The DARPA Wikidata Overlay: Wikidata as an ontology for natural language processing
Elizabeth Spaulding, Kathryn Conger, Anatole Gershman, Rosario Uceda-Sosa, Susan Windisch Brown, James Pustejovsky, Peter Anick, Martha Palmer
Abstract
With 102,530,067 items currently in its crowd-sourced knowledge base, Wikidata provides NLP practitioners a unique and powerful resource for inference and reasoning over real-world entities. However, because Wikidata is very entity focused, events and actions are often labeled with eventive nouns (e.g., the process of diagnosing a person’s illness is labeled “diagnosis”), and the typical participants in an event are not described or linked to that event concept (e.g., the medical professional or patient). Motivated by a need for an adaptable, comprehensive, domain-flexible ontology for information extraction, including identifying the roles entities are playing in an event, we present a curated subset of Wikidata in which events have been enriched with PropBank roles. To enable richer narrative understanding between events from Wikidata concepts, we have also provided a comprehensive mapping from temporal Qnodes and Pnodes to the Allen Interval Temporal Logic relations.- Anthology ID:
- 2023.isa-1.1
- Volume:
- Proceedings of the 19th Joint ACL-ISO Workshop on Interoperable Semantics (ISA-19)
- Month:
- June
- Year:
- 2023
- Address:
- Nancy, France
- Editor:
- Harry Bunt
- Venues:
- ISA | WS
- SIG:
- SIGSEM
- Publisher:
- Association for Computational Linguistics
- Note:
- Pages:
- 1–10
- Language:
- URL:
- https://aclanthology.org/2023.isa-1.1
- DOI:
- Cite (ACL):
- Elizabeth Spaulding, Kathryn Conger, Anatole Gershman, Rosario Uceda-Sosa, Susan Windisch Brown, James Pustejovsky, Peter Anick, and Martha Palmer. 2023. The DARPA Wikidata Overlay: Wikidata as an ontology for natural language processing. In Proceedings of the 19th Joint ACL-ISO Workshop on Interoperable Semantics (ISA-19), pages 1–10, Nancy, France. Association for Computational Linguistics.
- Cite (Informal):
- The DARPA Wikidata Overlay: Wikidata as an ontology for natural language processing (Spaulding et al., ISA-WS 2023)
- PDF:
- https://preview.aclanthology.org/naacl24-info/2023.isa-1.1.pdf