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cs.CV2026
Feature Competition and Its Representational Origins in Vision Language Models: Evidence from the Stroop Paradigm
Nurbüke Teker, Rui Xiao, Zeynep Akata +1
When you ask a vision-language model (VLM) a question with an image, it answers your question based on the image. But to act means to choose: saying one thing means choosing to res…
cs.CV2026
FINER: MLLMs Hallucinate under Fine-grained Negative Queries
Rui Xiao, Sanghwan Kim, Yongqin Xian +2
Multimodal large language models (MLLMs) struggle with hallucinations, particularly with fine-grained queries, a challenge underrepresented by existing benchmarks that focus on coa…