entity-binding

This paper identifies a localized 'entity binding failure' in Speech Large Language Models (SLLMs) where logical reasoning involving entity tracking collapses to chance-level accuracy, and proposes Entity-Aware Chain-of-Thought (EA-CoT) prompting to resolve this, achieving up to 24.4% absolute accuracy improvement.