Author

Zhonghua Fu

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Preprint Aug 2026

The SLT 2026 SmartGlasses Challenge: Benchmarking Egocentric Multi-Talker Speech Recognition and Understanding with Audio-Language Models

Recent advances in large language models (LLMs) and multimodal LLMs (MLLMs) have created new opportunities for wearable speech interfaces, with smart glasses providing an egocentric platform for continuous audio sensing and assistance. However, speech recognition and understanding in this setting remain challenging bec...

Dehui Gao, Zhixian Zhao, Zhennan Lin et al. · 1 citation

#natural language process... Preprint Sep 2026

Complex-Text Robustness Evaluation and Failure Diagnosis for Low-Resource Multilingual Text-to-Speech

Low-resource multilingual text-to-speech (TTS) systems have expanded language coverage, but their robustness under complex text inputs remains insufficiently diagnosed. Existing evaluations mainly focus on naturalness, speaker similarity, and content consistency using regular test sentences, while providing limited ins...

Tian-Lun Zuo, Zi-Yu Zhang, Tingzhi Mao et al. · 0 citations

Preprint Aug 2026

SemBridge: Semantic Token Anchoring for Continuous-Latent Autoregressive Speech Generation

SemBridge is proposed, a training-only semantic-token anchoring framework for continuous-latent autoregressive speech generation and demonstrates that explicit semantic-token supervision for autoregressive state learning is an effective and general direction for continuous speech generation.

Han-Ke Xie, Haopeng Lin, J. Qian et al. · 0 citations