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Achieve centralized-level performance in federated LLM fine-tuning without compromising IP, privacy, or performance on heterogeneous data by using a compressed "proxy" model.
A 7B language model, distilled from multiple larger LLMs using a federated Chain-of-Thought approach, can achieve surprisingly strong performance on financial reasoning tasks.