dnn-dependency-parser
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TensorFlow implementation of A Fast and Accurate Dependency Parser using Neural Networks
Neural Dependency Parser
A Neural Dependency Parser using TensorFlow based on A Fast and Accurate Dependency Parser using Neural Networks.
How to run
python3 model.py --optimizer=adam --lr=0.001 --activation=relu --hidden=4 --hidden_size=500 -l2_beta=10e-8
Hyper-parameters Options
- learning rate
--lr - number of hidden layers
--hidden - hidden layer size
--hidden_size - number of epochs
--epochs - l2 regularization beta
-l2_beta - activation
--activationcan bereluorcube - optimizer
--optimizer, can beadamoradagrad
Result
| Original Result | Adam ReLU 4 layers | |
|---|---|---|
| LAS | 90.7 | 90.1 |
| UAS | 92.0 | 91.3 |