AuRA: Internalizing Audio Understanding into LLMs as LoRA

Bo Cheng, Lei Shi, Zhanyu Ma +5

Recent efforts to extend large language models (LLMs) to speech inputs typically rely on cascaded ASR-LLM pipelines, end-to-end speech-language models, or bridge/distillation-based…