varunlmxd/Dependency-Parser

Dependency-parser

Dependencies :

• OS : Ubuntu 22.04.3 LTS
• Python 3.7
• flask 1.1.1
• flask-wtf 0.14.2
• flask-markdown 0.3
• nltk 3.4.5
• pygraphviz 1.7
• conllu 2.2.2
• scikit-learn 0.22.1
• dill 0.3.1.1
• transformers 2.1.1

> python3.7 -m pip install torch==1.7.1+cu110 torchvision==0.8.2+cu110 torchaudio==0.7.2 -f https://download.pytorch.org/whl/torch_stable.html

Instructions for web app :

Run the following to host the app at localhost:5000

> python3.7 app.py

Results :

Trained a model using BERT and parser implemented from Deep Biaffine Attention for Neural Dependency Parsing on Telugu UD Treebank dataset

train: 400 sentences
dev: 80 sentences
test: 120 sentences

Train

Training the model

Evaluate

Evaluation score after testing with Test Dataset

Prediction

Entering the sentence

Final Result

Original Values