most citedThe Bitter Lesson Learned from 2,000+ Multilingual Benchmarks

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cs.CV2025

Rethinking Multilingual Vision-Language Translation: Dataset, Evaluation, and Adaptation

Xintong Wang, Jingheng Pan, Yixiao Liu +8

Vision-Language Translation (VLT) is a challenging task that requires accurately recognizing multilingual text embedded in images and translating it into the target language with t…

cs.CV2025

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Yunxin Li, Zhenyu Liu, Zitao Li +19

Reasoning lies at the heart of intelligence, shaping the ability to make decisions, draw conclusions, and generalize across domains. In artificial intelligence, as systems increasi…