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