OverPoweredDev/WordLink

An NLP Research project in which we try to establish a concrete mathematical relation between common word pair relations and then to improve the performance of word embeddings by integrating word pair relations.

Notebook Links

• Custom Embeddings
• Eigen Space

Problem Statement

To establish a concrete mathematical relation between common word pair relations and then to improve the performance of word embeddings by integrating word pair relations.

Approaches

Modify an Existing Word2VecModel

• Use Pre-existing Model to establish relations (one-one) with regression.
• Establish relationship word tuples .
• Convert said word tuples to vector tuples using multiple word2vec models.
• Find a subspace using regression that satisfies this relation.

Create Custom Embeddings

• Created a model with set word relation in mind.
• Injected word pairs of that relation while training our own word2vec model.