Our best explanation for why the incorporation of preceding fMRI measurements is beneficial to our model, is that the grammatical function of a token may be predictable from a reader's cognitive state while reading preceding tokens.
wiktionary Of the 1,411 word types in the corpus, we find that 1,381 (97.84%) are covered by the wiktionary dump made available by Li et al.