Open Source Eval Framework Reduces Hallucination Measurement Error

A recent preprint introduces a standardized benchmark for measuring factual consistency in RAG pipelines. The authors report a 15 percent reduction in false positives compared to existing heuristic methods. Founders building knowledge bases should note the compute overhead increases by roughly 10 percent.