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Static profiles lead to identity essentialism in LLMs, but a new longitudinal memory framework reveals a path to richer, more diverse social simulations.
Evaluator score gaps are the secret sauce for optimizing LLM policies, and DynamicRubric turns this insight into a powerful co-evolution framework that outshines existing methods.
Generative retrieval can revolutionize statute retrieval by effectively bridging the gap between everyday legal language and formal statutes.