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Qun-Shan Gu

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LaSR: Context-Aware Speech Recognition via Latent Reasoning

The proposed LaSR (Latent Speech Reasoning), a novel training paradigm featuring a context-aware reasoning trajectory that leverages the latent reasoning process, significantly improves terminology recognition without introducing additional latency and consistently outperforms standard supervised fine-tuning baselines.

He-Yang Liu, Zi-Yang Cheng, Jiayi Huang et al. · 1 citation
#natural language process... Preprint Sep 2026

$S^3$-Bench: Evaluating Speech Interaction Models as Scientific Voice Assistants

The advance of multimodal large language models (MLLMs) has fundamentally reshaped the paradigm of human-computer interaction, especially speech interaction models capable of seamless conversations. Despite remarkable performance as general voice assistants, their performance in specialized domains remains underexplore...

He-Yang Liu, Jia-Yi Huang, Wen Xiao et al. · 0 citations

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