AudioTETRIS: Token Elimination via Transitional Importance Signals for Efficient Audio LLMs.

arXiv:2610.13600v1 Announce Type: cross Abstract: Large Audio Language Models (LALMs) achieve strong performance on speech-text tasks, but standard audio encoders produce hundreds of tokens for even short audio clips. Because self-attention scales quadraticall