VoxCPM2 Technical Report
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Abstract (arXiv)
We present VoxCPM2, a https://info.arxiv.org/help/prep#abstractsfully open-source multilingual and controllable speech generation foundation model that extends the hierarchical diffusion-autoregressive modeling paradigm of VoxCPM. VoxCPM2 advances the framework in three key dimensions: (i) capability, by unifying 30 languages, 9 Chinese dialects, natural-language voice design, style-controllable voice cloning, and high-fidelity continuation cloning within a single backbone; (ii) quality, through an asymmetric AudioVAE that encodes at 16 kHz and reconstructs at 48 kHz, enabling implicit super-resolution with high encoding efficiency; and (iii) scale, by jointly scaling the model to 2B parameters and the training data to over 2 million hours of multilingual speech. To support these diverse capabilities within one model, we introduce a unified sequence organization that expresses all generation modes through different arrangements of the same input building blocks, allowing joint training under a single set of parameters and objective. VoxCPM2 achieves state-of-the-art or competitive performance on public zero-shot and instruction-following TTS benchmarks. On our internal 30-language evaluation set, it attains an average WER of 1.68%. These results demonstrate that hierarchical continuous-latent modeling, without relying on any external discrete speech tokenizer, offers a viable and powerful foundation for large-scale multilingual and controllable speech generation. The model weights, fine-tuning code, and inference tools are publicly released under the Apache 2.0 license to foster community research and development.
Key facts. Cited by 17 papers in the map (data through 14 Oct 2026). First posted on arXiv 5 Jun 2026.
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Citing papers per year: 2026: 17.
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- 2026Aslema at NADI 2026: Data Augmentation for Intent Recognition and Slot Fillingcited by 1
- 2026AuK Technical Report: An Open-Source Foundational Model for Speech Generation and Editingcited by 1
- 2026Closing the Quality Gap in Low-Resource Text-to-Speech: LoRA Fine-Tuning of VoxCPM2 for Khmer and Koreancited by 0
- 2026Fr'echet Distance Loss on Speech Representations for Text-to-Speech Synthesiscited by 0
- 2026BlueMagpie-TTS: A Token-Efficient Tokenizer, Language Model, and TTS for Taiwanese-Accent Code-Switching Speechcited by 0
- 2026FreyaTTS: A Compact Tokenizer-Free Flow-Matching Transformer for Turkish-First Speech Synthesiscited by 0
- 2026Stable Autoregressive Speech Generation with Low-Frame-Rate High-Dimensional Continuous Tokenscited by 0
- 2026CuteTTS: Efficient and High-Quality Speech Synthesis via Autoregressive Modeling of Continuous Latentscited by 0
- 2026Confucius4-TTS: Transcript-Free Cross-Lingual Zero-Shot TTS with a Learnable Speaker Encodercited by 0
- 2026FastThaiG2P: Lightning-fast Thai Grapheme-to-phoneme Conversion for Voice Agent Pipelinescited by 0
- 2026HEAR Who Said What: Unlocking Speaker-Attributed Reasoning via Counterfactual Voice Groundingcited by 0
- 2026COT-TTS: Audio Context-Aware Text-to-Speech with Chain-of-Thought Reasoningcited by 0
5 more
- 2026Learnable Classifier-Free Guidance Null Embeddings for Enhanced Controllable Speech Synthesiscited by 0
- 2026NVAlign: Direct-Gradient Optimization for Non-Verbal Control in Continuous Autoregressive Flow Matching Text-to-Speechcited by 0
- 2026A Comprehensive Objective Evaluation of Modern Text-to-Speech for Turkish Using Speech Quality Assessment Modelscited by 0
- 2026VoTSpeech: Decoupling Voice Design from Speech Generation in Instruction-Following TTScited by 0
- 2026Training a Compact, Strong, and Realistic Text-to-Speech Modelcited by 0
- 2026Training a Compact, Strong, and Realistic Text-to-Speech Model10 Oct 2026
- 2026VoTSpeech: Decoupling Voice Design from Speech Generation in Instruction-Following TTS10 Oct 2026
- 2026A Comprehensive Objective Evaluation of Modern Text-to-Speech for Turkish Using Speech Quality Assessment Models5 Oct 2026
- 2026NVAlign: Direct-Gradient Optimization for Non-Verbal Control in Continuous Autoregressive Flow Matching Text-to-Speech25 Sep 2026
- 2026Learnable Classifier-Free Guidance Null Embeddings for Enhanced Controllable Speech Synthesis21 Sep 2026
- 2026COT-TTS: Audio Context-Aware Text-to-Speech with Chain-of-Thought Reasoning19 Sep 2026
- 2026AuK Technical Report: An Open-Source Foundational Model for Speech Generation and Editing8 Sep 2026
- 2026HEAR Who Said What: Unlocking Speaker-Attributed Reasoning via Counterfactual Voice Grounding29 Aug 2026
- 2026Aslema at NADI 2026: Data Augmentation for Intent Recognition and Slot Filling19 Aug 2026
- 2026FastThaiG2P: Lightning-fast Thai Grapheme-to-phoneme Conversion for Voice Agent Pipelines13 Aug 2026
- 2026Confucius4-TTS: Transcript-Free Cross-Lingual Zero-Shot TTS with a Learnable Speaker Encoder12 Aug 2026
- 2026CuteTTS: Efficient and High-Quality Speech Synthesis via Autoregressive Modeling of Continuous Latents9 Aug 2026
5 more
- 2026Stable Autoregressive Speech Generation with Low-Frame-Rate High-Dimensional Continuous Tokens31 Jul 2026
- 2026FreyaTTS: A Compact Tokenizer-Free Flow-Matching Transformer for Turkish-First Speech Synthesis10 Jul 2026
- 2026BlueMagpie-TTS: A Token-Efficient Tokenizer, Language Model, and TTS for Taiwanese-Accent Code-Switching Speech7 Jul 2026
- 2026Fr'echet Distance Loss on Speech Representations for Text-to-Speech Synthesis7 Jul 2026
- 2026Closing the Quality Gap in Low-Resource Text-to-Speech: LoRA Fine-Tuning of VoxCPM2 for Khmer and Korean25 Jun 2026
- 2026Fr'echet Distance Loss on Speech Representations for Text-to-Speech Synthesiscited by 0
- 2026FreyaTTS: A Compact Tokenizer-Free Flow-Matching Transformer for Turkish-First Speech Synthesiscited by 0
- 2026CuteTTS: Efficient and High-Quality Speech Synthesis via Autoregressive Modeling of Continuous Latentscited by 0
- 2026NVAlign: Direct-Gradient Optimization for Non-Verbal Control in Continuous Autoregressive Flow Matching Text-to-Speechcited by 0
- 2026NVAlign: Direct-Gradient Optimization for Non-Verbal Control in Continuous Autoregressive Flow Matching Text-to-Speech25 Sep 2026
- 2026CuteTTS: Efficient and High-Quality Speech Synthesis via Autoregressive Modeling of Continuous Latents9 Aug 2026
- 2026FreyaTTS: A Compact Tokenizer-Free Flow-Matching Transformer for Turkish-First Speech Synthesis10 Jul 2026
- 2026Fr'echet Distance Loss on Speech Representations for Text-to-Speech Synthesis7 Jul 2026
- 2026Aslema at NADI 2026: Data Augmentation for Intent Recognition and Slot Fillingcited by 1
- 2026AuK Technical Report: An Open-Source Foundational Model for Speech Generation and Editingcited by 1
- 2026Closing the Quality Gap in Low-Resource Text-to-Speech: LoRA Fine-Tuning of VoxCPM2 for Khmer and Koreancited by 0
- 2026BlueMagpie-TTS: A Token-Efficient Tokenizer, Language Model, and TTS for Taiwanese-Accent Code-Switching Speechcited by 0
- 2026Stable Autoregressive Speech Generation with Low-Frame-Rate High-Dimensional Continuous Tokenscited by 0
- 2026Confucius4-TTS: Transcript-Free Cross-Lingual Zero-Shot TTS with a Learnable Speaker Encodercited by 0
- 2026FastThaiG2P: Lightning-fast Thai Grapheme-to-phoneme Conversion for Voice Agent Pipelinescited by 0
- 2026Learnable Classifier-Free Guidance Null Embeddings for Enhanced Controllable Speech Synthesiscited by 0
- 2026A Comprehensive Objective Evaluation of Modern Text-to-Speech for Turkish Using Speech Quality Assessment Modelscited by 0
- 2026VoTSpeech: Decoupling Voice Design from Speech Generation in Instruction-Following TTScited by 0
- 2026Training a Compact, Strong, and Realistic Text-to-Speech Modelcited by 0
- 2026Training a Compact, Strong, and Realistic Text-to-Speech Model10 Oct 2026
- 2026VoTSpeech: Decoupling Voice Design from Speech Generation in Instruction-Following TTS10 Oct 2026
- 2026A Comprehensive Objective Evaluation of Modern Text-to-Speech for Turkish Using Speech Quality Assessment Models5 Oct 2026
- 2026Learnable Classifier-Free Guidance Null Embeddings for Enhanced Controllable Speech Synthesis21 Sep 2026
- 2026AuK Technical Report: An Open-Source Foundational Model for Speech Generation and Editing8 Sep 2026
- 2026Aslema at NADI 2026: Data Augmentation for Intent Recognition and Slot Filling19 Aug 2026
- 2026FastThaiG2P: Lightning-fast Thai Grapheme-to-phoneme Conversion for Voice Agent Pipelines13 Aug 2026
- 2026Confucius4-TTS: Transcript-Free Cross-Lingual Zero-Shot TTS with a Learnable Speaker Encoder12 Aug 2026
- 2026Stable Autoregressive Speech Generation with Low-Frame-Rate High-Dimensional Continuous Tokens31 Jul 2026
- 2026BlueMagpie-TTS: A Token-Efficient Tokenizer, Language Model, and TTS for Taiwanese-Accent Code-Switching Speech7 Jul 2026
- 2026Closing the Quality Gap in Low-Resource Text-to-Speech: LoRA Fine-Tuning of VoxCPM2 for Khmer and Korean25 Jun 2026