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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

Si-Yuan Xu

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Book Open access Aug 2026

SciChart: Visual Question Answering and Reasoning for Scientific Spectral Chart

This work designs two tasks, basic question answering (BasicQA) and reasoning-based question answering (ReaQA), to evaluate the models' ability to directly extract information from charts, and understand the textual and visual information for reasoning.

Tan Yue, Rui Mao, Xuzhao Shi et al. · 1 citation
Book Open access Aug 2026

SciChart: Visual Question Answering and Reasoning for Scientific Spectral Chart

Charts play a key role in scientific research, offering a concise and visual way to present complex data. For Multimodal Large Language Models (MLLMs), the ability to comprehend charts is critical, as it requires both visual perception and reasoning that bridges graphical and textual information. However, existing char...

Tan Yue, Rui Mao, Xuzhao Shi et al. · 1 citation

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