Wnuan Pipeline for Enterprise Knowledge Question Answering
August 2, 2026
Wnuan uses a three-stage pipeline of SFT, general-data replay, and RL to adapt 32B models to proprietary data. The method improved the acceptable-answer rate from 52.76% to 91.51% on the WnuanBench dataset.
HOW THIS AFFECTS YOU
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builderYou can use residual-error sampling during RL to more efficiently adapt models to enterprise-specific knowledge.
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founderThis provides a validated path for building highly accurate RAG or fine-tuned enterprise QA products.