A language-learning interface should display an L2 word only when the user has a good chance of guessing its L1 translation.
we also assess our features and model on the easier task of predicting the guessability of a task instance x-that is, the average empirical accuracy of our subjects on this instance, meaning the fraction of the 9 subjects whose guessŷ exactly matched the reference English translation y * .