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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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Wen-Hu Chen

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#natural language process... Conference Feb 2026

Quantifying the Gap between Understanding and Generation within Unified Multimodal Models

GapEval, a bidirectional benchmark designed to quantify the gap between understanding and generation capabilities, and quantitatively measure the cognitive coherence of the two “unified” directions, indicates that knowledge within UMMs often remains disjoint.

Chenlong Wang, Yu-Hang Chen, Zhihan Hu et al. · 11 citations · ⚡1

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