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cs.CL2026
Proactive for Uncertainty: Cause-Aware Error Diagnosis and Interactive Clarification for Spoken Dialogue Systems
Yizhou Peng, Ziyang Ma, Changsong Liu +3
Cascaded Automatic Speech Recognition - Large Language Model (ASR-LLM) pipelines remain popular for industrial Spoken Dialogue Systems (SDS), primarily because their decoupled desi…
cs.CL2026
Language-Aware Distillation for Multilingual Instruction-Following Speech LLMs with ASR-Only Supervision
Shreyas Gopal, Donghang Wu, Ashutosh Anshul +5
Speech Large Language Models (LLMs) that understand and follow instructions in many languages are useful for real-world interaction, but are difficult to train with supervised fine…