Dependency Parsing with LSTMs: An Empirical Evaluation
Table 3: Effect of Dropout on UAS Accuracy
['[EMPTY]', 'no dropout', 'with dropout', 'Δ']
We discover that regularisation is important for the LSTM parser, more so than feedforward architectures. Observe that LSTM becomes competitive only with dropout.