3 papers
cs.CL2025
Basic Reading Distillation
Zhi Zhou, Sirui Miao, Xiangyu Duan +2
Large language models (LLMs) have demonstrated remarkable abilities in various natural language processing areas, but they demand high computation resources which limits their depl…
eess.AS2025
Enhancing Speech Large Language Models with Prompt-Aware Mixture of Audio Encoders
Weiqiao Shan, Yuang Li, Yuhao Zhang +9
Connecting audio encoders with large language models (LLMs) allows the LLM to perform various audio understanding tasks, such as automatic speech recognition (ASR) and audio captio…
cs.SD2024
LA-RAG:Enhancing LLM-based ASR Accuracy with Retrieval-Augmented Generation
Shaojun Li, Hengchao Shang, Daimeng Wei +5
Recent advancements in integrating speech information into large language models (LLMs) have significantly improved automatic speech recognition (ASR) accuracy. However, existing m…