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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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Hexuan Wang

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#natural language process... Apr 2026

Are Finer Citations Always Better? Rethinking Granularity for Attributed Generation

It is demonstrated that enforcing fine-grained (sentence-level) citations forfeits gains of 2-97% relative to the best-performing granularity, and up to 338% on individual tasks, and that effective attribution requires matching granularity to the model's semantic scope rather than fixing it by convention.

Hexuan Wang, Jing-Yu Zhang, Benjamin Van Durme et al. · 2 citations · ⚡1

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