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Author

Xia-Ming Ren

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Review Sep 2026

SpeechAnnotator: A Context-Aware Multi-Agent Framework and Benchmark for Multidimensional Speech Annotation

Recent controllable speech generation requires training data with fine-grained annotations of speaker traits, prosody, emotion, paralinguistic cues, acoustic scenes, and context. Existing workflows often rely on manual correction, paid hosted multimodal services, or fixed processing chains, which limits large-scale dat...

Qi-Rui Zhan, Shui-Yuan Wang, Jing-Bin Hu et al. · 0 citations
Preprint Sep 2026

StreamTN: A Low-Latency Streaming Chinese Text Normalization Model for Streaming TTS in Dialogue Systems

StreamTN is proposed, a lightweight LLM-based Chinese streaming TN model that employs a dual-track streaming framework in which input tokens and output tokens are processed on two parallel tracks, enabling low-latency real-time inference without complex prompting.

Wen-Hao Li, Jin-Rui Liang, Hao-Yu Zhang et al. · 0 citations
Preprint Sep 2026

SphereVAE: Hyperspherical Latent Autoencoders for Robust Autoregressive Speech Representation Modeling

SphereVAE is proposed, which constrains the VAE latent space to the unit hypersphere and regularizes the latent distribution toward a uniform prior, so that information is encoded mainly by directional variation, providing a bounded geometric target for autoregressive prediction and reducing the risk of norm drift.

Hao-Yu Zhang, Jing-Bin Hu, Han-Ke Xie et al. · 0 citations
Preprint Sep 2026

X-Pred MeanFlow for Streaming Token-to-Mel Speech Decoding

X-Pred MeanFlow is proposed, a few-step streaming token-to-mel decoder that reparameterizes MeanFlow with mel-space prediction and introduces layer-selective block-wise attention to enable continuous chunk-wise generation with bounded context.

Han-Ke Xie, Xia-Ming Ren, Qi-Rui Zhan et al. · 0 citations

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