{"id":9824,"date":"2026-07-03T19:05:02","date_gmt":"2026-07-03T11:05:02","guid":{"rendered":"https:\/\/infernews.com\/blog\/higgs-tts-3-4b\/"},"modified":"2026-07-03T19:05:02","modified_gmt":"2026-07-03T11:05:02","slug":"higgs-tts-3-4b","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/higgs-tts-3-4b\/","title":{"rendered":"Higgs TTS 3\uff1a4B \u591a\u8a9e\u8a9e\u97f3\u751f\u6210\u6a21\u578b"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/07\/higgs-tts-3-4b.jpg\" alt=\"Og image\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u662f\u4e00\u500b\u6587\u5b57\u8f49\u8a9e\u97f3\u6a21\u578b Higgs TTS 3 4B\uff1b\u66ab\u6c92\u6709\u6a19\u660e\u5b83\u662f\u57fa\u65bc\u54ea\u500b base model \u5fae\u8abf\u800c\u6210\u3002\u5b83\u4e3b\u8981\u7528\u4f86\u628a\u6a21\u578b\u56de\u61c9\u8f49\u6210\u66f4\u63a5\u8fd1\u5c0d\u8a71\u98a8\u683c\u7684\u8a9e\u97f3\uff0c\u800c\u4e0d\u53ea\u662f\u6717\u8b80\u6587\u5b57\uff0c\u4e26\u652f\u63f4 zero-shot voice cloning\u3001\u60c5\u7dd2\u3001\u8a9e\u6c23\u3001\u505c\u9813\u540c sound effects \u63a7\u5236\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a21\u578b\u6838\u5fc3\u662f\u7d04 4B \u53c3\u6578\u7684 autoregressive decoder\uff0c\u898f\u683c\u5305\u62ec 36 layers\u3001hidden size 2560\uff0c\u4ee5\u53ca GQA 32\/8\u3002\u97f3\u8a0a\u7aef\u5148\u7531 Higgs Tokenizer \u7de8\u78bc\u6210 8 \u500b codebooks\u300125 fps \u7684 audio tokens\uff0c\u518d\u900f\u904e delay pattern\u3001multi-codebook fused embedding \u540c multi-codebook fused head \u8655\u7406\uff0c\u6700\u5f8c\u9084\u539f\u6210 24 kHz waveform\uff1b\u9019\u7a2e\u8a2d\u8a08\u91cd\u9ede\u5728\u65bc\u540c\u6642\u5efa\u6a21\u6587\u5b57\u8207\u97f3\u8a0a token\uff0c\u8b93\u8a9e\u97f3\u8868\u9054\u66f4\u9023\u7e8c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8a13\u7df4\u5e8f\u5217\u9577\u5ea6\u70ba 8,192 tokens\uff0c\u5c0d\u9577\u53e5\u3001\u591a\u8f2a\u8a9e\u97f3\u56de\u61c9\u6703\u6709\u5e6b\u52a9\u3002\u8a9e\u8a00\u8986\u84cb\u8d85\u904e 100 \u7a2e\uff0c\u4e26\u63d0\u5230 102 \u7a2e\u8a9e\u8a00\u505a\u5230\u55ae\u4f4d\u6578 WER\/CER\uff0c\u5176\u4e2d 85 \u7a2e\u9054\u5230\u4f4e\u65bc 5 \u7684\u6c34\u6e96\uff0c\u4ee3\u8868\u5b83\u4e0d\u53ea\u8ffd\u6c42\u53ef\u8b80\u6027\uff0c\u4ea6\u91cd\u8996\u8de8\u8a9e\u8a00\u7a69\u5b9a\u5ea6\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5b9a\u4f4d\u6e05\u695a<\/strong>\uff1a\u504f\u5411 voice chat \u8207 expressive conversational speech\uff0c\u800c\u975e\u55ae\u7d14 TTS \u6717\u8b80\u5668\u3002<\/li>\n<li><strong>\u63a7\u5236\u80fd\u529b\u5b8c\u6574<\/strong>\uff1a\u53ef\u76f4\u63a5\u63a7\u5236 emotion\u3001style\u3001prosody\u3001pauses \u8207 sound effects\u3002<\/li>\n<li><strong>\u591a\u8a9e\u80fd\u529b\u5f37<\/strong>\uff1a\u652f\u63f4 100+ \u8a9e\u8a00\uff0c102 \u7a2e\u8a9e\u8a00\u6709\u516c\u958b WER\/CER \u63cf\u8ff0\u3002<\/li>\n<li><strong>\u6388\u6b0a\u9650\u5236\u660e\u78ba<\/strong>\uff1a\u53ea\u958b\u653e research and non-commercial use\uff0c\u5546\u696d\u7528\u9014\u9700\u53e6\u53d6\u6388\u6b0a\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a21\u578b\u672a\u63d0\u4f9b GGUF \u683c\u5f0f\u3001\u91cf\u5316\u7d1a\u5225\u3001\u6a94\u6848\u5927\u5c0f\u3001mmproj\u3001llama.cpp\u3001Ollama \u6216 LM Studio \u652f\u63f4\u8cc7\u8a0a\uff0c\u4e5f\u672a\u898b v2 \u6a94\u540d\u8b8a\u66f4\u3001chat template \u6ce8\u610f\u4e8b\u9805\u8207 MTP draft speculation \u76f8\u95dc\u5167\u5bb9\uff1b\u9019\u4e9b\u591a\u6578\u5c6c\u65bc LLM \u6216\u591a\u6a21\u614b\u63a8\u7406\u9801\u9762\u5e38\u898b\u8cc7\u8a0a\uff0c\u4e26\u975e\u6b64 TTS \u9801\u9762\u7684\u91cd\u9ede\u3002\u4f7f\u7528\u4e0a\u66f4\u503c\u5f97\u7559\u610f\u7684\u662f\u6388\u6b0a\u689d\u6b3e\u8207\u98a8\u96aa\u9650\u5236\uff0c\u5305\u62ec\u672a\u7d93\u540c\u610f\u7684 voice cloning\u3001\u5192\u5145\u3001\u8a50\u9a19\u3001\u9078\u8209\u8aa4\u5c0e\u8207\u751f\u7269\u8b58\u5225\u76e3\u63a7\u90fd\u88ab\u7981\u6b62\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/huggingface.co\/bosonai\/higgs-tts-3-4b\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/bosonai\/higgs-tts-3-4b\/tree\/main\" rel=\"noopener noreferrer\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9019\u662f\u4e00\u500b\u4e3b\u6253\u5c0d\u8a71\u8a9e\u97f3\u751f\u6210\u7684 4B TTS \u6a21\u578b\uff0c\u652f\u63f4 100+ \u8a9e\u8a00\u8207 zero-shot voice cloning\u3002\u4e26\u63d0\u4f9b\u6e05\u695a\u67b6\u69cb\u8207\u9650\u5236\uff0c\u4f46\u672a\u898b GGUF \u91cf\u5316\u6a94\u3002<\/p>\n","protected":false},"author":8,"featured_media":9823,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,37,29,114,76,128],"tags":[],"class_list":["post-9824","post","type-post","status-publish","format-standard","hentry","category-133","category-37","category-audio","category-clone","category-76","category-128"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9824","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=9824"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9824\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/9823"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=9824"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=9824"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=9824"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}