How do modern NLP systems reduce hallucinations in production?

They combine retrieval, constrained decoding, verification layers, and fine-tuning.

Production systems reduce hallucinations using hybrid architectures: RAG for grounding, rerankers for filtering, self-consistency decoding, and fact-checking models. Some systems also use reinforcement learning with factuality-based rewards.