schema-constrained-generation

UnionPay researchers propose SCG-MEM, a schema-constrained generative memory architecture that eliminates structural hallucinations by forcing LLMs to decode only valid memory keys within a dynamic cognitive schema, outperforming dense-retrieval baselines on the LoCoMo benchmark.