Who Wins the Conflict? Mechanistic Interpretability of Text Bias in Audio LLMs

Hyebin Cho, Suho Yoo, Jaehyuk Jang +2

While Audio Large Language Models (Audio LLMs) excel at multimodal understanding, they suffer from text dominance, a bias where models favor text over acoustic evidence, potentiall…