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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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Ivanna Dronyuk

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Open access Oct 2026

PQ-EID: Provenance-Quotient Evidential Interaction Decomposition and Certification in Web Question Answering

Web question answering often relies on passages that repeat the same source, offer independent support, or affect an answer only when considered together. We present PQ-EID, a method for examining how evidence interacts while accounting for its provenance. The method groups passages by claim and source information, eva...

K. Zub, Ivanna Dronyuk, O. Mulesa · 0 citations

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