Best Practices for Selecting Parent Term Using HyperVec

[entarouis]

Hi Kim,

I have been exploring the capabilities of HyperVec and I am facing challenges in selecting a parent term from a list of related terms using HyperVec. To provide some context, here are the methods I have attempted so far after I trained the HyperVec model and obtained the hypervec embeddings:

• Norm-Based Selection: I explored selecting the parent term by identifying the term with the largest vector norm.
• HyperScore Calculation: I computed the HyperScores for each term with all other terms and averaged these scores to identify the most generic term, selecting the one with the highest average HyperScore.
• Centroid-Based Selection: Another approach I used was computing the centroid of the term vectors and selecting the term closest to this centroid.

Could you please provide insights or recommendations on how HyperVec and Hypervec embeddings can be used to accurately select a parent term from a given list of related terms? Thanks.