most citedUnderstanding the Role of LLMs in Multimodal Evaluation Benchmarks

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cs.CV2026

MOSS-VL Technical Report

Pengyu Wang, Chenkun Tan, Shaojun Zhou +29

We present MOSS-VL, an open vision-language model family that treats real-time interaction -- perceiving while it speaks -- as a first-class capability. It is co-designed across th…

cs.CV2026

MOSS-Video-Preview: Toward Real-Time Video Understanding via Cross-Attention

Pengyu Wang, Chenkun Tan, Shaojun Zhou +18

Video understanding is shifting from the offline paradigm -- taking a fully recorded video as input and producing a single answer after it ends -- toward real-time interaction, in…