NLP

BERT-based approach for relation extraction using NLP - RelEx-BERT

Explores using BERT contextualized embeddings into a simple feed-forward neural network.

Deep learning based approach for relation extraction using NLP - RelEx (DL-based)

Determines the relation between two entities using Convolutional Neural Network (CNN).

Machine learning based approach for Semantic Relation Extraction and Classification - SciREL

Feature-vector based, supervised machine learning approach to extract explicit semantic relations and classify them

Rule based approach for relation extraction using NLP - RelEx (Rule-based)

Determines the relation between two entities utilizing the co-location information between them.

Extracting Drug-Drug Interactions (DDI) interactions from bio-medical literature.

Extracts interaction between drugs through a series of steps automatically using Natural Language Processing (NLP) techniques.