A survey of ontology learning techniques and applications
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 …
their extensive use in Internet-based applications. Ontologies are often considered a fine …
[PDF][PDF] Semeval-2016 task 13: Taxonomy extraction evaluation (texeval-2)
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 …
Evaluation organised as part of SemEval 2016. This task aims to extract hypernym-hyponym …
Exploring sequence-to-sequence taxonomy expansion via language model probing
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 …
semantic entailment and is widely used in many downstream natural language processing …
A large database of hypernymy relations extracted from the web.
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 …
hypernym) play a key role for many Natural Language Processing (NLP) tasks, eg ontology …
Nettaxo: Automated topic taxonomy construction from text-rich network
The automated construction of topic taxonomies can benefit numerous applications,
including web search, recommendation, and knowledge discovery. One of the major …
including web search, recommendation, and knowledge discovery. One of the major …
Taxogen: Unsupervised topic taxonomy construction by adaptive term embedding and clustering
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 …
but also an important step for applications such as information filtering, recommendation …
Steam: Self-supervised taxonomy expansion with mini-paths
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 …
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
Automatic taxonomy induction is crucial for web search, recommendation systems, and
question answering. Manual curation of taxonomies is expensive in terms of human effort …
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
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 …
approaches to domain-specific taxonomy induction from text as a signal for both relocating …
Octet: Online catalog taxonomy enrichment with self-supervision
Taxonomies have found wide applications in various domains, especially online for item
categorization, browsing, and search. Despite the prevalent use of online catalog …
categorization, browsing, and search. Despite the prevalent use of online catalog …