A Closer Look at Failure Modes in Temporal Understanding of Large Audio-Language Models

Apoorva Kulkarni, Kaousheik Jayakumar, Sreyan Ghosh +3

Large Audio Language Models (LALMs) achieve strong performance on a variety of audio understanding tasks but continue to struggle with temporal reasoning, a fundamental capability…