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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

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Kyu Sung Choi

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Preprint Aug 2026

MC-CXR: A Multi-Context Chest X-ray Benchmark for Context-Induced Disruption in Vision-Language Models

This work introduces Multi-Context Chest X-ray (MC-CXR), a benchmark of 240 cases expanded into 2,522 instances that isolates context-induced disruption through paired perturbation and evaluates ten VLMs spanning open-source general, medical-domain, and closed-source systems.

Junhyeok Lee, Songsoo Kim, Kyu Sung Choi · 0 citations

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