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

Junseok Lee, Chang-Jae Chun

Scaling Multimodal Large Language Models (MLLMs) to long-form speech is bottlenecked by the explosive growth of input tokens. Existing speech-language models project high-frame-rat…