Dependency Parsing with LSTMs: An Empirical Evaluation
Table 4: UAS Accuracy of Various Regularisation
['[BOLD] Reg\u3000Settings  [BOLD] L2  [ITALIC] λ', '[BOLD] Reg\u3000Settings  [BOLD] L2  [ITALIC] λ', '[BOLD] Dev', '[BOLD] Test', '[BOLD] Epoch']
To investigate what kind of dropout is beneficial, we conducted further experiments on a subset of the training data (the first 80,000 tokens of the WSJ training set). E-H and H-O indicate dropout between the embedding-hidden and hidden-output connections, respectively.