Before revision:  We find that for reasonable baseline models, `I don't know' is preferred over the reference more than half the time, but this can be mitigated with hyperparameter tuning  .
After revision:  We find that for reasonable baseline models, `I don't know' is preferred over the reference the majority of the time, but this can be mitigated with hyperparameter tuning .