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Code for implementation of language modelling using LSTM in Tensorflow

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LSTM Language Modeling using Tensorflow

Python Keras

Implementation of LSTM language model using Tensorflow in Python.

Requirements

  • Python
  • Tensorflow 0.8.0
  • Numpy

Code Testing

The code has been tested on the following corpora:

  • EuroParl Corpus

File Structure

Perplexity scores for sentences present within EuroParl Corpus can be found in the Perplexity_Scores folder.

  • Perplexity_Scores/LM_train contains the perplexity scores for sentences used for training the model.
  • Perplexity_Scores/LM_test contains the perplexity scores for sentences used for testing the model.

Model.ipynb contains the code for the LSTM language model.

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