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cs.CL2026

FERA: Uncertainty-Aware Federated Reasoning for Large Language Models

Ruhan Wang, Chengkai Huang, Zhiyong Wang +6

Large language models (LLMs) exhibit strong reasoning capabilities when guided by high-quality demonstrations, yet such data is often distributed across organizations that cannot c…