LLMs' capabilities are comprehensively evaluated through FAC2E, focusing on dissociating language and cognition to reveal inherent limitations and provide knowledge-enhanced remedies.
FAC2E is a framework that dissects language and cognition capabilities of large language models, providing a comprehensive evaluation method.