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Are you speaking my languages? On spoken language adherence in multimodal LLMs

arXiv cs.CL · 16h ago Cached

This paper addresses the problem of spoken language adherence in multimodal LLMs for ASR, proposing a soft prompting approach and novel metric to quantify language violations. It evaluates three mitigation strategies—zero-shot prompting, supervised fine-tuning, and chain-of-thought reasoning—across multiple languages to improve transcription fidelity.

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