Author

Alex Smola

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#natural language process... Preprint Sep 2026

MSI-Bench: Evaluating Multi-Speaker Voice Interaction for Collaborative AI Agents

Voice provides a natural and immediate interface for AI agents. Many settings in which voice agents could be useful, including meetings, households, and collaborative work, are inherently multi-speaker. Supporting these settings introduces challenges that are largely absent from one-on-one interaction. We introduce the...

Chenxu Xiong, Dong-Ming Shen, Yu-Zhi Tang et al. · 3 citations · ⚡1

Preprint Aug 2026

Alignment Drift in Single-Model Speculative Decoding for ASR: Mechanism, Correction, and Cost

Speculative decoding speeds up generation by letting a cheap draft propose several tokens that a target model checks in one pass. In the single-model form, the draft is a lightweight module attached to the target rather than a separate model. Applying this design to Automatic Speech Recognition (ASR) introduces an extr...

Xin-Yu Wang, Hua-Peng Zhou, Zi-Yu Zhao et al. · 1 citation · ⚡1