Guodong Du

Robot skills degrade significantly (56% success drop) from minor starting state perturbations, yet isolated skill evaluation reveals substantial per-skill performance gaps hidden by aggregate metrics.

Confidence in reasoning models can be dramatically improved by strategically leveraging position-aware signals, leading to better performance in challenging tasks.