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Even the best LLM mediators struggle to bridge the consensus gap in realistic conflict scenarios, closing only a third of it under diverse socio-cognitive conditions.
RetailSim offers a unified environment to simulate the entire retail pipeline, revealing how seller-side persuasion and buyer-seller interactions impact purchase decisions.
LLM debate resolves annotation gaps in IR benchmarks, uncovering nearly 30,000 missing relevant chunks and flipping the leaderboard for retrieval systems.
