The discoveries that LSTMs readily improve the feature-based stateof-the-art CogCompTime on the MATRES and TCR datasets by a large margin not only give the community a strong baseline, but also indicate that the learning problem is probably better defined by MATRES and TCR.
we should move along that direction to collect more high-quality data, which can facilitate more advanced learning algorithms in the future.