AAAI 2026technical0 citations
QuanTaxo: A Quantum Approach to Self-Supervised Taxonomy Expansion
Sahil Mishra, Avi Patni, Niladri Chatterjee, Tanmoy Chakraborty
Abstract
A taxonomy is a hierarchical graph containing knowledge to provide valuable insights for various web applications. However, the manual construction of taxonomies requires significant human effort. As web content continues to expand at an unprecedented pace, existing taxonomies risk becoming outdated, struggling to incorporate new and emerging information effectively. As a consequence, there is a growing need for dynamic taxonomy expansion to keep them relevant and up-to-date. Existing taxonomy expansion methods often rely on classical word embeddings to represent entities. However, these embeddings fall short of capturing hierarchical polysemy, where an entity
BibTeX
@inproceedings{aaai2026_quantaxoaquantum,
title = {QuanTaxo: A Quantum Approach to Self-Supervised Taxonomy Expansion},
author = {Sahil Mishra and Avi Patni and Niladri Chatterjee and Tanmoy Chakraborty},
booktitle = {AAAI 2026},
year = {2026}
}