Haiping Wang

Wnuan: Staged Post-Training for Question Answering over Proprietary Enterprise Knowledge

Wnuan, a three-stage pipeline that constructs task-oriented supervision from documents, performs supervised fine-tuning with general-data replay, and applies reinforcement learning to residual errors is presented, describing both the gains and the general-capability cost of staged enterprise adaptation.