Frontier LLMs hallucinate FAR clause numbers somewhere between 0% and 32% of the time. A specialized 150M-parameter model trained in 4 minutes matches Claude Haiku on F1 with less than half the hallucination rate. Open dataset, open model, reproducible.
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