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cs.CV2025
Common Objects Out of Context (COOCo): Investigating Multimodal Context and Semantic Scene Violations in Referential Communication
Filippo Merlo, Ece Takmaz, Wenkai Chen +1
To what degree and under what conditions do VLMs rely on scene context when generating references to objects? To address this question, we introduce the $\textit{Common Objects Out…
cs.CL2025
References Matter: Investigating the Impact of Reference Set Variation on Summarization Evaluation
Silvia Casola, Yang Janet Liu, Siyao Peng +3
Human language production exhibits remarkable richness and variation, reflecting diverse communication styles and intents. However, this variation is often overlooked in summarizat…
cs.CL2025
VAQUUM: Are Vague Quantifiers Grounded in Visual Data?
Hugh Mee Wong, Rick Nouwen, Albert Gatt
Vague quantifiers such as "a few" and "many" are influenced by various contextual factors, including the number of objects present in a given context. In this work, we evaluate the…