IntentScore: A Plan-Aware Reward Model for Evaluating Computer-Use Agent Actions
Researchers introduce IntentScore, a new reward model designed to evaluate the quality of actions taken by Computer-Use Agents (CUAs) to prevent irreversible errors. Trained on 398,000 offline GUI interaction steps across three operating systems, it uses contrastive alignment and margin ranking to ensure actions align with user intent.