Which is better? Taxonomy induction with learning the optimal structure via contrastive learning

Open Webpage

Yuan Meng, Songlin Zhai, Zhihua Chai, Yuxin Zhang, Tianxing Wu, Guilin Qi, Wei Song

Published: 2024, Last Modified: 21 Jan 2026Knowl. Based Syst. 2024EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•We propose a framework for producing well-structured and comprehensive taxonomies.•Distant supervision enhances seed taxonomy diversity, addressing data skewness.•Contrastive learning refines query-anchor matching and ensures semantic consistency.