VeReMi Extension is a dataset for evaluating Misbehavior Detection Systems (MDSs) in Vehicular Ad hoc Networks (VANETs). It provides simulated V2X message logs and a broad set of misbehavior and attack scenarios. Compared to the original VeReMi dataset, VeReMi Extension introduces realistic sensor error models, additional attacks, larger datasets, and benchmark detection results.