Yago 4.5: A large and clean knowledge base with a rich taxonomy
Knowledge Bases (KBs) find applications in many knowledge-intensive tasks and, most
notably, in information retrieval. Wikidata is one of the largest public general-purpose KBs …
notably, in information retrieval. Wikidata is one of the largest public general-purpose KBs …
TaxoExpan: Self-supervised taxonomy expansion with position-enhanced graph neural network
Taxonomies consist of machine-interpretable semantics and provide valuable knowledge for
many web applications. For example, online retailers (eg, Amazon and eBay) use …
many web applications. For example, online retailers (eg, Amazon and eBay) use …
Enhancing taxonomy completion with concept generation via fusing relational representations
Automatic construction of a taxonomy supports many applications in e-commerce, web
search, and question answering. Existing taxonomy expansion or completion methods …
search, and question answering. Existing taxonomy expansion or completion methods …
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 …
Empower entity set expansion via language model probing
Entity set expansion, aiming at expanding a small seed entity set with new entities belonging
to the same semantic class, is a critical task that benefits many downstream NLP and IR …
to the same semantic class, is a critical task that benefits many downstream NLP and IR …
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 …
Corel: Seed-guided topical taxonomy construction by concept learning and relation transferring
Taxonomy is not only a fundamental form of knowledge representation, but also crucial to
vast knowledge-rich applications, such as question answering and web search. Most …
vast knowledge-rich applications, such as question answering and web search. Most …
Taxonomy completion via triplet matching network
Automatically constructing taxonomy finds many applications in e-commerce and web
search. One critical challenge is as data and business scope grow in real applications, new …
search. One critical challenge is as data and business scope grow in real applications, new …
Language model as an annotator: Unsupervised context-aware quality phrase generation
Phrase mining is a fundamental text mining task that aims to identify quality phrases from
context. Nevertheless, the scarcity of extensive gold labels datasets, demanding substantial …
context. Nevertheless, the scarcity of extensive gold labels datasets, demanding substantial …
Taxocom: Topic taxonomy completion with hierarchical discovery of novel topic clusters
Topic taxonomies, which represent the latent topic (or category) structure of document
collections, provide valuable knowledge of contents in many applications such as web …
collections, provide valuable knowledge of contents in many applications such as web …