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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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Shuxiang Zhang

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#natural language process... Jun 2026

PIVOTSBench: Evaluating Fine-Grained Interpersonal Relationship Reasoning in Multimodal Large Language Models

PIVOTS is introduced, the first benchmark built from Social-IQ 2.0 and YouTube data to evaluate MLLMs'ability to predict bidirectional interpersonal relationship dimensions grounded in established psychology research and examines how joint and pairwise prediction settings benefit MLLMs in scoring bidirectional PIVOTS d...

Shuxiang Zhang, Yiting Yin, Wen-Xuan Song et al. · 0 citations

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