Across six real-world scenarios, human raters prefer JoyAI-VL-Interaction over the in-app video-call assistants of Doubao and Gemini by a wide margin, and the first open, vision-driven interaction model released together with its training recipe, data, and complete deployable system.
Ding-Yu Yao, Jun Zhou, Chenxu Yang et al.
· arXiv.org · 10 citations
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Jul 2026
This work introduces VideoChat3, a fully open, efficient, and generalist video-centric MLLM, which surpasses prior open-source models with equal or larger parameter counts with only 4B parameters and higher efficiency.
Xinhao Li, Yuhan Zhu, Xiangyun Zeng et al.
· arXiv.org · 4 citations
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Jul 2026
Across seven benchmarks, TimeLens2-2B outperforms all size-matched baselines on every benchmark, while the 4B and 8B variants achieve state-of-the-art performance, surpassing open-source models with up to 397B parameters.
Yu-Han Zhu, Changlian Ma, Xiangyun Zeng et al.
· arXiv.org · 2 citations
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