Fill Blank

In our early education day, while learning english one of the most important task was to fill the blanks.

Two type of question was provided:

• Cloze test with clues
• Cloze test without clues

It was totally difficult for non native English learner to fill the blanks. And cloze test without cloze was the most trickier.

But now a days machine can fill the blanks smartly. Mask Language Modeling(MLM) based language model give machine such power.

FillBlank is a BERT based package, can fill cloze test without clues type text. This package mostly build using huggingface transformers.

Installation

pip install fillblank

Dependency

• pytorch 1.6+

How to Fill The Blank

from fillblank.fillblank import FillBlank
text = "what a <blank>! She <blank> to eat."
filltheblank = FillBlank()
output, output_dictionary = filltheblank.fill(text)
print(output)
print(output_dictionary['predict_words']) 
# what a <mess>! she <needed> to eat.
#['mess', 'needed']