Zicheng Zhang

MLLMs still struggle to recognize themselves in a mirror, revealing surprising gaps in their self-centric understanding despite advances in other areas.

LLMs with similar semantic skills show wildly different economic performance in simulated markets, revealing that reasoning about competition and resource allocation remains a major challenge.

LLMs maintain a positive attitude even when losing in adversarial board games, yet their gameplay reveals surprising instability in skill execution.