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Agora: Enhancing LLM Agent Reasoning Via Auction-Based Task Allocation

arXiv cs.AI · 2026-07-13 Cached

Agora introduces an auction-based task allocation mechanism for LLM agents, treating reasoning steps as tradeable items and using calibrated confidence to route tasks to the most capable expert models, improving reasoning performance across benchmarks.

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