EMNLP2025
InfiniBench: A Benchmark for Large Multi-Modal Models in Long-Form Movies and TV Shows
Kirolos Ataallah, Eslam Mohamed Bakr, Mahmoud Ahmed, Chenhui Gou, Khushbu Pahwa, Jian Ding, Mohamed Elhoseiny
Abstract
Link ing Ev en ts Deep Contex t Un de rs ta n d in g S p o il er U nd er sta nding S u m m a ri za tio n T V S h o w s & Mo vies M o v ie s R e a s o n in g (O p e n - E n d ed ) Glob al Ap pe ar a n c e S c e n e T ra n si tio ns Cha racter Ac tio ns C h r o n o lo g ic a l U n d er sta nding TV S h o w s & M o v ie s T V S h o w s G r o u n ding (M C Q ) 00:00 30:26 Q: How does Celia react to Ross's monkey during the date? A: Celia yells as the monkey pulls her hair until Ross takes him away Q: What is the connection between Monica's failed dinner and Phoebe's reaction during Steve's next massage appointment? A: Monica's dinner is ruined by Steve showing up high. Later, an annoyed Phoebe gets revenge by giving him a painful massage.