2026
TASU: TEXT-ONLY ALIGNMENT FOR SPEECH UNDERSTANDING
ICASSP 2026oral
Recent advances in Speech Large Language Models (Speech LLMs) have paved the way for unified architectures across diverse speech understanding tasks. However, prevailing alignment paradigms rely heavily on large-scale audio-text paired data and computationally intensive training, yet often exhibit l…