作者位次 #5/11ACL 2026Findings· Findings of ACL
MINED : Probing and Updating with Multimodal Time-Sensitive Knowledge for Large Multimodal Models
Kailin Jiang · Ning Jiang · yuntao du · Yuchen Ren · Yuchen Li · Yifan Gao · Jinhe Bi · Yunpu Ma · Bin Li · Lei Liu · Qing Li
摘要
Large Multimodal Models (LMMs) encode rich factual knowledge via cross-modal pre-training, yet their static representations struggle to maintain an accurate understanding of time-sensitive knowledge. Existing benchmarks remain constrained by static designs, inadequately evaluating LMMs’ ability t...