This suggests that the frequency effect is not so strong as to over-  Table 9: Confusion matrix for L1 determiners ride any true linguistic information the model has acquired, otherwise the predominant choice would always be the null case.
this is largely driven by the expanding population of L2 English speakers, whose varying levels of ability may require different types of NLP tools from those designed primarily for native speakers of the language.