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cs.CV2025
OVFact: Measuring and Improving Open-Vocabulary Factuality for Long Caption Models
Monika Wysoczańska, Shyamal Buch, Anurag Arnab +1
Large vision-language models (VLMs) often struggle to generate long and factual captions. However, traditional measures for hallucination and factuality are not well suited for eva…
cs.LG2025
MINERVA: Evaluating Complex Video Reasoning
Arsha Nagrani, Sachit Menon, Ahmet Iscen +9
Multimodal LLMs are turning their focus to video benchmarks, however most video benchmarks only provide outcome supervision, with no intermediate or interpretable reasoning steps.…