verifiable

Definition

Checkable by machine without a human judge — a numeric answer that can be compared, code that either passes tests or does not. This property is what makes reinforcement learning with verifiable rewards practical: the checker replaces the annotator, so training can scale. Domains where quality is a matter of taste have no such checker, which is why progress there still leans on human preference data.

Explainers using this term

• Paper Explained: VBVR-Pro — Making "Thinking in Pictures" Trainable, Scorable, and ComparableVBVR-Pro: A Scalable and Verifiable Suite for Native Visual Reasoning
• Paper Walkthrough: Turning Game Development into a Verifiable Trajectory Data Engine — RLHEV and AWoMoAgentic Game Development as a Verifiable Trajectory Data Engine for Scaling World Models
• Paper explained: DEFT-RLVR — show a driving VLM the future trajectory too early and it fabricates its reasoningDeferred Exposure of Future Trajectories for Verifiable Reasoning in Autonomous Driving VLMs