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Master thesis in applying Partial Bayesian Neural Network techniques to Natural Language Processing

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PartialNLP

This repository contains the source code used for the Thesis

"Partially Stochastic Bayesian Neural Networks for Natural Language Processing"

by Peter Kampen and Gustav Als.

Requirements

This repo uses the packages Laplace and Transformers

Before running any code the requirements.txt file should be installed.

Additionally, the following two source installations are required:

Laplace:

pip install https://github.com/GustavAls/laplace-lora

Transformers:

pip install https://github.com/GustavAls/transformers

Running the code

In the folder PartialNLP\hpc the .bsub files used to run the code on the HPC cluster are located. Here the configurations used for the experiments can be seen. The files contain a broad range of hyperparameters used for running the different experiments found in the thesis.

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Master thesis in applying Partial Bayesian Neural Network techniques to Natural Language Processing

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