Note the tuning is only conducted for the purpose of robust evaluation.
we adopt a simple tuning strategy that works well for all the algorithms, in which we add a bias term b to the scoring function value of Nil: We choose the bias term b from values between −3.0 to 3.0 on the dev set and apply the same bias term at test time.