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StateMem improves current-state accuracy by up to 1.8x, revealing that existing memory systems are ill-equipped to handle evolving contexts in LLM interactions.
Existing scientific novelty metrics are surprisingly unreliable, failing to meet basic axiomatic expectations of human scientific norms, but can be significantly improved by ensembling diverse approaches.
