Since they are trained on the same gold-standard data, one would expect RNN-GOLD to perform similarly to MAXENT.
in the case of the RNN-gold, the 50 tokens window may actually not have enough words to be filled with, because the gold-standard data is composed of the sentence with the it-pronoun and the three previous sentences, which in addition tend to be short.