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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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Harksoo Kim

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Book Open access Aug 2026

MMID: Multi-turn Multimodal Interactive Dialogue Benchmark

The proposed Multi-turn Multimodal Interactive Dialogue (MMID) Benchmark enables comprehensive evaluation of the Perception, Memorization, and Reasoning abilities of MLLMs, and reveals MLLMs perform well with text-based input but degrade with images, requiring improved leverage fine-grained visual cues.

Seulgi Kim, Juoh Sun, Sumin Kim et al. · 0 citations

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