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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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Marco Rospocher

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#small language model Review Oct 2026

Author metadata affects Large Language Model scores in scientific peer review

A controlled counterfactual audit of 80 recent English-language arXiv manuscripts shows that metadata perturbations can displace manuscripts and alter top-K shortlist membership, identifying a concrete reliability risk for LLM-assisted scientific evaluation pipelines.

Marco Rospocher · 0 citations

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