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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Baoxing Huai

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#small language model Open access Oct 2026

VideoVista: Benchmarking Diverse and Complex Video-Language Interaction for MLLMs.

VideoVista is presented, a versatile multilingual and multidomain video comprehension benchmark, built via scalable, quality-controlled automatic QA generation and manual refinement, and released at https://github.com/HITsz-TMG/VideoVista.

Yunxin Li, Xin-Yu Chen, Zhenran Xu et al. · 0 citations
Review Aug 2026

MLLM-Guided Semantic Correction for Text-to-Video Generation

A training-free, interpretable mid-generation correction framework that integrates multimodal large language model (MLLM) feedback directly into the diffusion sampling loop and achieves diffusion trajectory correction by injecting semantic evaluation signals during video synthesis, enabling the model to optimize the ge...

Jun-Hao Chen, Zheqi Lv, Keting Yin et al. · 0 citations

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