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Social intelligence isn't just scaled reasoning: a 7B model trained with SAVOIR beats GPT-4o and Claude-3.5-Sonnet on social interaction tasks.
STRATAGEM reveals that selectively reinforcing reasoning trajectories can dramatically enhance a model's ability to transfer reasoning skills across diverse tasks, especially in complex mathematical scenarios.
LLMs struggle to automatically apply learned procedures or avoid failed actions without explicit reminders, achieving only up to 66% on a new implicit memory benchmark.
