Before revision:  Our analysis shows that the Transformers outperform the RNNs as cognitive models in explaining self-paced reading times and N400 strength but not gaze durations from an eye-tracking experiment .
After revision:  Our analysis shows Transformers to outperform RNNs in explaining self-paced reading times and N400 strength but not gaze durations from an eye-tracking experiment .