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LLMs leak future knowledge into past predictions, but a new method called TimeSPEC can filter this temporal contamination by verifying claims and regenerating predictions based on available information.
LLMs learn better when you evolve their system prompts alongside their weights, boosting generalization in reasoning tasks.