Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Add dropout module #13

Open
wants to merge 1 commit into
base: master
Choose a base branch
from
Open

Add dropout module #13

wants to merge 1 commit into from

Conversation

tatHi
Copy link

@tatHi tatHi commented Feb 8, 2021

For the training of NN, it is known that dropout improves the performance.
I added the dropout module to the embedding, the LSTM output, and LSTM layers.
Also, I revised argparse to take the dropout rate, so now you can specify the dropout rate as follows:

$ python -m bi_lstm_crf corpus_dir --model_dir model --dropout 0.3

All dropout modules share the same dropout rate in this commit.
On the local NER dataset, this dropout contributes to +5% F1 improvement :)

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
None yet
Projects
None yet
Development

Successfully merging this pull request may close these issues.

2 participants