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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

Author

Arif Laksito

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Book Open access Jul 2026

Rank-ICL: Ranking-based In-context Learning for Search Result Explanation

Evaluation on WikiSA and ExaRank shows that ranking-based few-shot prompting generally improves over zero-shot prompting and achieves competitive performance against random-shot prompting, indicating that retrieval-based demonstration selection is beneficial but not uniformly superior in all settings.

A. Laksito, Aali Alqarni, Mark Stevenson · 0 citations

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