FortisAVQA, a novel dataset designed for robustness evaluation, constructed in two stages:
Rephrasing test split questions from the MUSIC-AVQA dataset to increase linguistic diversity.
Introducing distribution shifts across question splits to enable a refined robustness evaluation across rare, frequent, and overall question distributions.