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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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Kyle Kretschman

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Book Open access Sep 2026

Intent-Description Anchoring Bias in LLM-as-a-Judge Evaluation of Recommender Systems

It is found that LLM judges are influenced by descriptions of a recommendation algorithm’s optimization objective, even when evaluating identical recommendation outputs, a phenomenon the authors term intent-description anchoring bias.

Himan Abdollahpouri, Kyle Kretschman, M. Lalmas · 0 citations

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