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deepcorrect-adapted's Introduction

Deepcorrect

(Adapted from https://github.com/bedapudi6788/deepcorrect)

Given unpunctuated (and perhaps also un-capitalized) text, this module helps to punctuate\capitalize the text accordingly.

Model Architecture

Seq2Seq LSTM

Pre-trained models available

0: deeppunct_checkpoint_tatoeba_cornell (trained on tatoeba dataset)
1: deeppunct_checkpoint_google_news (trained on google news dataset)
2: deeppunct_checkpoint_wikipedia (trained on Wikipedia dataset)

Requirements

Tensorflow=1.14

Usage

Git clone repo

git clone https://github.com/plkmo/deepcorrect-adapted
cd ./
infer.py [-h for pre-trained model selection]

Output:

Input sentence to punctuate:
i ate ice cream today the weather is good
09/03/2019 01:49:27 PM [INFO]: Punctuating...
I ate ice cream today, the weather is good.
from infer import load_model
corrector = load_model('./model_data/deeppunct_checkpoint_tatoeba_cornell')
sent = 'I have a dog.'
print(corrector.correct(sent)[0]['sequence'])

Output:

I have a dog.

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