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cs.CV2026
A Strong Baseline for Evaluating Vision Encoders in Multimodal Large Language Models
Yilin Yang, Jun-Tao Tang, Kengyi Wang +3
Evaluating vision encoders requires metrics that reliably predict their downstream performance in multimodal large language models (MLLMs). Although recent studies have shown that…
cs.CV2026
Knowledge-Intensive Video Generation
Chenxu Wang, Mingda Chen
Text-to-video generation has advanced rapidly in visual quality, but remains under-evaluated for factuality and practical usefulness. We introduce knowledge-intensive video generat…