Does VLA Even Know the Basics? Measuring Commonsense and World Knowledge Retention in Vision-Language-Action Models

The paper frames the work as vlaModern Robot LearningVision-Language-Action model (VLA)A model that takes images and language as input and outputs robot actions.. Start here because it defines what success means and which assumptions the rest of the method inherits.

This paper reveals a critical gap: VLAModern Robot LearningVision-Language-Action model (VLA)A model that takes images and language as input and outputs robot actions. models lose semantic and world knowledge when fine-tuned on robotCore ConceptsRobotA physical system with sensors and actuators that can observe the world and take actions. data compared to their source VLMs. Act2Answer lets you measure this knowledge degradation by grounding knowledge tests in physical robotCore ConceptsRobotA physical system with sensors and actuators that can observe the world and take actions. actions (object placement to answer questions), helping developers understand whether failures stem from bad knowledge or bad controlControl & PlanningControlThe method used to make the robot move the way you want.. When reading the method section, identify the inputs, the learned or engineered representation, and the actionCore ConceptsActionA command the robot sends to its motors, controller, or low-level system. or prediction produced by the system.

For robotics work, the data story is part of the method: check whether the system depends on teleoperationImitation & Reinforcement LearningTeleoperation (teleop)A human remotely controlling the robot, often to collect demonstrations., simulationSimulation & Sim-to-RealSimulationA virtual environment where robots can be trained or tested., internet video, human labels, or robotCore ConceptsRobotA physical system with sensors and actuators that can observe the world and take actions. rollouts.

The paper should be judged through its evaluationSimulation & Sim-to-RealEvaluationMeasuring how well a robot system performs. protocol: what data is used, what robotCore ConceptsRobotA physical system with sensors and actuators that can observe the world and take actions. or simulator is tested, and which baselineEvaluation & ResearchBaselineA reference method used for comparison. comparisons support the claim. Look for the gap between the headline result and the deploymentSimulation & Sim-to-RealDeploymentPutting the trained system on a real robot. setting you would actually care about.