FastSLM: Hierarchical Temporal Abstraction for Efficient Long-Form Speech Adaptation

Junseok Lee, Sangyong Lee, Chang-Jae Chun

Scaling Multimodal Large Language Models (MLLMs) to long-form speech is bottlenecked by the explosive growth of input tokens. Unlike images or videos, audio lacks overlapping infor…