A survey of ontology learning techniques and applications

MN Asim, M Wasim, MUG Khan, W Mahmood… - Database, 2018 - academic.oup.com
Ontologies have gained a lot of popularity and recognition in the semantic web because of
their extensive use in Internet-based applications. Ontologies are often considered a fine …

[PDF][PDF] Semeval-2016 task 13: Taxonomy extraction evaluation (texeval-2)

G Bordea, E Lefever, P Buitelaar - Proceedings of the 10th …, 2016 - aclanthology.org
This paper describes the second edition of the shared task on Taxonomy Extraction
Evaluation organised as part of SemEval 2016. This task aims to extract hypernym-hyponym …

Exploring sequence-to-sequence taxonomy expansion via language model probing

K Sun, J Yu, J Li, L Hou - Expert Systems with Applications, 2024 - Elsevier
Taxonomy is a knowledge graph of concept hierarchy which plays a significant role in
semantic entailment and is widely used in many downstream natural language processing …

A large database of hypernymy relations extracted from the web.

J Seitner, C Bizer, K Eckert, S Faralli… - Proceedings of the …, 2016 - aclanthology.org
Hypernymy relations (those where an hyponym term shares a “isa” relationship with his
hypernym) play a key role for many Natural Language Processing (NLP) tasks, eg ontology …

Nettaxo: Automated topic taxonomy construction from text-rich network

J Shang, X Zhang, L Liu, S Li, J Han - Proceedings of the web …, 2020 - dl.acm.org
The automated construction of topic taxonomies can benefit numerous applications,
including web search, recommendation, and knowledge discovery. One of the major …

Taxogen: Unsupervised topic taxonomy construction by adaptive term embedding and clustering

C Zhang, F Tao, X Chen, J Shen, M Jiang… - Proceedings of the 24th …, 2018 - dl.acm.org
Taxonomy construction is not only a fundamental task for semantic analysis of text corpora,
but also an important step for applications such as information filtering, recommendation …

Steam: Self-supervised taxonomy expansion with mini-paths

Y Yu, Y Li, J Shen, H Feng, J Sun… - Proceedings of the 26th …, 2020 - dl.acm.org
Taxonomies are important knowledge ontologies that underpin numerous applications on a
daily basis, but many taxonomies used in practice suffer from the low coverage issue. We …

Chain-of-layer: Iteratively prompting large language models for taxonomy induction from limited examples

Q Zeng, Y Bai, Z Tan, S Feng, Z Liang… - Proceedings of the 33rd …, 2024 - dl.acm.org
Automatic taxonomy induction is crucial for web search, recommendation systems, and
question answering. Manual curation of taxonomies is expensive in terms of human effort …

Every child should have parents: a taxonomy refinement algorithm based on hyperbolic term embeddings

R Aly, S Acharya, A Ossa, A Köhn, C Biemann… - arxiv preprint arxiv …, 2019 - arxiv.org
We introduce the use of Poincar\'e embeddings to improve existing state-of-the-art
approaches to domain-specific taxonomy induction from text as a signal for both relocating …

Octet: Online catalog taxonomy enrichment with self-supervision

Y Mao, T Zhao, A Kan, C Zhang, XL Dong… - Proceedings of the 26th …, 2020 - dl.acm.org
Taxonomies have found wide applications in various domains, especially online for item
categorization, browsing, and search. Despite the prevalent use of online catalog …