The Evidence-Grounded, Social-Weighted Persona Panel is proposed, a three-stage GenUI evaluation method in which a panel of psychologically diverse, evidence-grounded personas independently rates a screenshot, exchanges opinions under a trait-derived, semantically-gated bounded-confidence mechanism, and is aggregated v...
Zheng Wu, Yibo Luo, Pu Zhang et al.· arXiv.org· 0 citations
LoMeVQA, a comprehensive benchmark consisting of 206K longitudinal visual question answering (VQA) pairs for temporal medical image analysis, is proposed and MedLong-8B, which achieves state-of-the-art performance across all tasks is introduced.
Zhilin Wu, Zhangkai Ni, Cheng Yang et al.· arXiv.org· 0 citations
The findings relocate the bottleneck of commonsense reasoning failures from model competence to elicitation, and release SaliTrap as a testbed for this blind spot, to show that lightweight, inference-time prompting alone substantially closes the gap without any retraining.
