\/p>\n\n\n\n\\(z_i=\\operatorname{clip}\\left(\\frac{s_i-\\mu_0}{\\sigma_0},-3,3\\right),\\qquad R_i=\\frac{1}{n-1}\\sum_{j\\ne i}\\sigma(z_i-z_j)\\)\n\n\n\n<p>\u8bba\u6587\u5f3a\u8c03\uff0c\u5927 Batch\u3001\u5c11\u66f4\u65b0\u6b65\u53ef\u4ee5\u8ba9\u7b56\u7565\u671d\u5411\u66f4\u5e7f\u6cdb\u7684\u4eba\u7c7b\u504f\u597d\u79fb\u52a8\uff0c\u5e76\u51cf\u5c11\u5c0f Batch\u3001\u591a\u6b65\u8bad\u7ec3\u51fa\u73b0\u7684 Reward Over-optimization\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"883\" height=\"205\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/10\/image-8.png\" alt=\"\" class=\"wp-image-31787\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/10\/image-8.png 883w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/10\/image-8-300x70.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/10\/image-8-768x178.png 768w\" sizes=\"(max-width: 883px) 100vw, 883px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u516d\u3001\u63a8\u7406\u5f15\u64ce\u4e0e\u541e\u5410\u4f18\u5316<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"880\" height=\"399\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/10\/image-9.png\" alt=\"\" class=\"wp-image-31788\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/10\/image-9.png 880w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/10\/image-9-300x136.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/10\/image-9-768x348.png 768w\" sizes=\"(max-width: 880px) 100vw, 880px\" \/><\/figure>\n\n\n\n<p>\u7ebf\u4e0a\u8bf7\u6c42\u5206\u4e3a Prefill \u548c Decode \u4e24\u9636\u6bb5\uff1aPrefill \u4e00\u6b21\u8bfb\u53d6\u6587\u672c\u4e0e\u53c2\u8003\u97f3\u9891\uff0cDecode \u6bcf\u5e27\u6267\u884c\u4e00\u6b65\u3002\u5355 GPU \u540c\u65f6\u670d\u52a1\u591a\u4e2a\u6d41\uff0c\u6309\u8f6e\u6b21\u6267\u884c\u65b0\u8bf7\u6c42 Prefill \u6216\u6240\u6709\u8fd0\u884c\u4e2d\u6d41\u7684\u4e00\u6b65 Decode\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u6307\u6807<\/th><th>Drama 3<\/th><th>Fish Audio S2<\/th><\/tr><\/thead><tbody><tr><td>Backbone \u540e\u7684\u987a\u5e8f\u5c42\u6570<\/td><td>13<\/td><td>40<\/td><\/tr><tr><td>\u6bcf\u5e27\u8bfb\u53d6\u6743\u91cd<\/td><td>\u7ea6 6.0 GB<\/td><td>\u7ea6 15.6 GB<\/td><\/tr><tr><td>\u5176\u4e2d Backbone\uff08\u4e0d\u542b Routed Experts\uff09<\/td><td>2.9 GB<\/td><td>7.3 GB<\/td><\/tr><tr><td>Codebook-MTP \/ Fast AR<\/td><td>2.1 GB<\/td><td>8.3 GB<\/td><\/tr><tr><td>\u4e0a\u4e0b\u6587 KV Cache \u589e\u957f\u7684\u5c42\u6570<\/td><td>23<\/td><td>36<\/td><\/tr><tr><td>\u5355 H200 \u5355\u6d41\u901f\u5ea6<\/td><td>271 frames\/s<\/td><td>177 frames\/s<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<ul><li><strong>\u51cf\u5c11\u987a\u5e8f\u8def\u5f84\uff1a<\/strong>Codebook-MTP 13 \u5c42\u6bcf\u5e27\u8fd0\u884c\u4e00\u6b21\uff1bS2 \u7684 Fast AR \u9700\u8981 10 \u6b21\u3001\u5171 40 \u5c42\u987a\u5e8f Pass\u3002<\/li><li><strong>FP8 Routed Experts\uff1a<\/strong>\u4e13\u5bb6\u4f7f\u7528\u5757\u7f29\u653e FP8\uff0c\u6bcf\u4e2a\u4e13\u5bb6\u53c2\u6570\u7ea6 1 Byte\u3002Drama 3 \u6bcf\u5e27\u8bfb\u53d6\u7ea6 6.0 GB \u6743\u91cd\uff0c\u4e0d\u5230 S2 \u7684\u4e94\u5206\u4e4b\u4e8c\u3002<\/li><li><strong>\u5220\u9664 CUDA Graph \u4e4b\u5916\u7684 Kernel\uff1a<\/strong>\u8f85\u52a9 Decode Kernel \u4ece 1429 \u4e2a\u964d\u5230 1278 \u4e2a\uff0cB300\u3001\u5e76\u53d1 32 \u65f6\u63d0\u5347 1.7%\uff1b\u878d\u5408 Gated DeltaNet Decode \u548c\u91c7\u6837\u5668\u8ba1\u6570\u5668\u540e\u51cf\u5c11 100 \u4e2a Kernel\uff0c\u5355\u6d41\u63d0\u5347 4.2%\u3002<\/li><li><strong>Prefill Graph\uff1a<\/strong>Gated DeltaNet Prefill \u6bcf\u5c42 Kernel \u4ece 23 \u4e2a\u964d\u4e3a 13 \u4e2a\uff1b\u9996\u5e27\u91c7\u6837\u7684 Host \u65f6\u95f4\u4ece 30.9 ms \u964d\u81f3 14.7 ms\uff0c\u65e9\u671f\u5f00\u53d1\u6a21\u578b\u5728 H200 \u5e76\u53d1 32 \u65f6\u63d0\u5347 15.3%\u3002<\/li><li><strong>\u6309\u7ebf\u4e0a Shape \u4f18\u5316 Kernel\uff1a<\/strong>\u4ece\u771f\u5b9e\u670d\u52a1\u65e5\u5fd7\u6293\u53d6\u77e9\u9635\u5f62\u72b6\u3001Batch \u548c\u5e76\u53d1\u5206\u5e03\uff0c\u518d\u505a Nsight Profiling\u3001\u7b97\u5b50\u7ea7\u9a8c\u8bc1\u3001\u5f15\u64ce\u5185 Token\/WER \u9a8c\u8bc1\u548c\u540c\u673a A\/B \u6d4b\u8bd5\u3002FP8 MoE Kernel \u5728 \\(M=256\\) \u65f6\u5c06 MoE \u5c42\u8017\u65f6\u964d\u4f4e 19.2%\u3002<\/li><li><strong>Prefill\u2013Decode \u89e3\u8026\uff1a<\/strong>\u65b0\u8bf7\u6c42\u7684 Prefill \u4e0d\u518d\u963b\u585e\u6b63\u5728\u64ad\u653e\u7684 Decode \u6d41\uff0c\u964d\u4f4e\u9ad8\u5e76\u53d1\u4e0b\u7684\u6d41\u5f0f\u5361\u987f\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"853\" height=\"375\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/10\/image-10.png\" alt=\"\" class=\"wp-image-31789\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/10\/image-10.png 853w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/10\/image-10-300x132.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/10\/image-10-768x338.png 768w\" sizes=\"(max-width: 853px) 100vw, 853px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"837\" height=\"412\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/10\/image-11.png\" alt=\"\" class=\"wp-image-31790\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/10\/image-11.png 837w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/10\/image-11-300x148.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/10\/image-11-768x378.png 768w\" sizes=\"(max-width: 837px) 100vw, 837px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e03\u3001\u5b9e\u9a8c\u8bbe\u7f6e\u4e0e\u7ed3\u679c<\/h2>\n\n\n\n<p>\u5b9e\u9a8c\u7edf\u4e00\u4f7f\u7528\u8bba\u6587\u9644\u5f55\u4e2d\u7684 Prompt \u683c\u5f0f\uff0c\u91c7\u6837\u6e29\u5ea6 0.7\u3001Top-p 0.7\u3001Top-k 30\u3002\u9759\u97f3\u3001\u8bed\u97f3\u8fc7\u77ed\u3001\u957f\u5ea6\u5931\u63a7\u3001\u957f\u6bb5\u566a\u58f0\u6216\u957f\u6bb5\u9759\u97f3\u7684\u8f93\u51fa\u4f1a\u88ab\u91cd\u65b0\u751f\u6210\u5e76\u91cd\u65b0\u8ba1\u5206\u3002\u4e2d\u6587\u4f7f\u7528 Paraformer-zh \u8f6c\u5f55\uff0c\u5176\u4f59\u8bed\u8a00\u4f7f\u7528 Whisper-large-v3\uff1bSpeaker Similarity \u4f7f\u7528 WavLM-large + ECAPA-TDNN \u8bf4\u8bdd\u4eba\u5d4c\u5165\u4f59\u5f26\u76f8\u4f3c\u5ea6\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">7.1 Preference Reward \u5bf9\u8868\u8fbe\u6027\u7684\u5f71\u54cd<\/h3>\n\n\n\n<p>\u5728 Expresso \u4e2d\uff0c\u5c06\u540c\u4e00\u8bf4\u8bdd\u4eba\u540c\u4e00\u53e5\u8bdd\u7684\u4e2d\u6027\u8bfb\u6cd5\u4e0e\u98ce\u683c\u8bfb\u6cd5\u914d\u5bf9\u3002\u8033\u8bed\u76f8\u5bf9\u4e2d\u6027\u8bfb\u6cd5\u7684 SIM \u4e0b\u964d 0.310\uff0c\u7b11\u58f0\u4f7f WER \u4e0a\u5347 0.79 \u4e2a\u767e\u5206\u70b9\uff1b\u56e0\u6b64\u76f8\u4f3c\u5ea6\u5956\u52b1\u5728\u8033\u8bed\u6837\u672c\u4e2d 99.7% \u504f\u597d\u4e2d\u6027\u8bfb\u6cd5\uff0c\u5728\u7b11\u58f0\u6837\u672c\u4e2d 93.9% \u504f\u597d\u4e2d\u6027\u8bfb\u6cd5\u3002Drama 3 \u7684 Preference RM \u5728\u63d0\u793a\u4e2d\u660e\u786e\u5199\u51fa\u98ce\u683c\u540e\uff0c\u504f\u597d\u8033\u8bed\u7684\u6bd4\u4f8b\u4e3a 62.2%\uff0c\u504f\u597d\u7b11\u58f0\u7684\u6bd4\u4f8b\u4e3a 64.4%\uff1b\u4e0d\u5199\u65b9\u5411\u65f6\u5206\u522b\u53ea\u6709 10.6% \u548c 27.1%\u3002<\/p>\n\n\n\n<p>\u5728 Seed-TTS-Eval \u4e0a\uff0cRL \u540e Drama 3 \u7684\u9996\u8f6e\u4e2d\u6587 CER \u4ece SFT \u7684 1.66 \u964d\u5230 1.00\uff0c\u82f1\u6587 WER \u4ece 3.49 \u964d\u5230 2.20\uff1b\u4fe1\u53f7\u68c0\u67e5\u5931\u8d25\u7387\u4ece\u4e2d\u6587 2.82% \u964d\u5230 1.24%\uff0c\u82f1\u6587 3.40% \u964d\u5230 1.84%\u3002\u91cd\u751f\u6210\u5f02\u5e38\u6837\u672c\u540e\uff0c\u4e2d\u6587 CER \u4e3a 0.83\uff0c\u82f1\u6587 WER \u4e3a 1.54\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">7.2 \u591a\u53c2\u8003\u96f6\u6837\u672c\u97f3\u8272\u514b\u9686<\/h3>\n\n\n\n<p>\u8bba\u6587\u5728 LibriSpeech-PC test-clean \u4e0a\u6269\u5c55\u591a\u53c2\u8003\u6d4b\u8bd5\u96c6\uff1a1127 \u53e5\u300139 \u4f4d\u8bf4\u8bdd\u4eba\uff0c\u6bcf\u4e2a\u76ee\u6807\u8bf4\u8bdd\u4eba\u989d\u5916\u63d0\u4f9b\u4e24\u6bb5\u4e0d\u5305\u542b\u76ee\u6807\u53e5\u7684\u53c2\u8003\u97f3\u9891\u3002Drama 3 \u4f7f\u7528\u4e00\u6bb5\u53c2\u8003\u65f6 WER 1.85%\u3001SIM 0.605\u3001UTMOS 4.31\uff1b\u4f7f\u7528\u4e09\u6bb5\u53c2\u8003\u65f6 WER \u4ecd\u4e3a 1.85%\uff0cSIM \u63d0\u5347\u5230 0.633\uff0cUTMOS \u4ecd\u4e3a 4.31\u3002\u5355\u53c2\u8003\u65f6\uff0cUTMOS 4.31 \u9ad8\u4e8e OmniVoice \u7684 4.28 \u548c CosyVoice 3 \u7684 4.28\uff1bQwen3-TTS \u4e3a 4.41\uff0c\u4f46\u5176 WER \u548c SIM \u5206\u522b\u4e3a 1.60 \u548c 0.704\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">7.3 MiniMax \u591a\u8bed\u8a00\u514b\u9686<\/h3>\n\n\n\n<p>MiniMax Multilingual Testset \u8986\u76d6 24 \u79cd\u8bed\u8a00\u3002Drama 3 \u76f8\u6bd4 OmniVoice \u5728 15 \u79cd\u8bed\u8a00\u4e0a\u9519\u8bef\u7387\u66f4\u4f4e\uff0c\u76f8\u6bd4 FireRedTTS3-Base \u5728 17 \u79cd\u8bed\u8a00\u4e0a\u66f4\u4f4e\uff1b\u5728\u963f\u62c9\u4f2f\u8bed\u3001\u4e2d\u6587\u3001\u8377\u5170\u8bed\u3001\u82f1\u8bed\u3001\u82ac\u5170\u8bed\u3001\u6cd5\u8bed\u3001\u5fb7\u8bed\u3001\u6ce2\u5170\u8bed\u3001\u8461\u8404\u7259\u8bed\u3001\u571f\u8033\u5176\u8bed\u548c\u8d8a\u5357\u8bed 11 \u79cd\u8bed\u8a00\u4e0a\u540c\u65f6\u4f4e\u4e8e OmniVoice\u3001FireRedTTS3-Base \u548c Fish Audio S2\u3002\u4e0e\u5b9e\u9645\u901a\u8fc7 API \u8fd0\u884c\u7684\u5546\u4e1a\u7cfb\u7edf\u6bd4\u8f83\u65f6\uff0cDrama 3 \u4f4e\u4e8e Inworld TTS-2 \u7684\u8bed\u8a00\u6570\u4e3a 18\uff0c\u4f4e\u4e8e Soniox TTS RT v2 \u7684\u8bed\u8a00\u6570\u4e3a 21\/23\uff0c\u4f4e\u4e8e ElevenLabs v4 \u7684\u8bed\u8a00\u5305\u62ec\u4e2d\u6587\u3001\u8377\u5170\u8bed\u3001\u82f1\u8bed\u3001\u5fb7\u8bed\u3001\u97e9\u8bed\u3001\u4fc4\u8bed\u3001\u897f\u73ed\u7259\u8bed\u3001\u6cf0\u8bed\u548c\u571f\u8033\u5176\u8bed\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u8bed\u8a00<\/th><th>\u6307\u6807<\/th><th>Drama 3<\/th><th>OmniVoice<\/th><th>FireRedTTS3<\/th><th>Fish Audio S2<\/th><\/tr><\/thead><tbody><tr><td>\u4e2d\u6587<\/td><td>CER<\/td><td><strong>0.63<\/strong><\/td><td>1.01<\/td><td>0.91<\/td><td>0.73<\/td><\/tr><tr><td>\u8377\u5170\u8bed<\/td><td>WER<\/td><td><strong>0.59<\/strong><\/td><td>1.36<\/td><td>1.15<\/td><td>0.99<\/td><\/tr><tr><td>\u82f1\u8bed<\/td><td>WER<\/td><td><strong>1.13<\/strong><\/td><td>1.56<\/td><td>2.12<\/td><td>1.62<\/td><\/tr><tr><td>\u82ac\u5170\u8bed<\/td><td>WER<\/td><td>3.09<\/td><td>3.75<\/td><td><strong>3.10<\/strong><\/td><td>3.33<\/td><\/tr><tr><td>\u6cd5\u8bed<\/td><td>WER<\/td><td>2.68<\/td><td>3.35<\/td><td>2.64<\/td><td>2.86<\/td><\/tr><tr><td>\u5fb7\u8bed<\/td><td>WER<\/td><td><strong>1.08<\/strong><\/td><td>1.50<\/td><td>1.93<\/td><td>1.46<\/td><\/tr><tr><td>\u571f\u8033\u5176\u8bed<\/td><td>WER<\/td><td><strong>1.62<\/strong><\/td><td>2.93<\/td><td>2.47<\/td><td>2.25<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">7.4 Streaming Synthesis<\/h3>\n\n\n\n<p>\u5728 1088 \u6761 Seed-TTS-Eval \u82f1\u6587\u6d4b\u8bd5\u53e5\u4e0a\uff0c\u6d41\u5f0f\u8f93\u51fa WER \u4e3a 1.86\uff0c\u975e\u6d41\u5f0f\u8f93\u51fa WER \u4e3a 1.83\uff1b\u4e24\u8005 SIM \u90fd\u4e3a 0.640\u3002\u7ed3\u679c\u8bf4\u660e\u628a\u97f3\u9891\u8fb9\u751f\u6210\u8fb9\u53d1\u9001\u4e0d\u4f1a\u5e26\u6765\u660e\u663e\u8d28\u91cf\u635f\u5931\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">7.5 Speech Infilling \u7f16\u8f91<\/h3>\n\n\n\n<p>\u5728 Ming-Freeform-Audio-Edit \u4e2d\uff0c\u5148\u7528 Qwen3-ForcedAligner-0.6B \u5c06\u6e90\u97f3\u9891\u548c\u8f6c\u5f55\u5bf9\u9f50\uff0c\u518d\u628a\u4ece\u7b2c\u4e00\u4e2a\u4e0d\u540c\u8bcd\u5230\u6700\u540e\u4e00\u4e2a\u4e0d\u540c\u8bcd\u7684\u533a\u57df\u4f5c\u4e3a\u7f16\u8f91\u7a97\u53e3\u3002\u5220\u9664\u64cd\u4f5c\u8fd8\u4f1a\u5305\u542b\u76f8\u90bb\u672a\u6539\u53d8\u8bcd\uff0c\u4ee5\u4fdd\u8bc1\u7a97\u53e3\u6709\u53ef\u5b66\u4e60\u7684\u8fb9\u754c\u3002\u6a21\u578b\u4fdd\u7559\u7a97\u53e3\u524d\u540e\u6e90\u97f3\u9891 Token\uff0c\u53ea\u751f\u6210\u7a97\u53e3\u5185\u90e8\u7684\u76ee\u6807\u6587\u672c\uff0c\u7136\u540e\u6574\u4f53\u89e3\u7801\uff0c\u907f\u514d\u628a\u6e90\u6ce2\u5f62\u76f4\u63a5\u8d34\u56de\u9020\u6210\u62fc\u63a5\u75d5\u8ff9\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u7cfb\u7edf<\/th><th>\u82f1\u6587\u63d2\u5165 WER \/ SIM \/ MAE<\/th><th>\u82f1\u6587\u5220\u9664<\/th><th>\u82f1\u6587\u66ff\u6362<\/th><\/tr><\/thead><tbody><tr><td>Drama 3<\/td><td>3.03 \/ 0.905 \/ 0.208<\/td><td>5.79 \/ 0.838 \/ 0.174<\/td><td>2.08 \/ 0.866 \/ 0.181<\/td><\/tr><tr><td>VoiceCraft-X<\/td><td>5.74 \/ 0.85 \/ 0.166<\/td><td>9.71 \/ 0.80 \/ 0.172<\/td><td>7.29 \/ 0.81 \/ 0.155<\/td><\/tr><tr><td>LEMAS-Edit<\/td><td>6.04 \/ 0.81 \/ 0.158<\/td><td>9.29 \/ 0.80 \/ 0.167<\/td><td>6.09 \/ 0.80 \/ 0.167<\/td><\/tr><tr><td>CosyEdit2<\/td><td>1.90 \/ 0.93 \/ 0.107<\/td><td>5.52 \/ 0.90 \/ 0.131<\/td><td>1.43 \/ 0.89 \/ 0.137<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u4e2d\u6587\u7ed3\u679c\u4e2d\uff0cDrama 3 \u5728\u63d2\u5165\u548c\u66ff\u6362\u4e0a\u7684 SIM \u5206\u522b\u4e3a 0.909 \u548c 0.898\uff0c\u9ad8\u4e8e\u4e13\u7528\u7f16\u8f91\u6a21\u578b CosyEdit2 \u7684 0.89\uff1b\u5220\u9664 WER \u4e3a 7.82\uff0c\u4f4e\u4e8e CosyEdit2 \u7684 8.23\u3002\u4e0e Cartesia Sonic-3 \u7684 Infill API \u6bd4\u8f83\uff0cDrama 3 \u5728 Ming-Freeform \u57fa\u7840\u96c6\/\u5b8c\u6574\u96c6\u4e0a\u7684\u82f1\u6587 WER \u4e3a 3.49\/3.43\uff0c\u4e2d\u6587\u4e3a 3.69\/2.35\uff1bCartesia \u5bf9\u5e94\u4e3a\u82f1\u6587 4.58\/4.68\u3001\u4e2d\u6587 8.64\/6.53\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">7.6 \u591a\u8f6e\u5bfc\u6f14\u5f0f\u4fee\u6539<\/h3>\n\n\n\n<p>Step-Audio-Edit \u8981\u6c42\u6a21\u578b\u5148\u514b\u9686\u58f0\u97f3\uff0c\u518d\u901a\u8fc7\u6700\u591a\u4e09\u8f6e\u6307\u4ee4\u9010\u6b65\u9760\u8fd1\u76ee\u6807\u60c5\u7eea\u6216\u98ce\u683c\u3002Drama 3 \u5728\u6bcf\u8f6e\u4e2d\u4fdd\u7559\u539f\u59cb\u53c2\u8003\u548c\u4e0a\u4e00\u7248 Take\uff0c\u5e76\u4ee5 <code>[happier versus previous]<\/code> \u4e00\u7c7b\u76f8\u5bf9\u6307\u4ee4\u91cd\u751f\u6210\u3002\u60c5\u7eea\u51c6\u786e\u7387\u4ece\u7b2c 0 \u8f6e\u7684 55.5% \u63d0\u5347\u5230\u7b2c 3 \u8f6e\u7684 58.2%\uff0c\u98ce\u683c\u51c6\u786e\u7387\u4ece 76.5% \u63d0\u5347\u5230 81.8%\u3002\u4f7f\u7528 <code>[coughs]<\/code> \u7b49 Point Tag \u8fdb\u884c\u5c40\u90e8\u63d2\u5165\u5e76 Infilling \u540e\uff0c\u62df\u58f0\u4e8b\u4ef6\u8bc4\u5206\u4ece 1.32 \u63d0\u5347\u5230 2.32\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u6307\u6807<\/th><th>\u7b2c 0 \u8f6e<\/th><th>\u7b2c 1 \u8f6e<\/th><th>\u7b2c 2 \u8f6e<\/th><th>\u7b2c 3 \u8f6e<\/th><\/tr><\/thead><tbody><tr><td>Drama 3 \u60c5\u7eea\u51c6\u786e\u7387<\/td><td>55.5<\/td><td>57.2<\/td><td>57.5<\/td><td><strong>58.2<\/strong><\/td><\/tr><tr><td>Drama 3 \u98ce\u683c\u51c6\u786e\u7387<\/td><td>76.5<\/td><td>79.4<\/td><td>80.5<\/td><td><strong>81.8<\/strong><\/td><\/tr><tr><td>Drama 3 \u62df\u58f0\u4e8b\u4ef6\u8bc4\u5206<\/td><td>1.32<\/td><td>2.32<\/td><td>\u2013<\/td><td>\u2013<\/td><\/tr><tr><td>Step-Audio-EditX \u60c5\u7eea\u51c6\u786e\u7387<\/td><td>53.6<\/td><td>66.8<\/td><td>68.7<\/td><td>69.3<\/td><\/tr><tr><td>Step-Audio-EditX \u98ce\u683c\u51c6\u786e\u7387<\/td><td>45.6<\/td><td>62.7<\/td><td>64.2<\/td><td>63.8<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u516b\u3001\u5de5\u7a0b\u5b9e\u73b0\u542f\u793a<\/h2>\n\n\n\n<ul><li>\u957f\u4e0a\u4e0b\u6587\u8bed\u97f3\u6a21\u578b\u53ef\u4ee5\u91c7\u7528\u201c\u591a\u6570\u7ebf\u6027\u6ce8\u610f\u529b + \u5c11\u91cf Full Attention\u201d\uff0c\u5728\u964d\u4f4e KV Cache \u6210\u672c\u7684\u540c\u65f6\u4fdd\u7559\u53c2\u8003\u97f3\u9891\u548c\u65e9\u671f\u53f0\u8bcd\u7684\u7cbe\u786e\u68c0\u7d22\u3002<\/li><li>\u591a Codebook \u97f3\u9891\u751f\u6210\u4e0d\u5fc5\u8ba9\u4e3b\u5e72\u9010\u4e00\u9884\u6d4b\u6240\u6709\u58f0\u5b66\u7801\uff1b\u5c06\u7c97\u8bed\u4e49\u4fe1\u606f\u53cd\u9988\u7ed9 Backbone\uff0c\u628a\u7ec6\u8282\u7559\u7ed9\u65f6\u95f4\u56e0\u679c MTP Decoder\uff0c\u53ef\u4ee5\u540c\u65f6\u964d\u4f4e\u66dd\u5149\u504f\u5dee\u548c\u63a8\u7406\u987a\u5e8f\u957f\u5ea6\u3002<\/li><li>\u5982\u679c\u8bad\u7ec3\u76ee\u6807\u662f\u8868\u73b0\u529b\uff0cWER\u3001SIM \u548c\u6574\u53e5\u97f3\u8d28\u5206\u6570\u4e0d\u5b9c\u76f4\u63a5\u4f5c\u4e3a\u552f\u4e00\u5956\u52b1\u3002\u66f4\u5408\u7406\u7684\u505a\u6cd5\u662f\u8ba9 Reward Model \u8bfb\u53d6\u201c\u6307\u4ee4 + \u53c2\u8003\u97f3\u9891 + \u751f\u6210\u97f3\u9891 Token\u201d\u7684\u5b8c\u6574\u4e0a\u4e0b\u6587\u3002<\/li><li>SFT \u6570\u636e\u5e94\u628a\u591a\u8f6e\u5bf9\u8bdd\u3001\u53c2\u8003\u97f3\u9891\u7d22\u5f15\u3001Point\/Scoped Tag\u3001\u5206\u9694\u7b26\u548c\u7f16\u8f91\u7a97\u53e3\u4f5c\u4e3a\u4e00\u7b49\u6570\u636e\u7ed3\u6784\uff0c\u800c\u4e0d\u662f\u53ea\u628a\u97f3\u9891\u548c\u6587\u672c\u505a\u6210\u5355\u53e5\u914d\u5bf9\u3002<\/li><li>\u7ebf\u4e0a\u6027\u80fd\u4e3b\u8981\u53d7\u6743\u91cd\u642c\u8fd0\u3001Kernel Launch \u548c Prefill \u963b\u585e\u5f71\u54cd\u3002\u9700\u8981\u4ece\u771f\u5b9e\u670d\u52a1 Shape \u51fa\u53d1\u505a\u7b97\u5b50\u4f18\u5316\uff0c\u5e76\u5c06 Prefill \u4e0e Decode \u5206\u79bb\u3002<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e5d\u3001\u7ed3\u8bba<\/h2>\n\n\n\n<p>Drama 3 \u7684\u5173\u952e\u4e0d\u53ea\u662f\u628a\u6a21\u578b\u6269\u5927\u5230 35B\uff0c\u800c\u662f\u628a\u6a21\u578b\u3001\u6570\u636e\u683c\u5f0f\u3001SFT \u4efb\u52a1\u548c RL \u5956\u52b1\u7edf\u4e00\u5230\u201c\u5bfc\u6f14\u5f0f\u8868\u6f14\u201d\u8fd9\u4e00\u76ee\u6807\u4e0a\u3002Hybrid Backbone \u89e3\u51b3\u957f\u4e0a\u4e0b\u6587\uff0cPartial Codebook Fusion \u63a7\u5236\u53cd\u9988\u590d\u6742\u5ea6\uff0cCodebook-MTP Decoder \u76f4\u63a5\u5229\u7528\u53c2\u8003\u97f3\u9891\u7684\u7ec6\u7c92\u5ea6\u58f0\u5b66\u4fe1\u606f\uff1b\u4e09\u9636\u6bb5\u9884\u8bad\u7ec3\u5efa\u7acb\u57fa\u7840\u8bed\u97f3\u80fd\u529b\uff0c32K Token \u7684 Instruction SFT \u6559\u4f1a\u6a21\u578b\u9075\u5faa\u6307\u4ee4\u548c\u7ef4\u62a4\u591a\u8f6e\u4e0a\u4e0b\u6587\uff0c\u5355\u4e00\u4eba\u7c7b\u504f\u597d Reward Model \u5219\u8ba9\u7b11\u58f0\u3001\u8033\u8bed\u3001\u505c\u987f\u548c\u60c5\u7eea\u8868\u8fbe\u4e0d\u518d\u88ab\u4f20\u7edf\u89c4\u5219\u5956\u52b1\u538b\u5236\u3002<\/p>\n\n\n\n<p>\u4ece\u5b9e\u9a8c\u7ed3\u679c\u770b\uff0cDrama 3 \u5728\u591a\u53c2\u8003\u514b\u9686\u3001\u591a\u8bed\u8a00\u8bc6\u522b\u51c6\u786e\u7387\u3001\u6d41\u5f0f\u751f\u6210\u3001\u8bed\u97f3\u7f16\u8f91\u548c\u591a\u8f6e\u4fee\u6539\u4e0a\u90fd\u8868\u73b0\u51fa\u7edf\u4e00\u6a21\u578b\u7684\u4f18\u52bf\uff1b\u4ece\u5de5\u7a0b\u7ed3\u679c\u770b\uff0c\u5b83\u5728\u5355 H200 \u4e0a\u8fbe\u5230 271 frames\/s\uff0c\u9ad8\u4e8e\u53c2\u6570\u91cf\u5c0f\u5f97\u591a\u7684 Fish Audio S2\u3002\u8bba\u6587\u6ca1\u6709\u516c\u5f00\u5b8c\u6574\u6570\u636e\u6765\u6e90\u548c\u6837\u672c\u89c4\u6a21\uff0c\u8fd9\u4e00\u9650\u5236\u9700\u8981\u5728\u590d\u73b0\u6216\u4e8c\u6b21\u8bad\u7ec3\u65f6\u5355\u72ec\u8865\u9f50\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Fish Audio Drama 3 \u6280\u672f\u62a5\u544a\uff1ahttps:\/\/arxiv.org\/html\/2610.180 &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2026\/10\/21\/fish-audio-drama-3\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">Fish Audio Drama 3 \u6280\u672f\u62a5\u544a\u8be6\u89e3\uff1a\u9762\u5411\u5bfc\u6f14\u5f0f\u8bed\u97f3\u751f\u6210\u7684 35B -A3B MoE \u67b6\u6784\u3001\u8bad\u7ec3\u6570\u636e\u4e0e\u5de5\u7a0b\u4f18\u5316<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[42,40,4,9,38,43,34],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/31757"}],"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=31757"}],"version-history":[{"count":10,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/31757\/revisions"}],"predecessor-version":[{"id":31791,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/31757\/revisions\/31791"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=31757"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=31757"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=31757"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}