8000
Skip to content

Add dropout module - #13

Open
tatHi wants to merge 1 commit into
jidasheng:masterfrom
tatHi:master
Open

Add dropout module#13
tatHi wants to merge 1 commit into
jidasheng:masterfrom
tatHi:master

Conversation

@tatHi
@tatHi tatHi commented Feb 8, 2021
Copy link
Copy Markdown

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

0