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1000 Titel
  • Recognition of Biodiversity-related Named Entities by Fine-tuning General-domain BERT-based Language Models
1000 Autor/in
  1. Tabanao, Geilah |
  2. Pagdanganan, Andrew Miguel |
  3. Batista-Navarro, Riza |
  4. Gabud, Roselyn |
1000 Erscheinungsjahr 2024
1000 Publikationstyp
  1. Kongressschrift |
1000 Online veröffentlicht
  • 2024-03
1000 Erschienen in
1000 Übergeordneter Kongress
1000 Lizenz
1000 Verlagsversion
  • https://www.swat4ls.org/workshops/leiden2024/programme/accepted-submissions-swat4hcls-2024/ |
1000 Publikationsstatus
1000 Begutachtungsstatus
1000 Sprache der Publikation
1000 Abstract/Summary
  • Named Entity Recognition (NER) is crucial for various Natural Language Processing (NLP) tasks, including uncovering insights from vast textual datasets. We evaluated Bidirectional Encoder Representations from Transformers (BERT) models pre-trained on general data, fine-tuning them on the COPIOUS dataset for biodiversity NER. Achieving the most optimal performance, our DeBERTa NER model was employed in a biodiversity Information Extraction pipeline, which was applied on the forestry compendium of the Centre for Agricultural and Biosciences International Digital Library. We demonstrate that the pipeline enables the enrichment of descriptive information on reproductive conditions and habitats of tree species.
1000 Sacherschließung
lokal Named Entity Recognition
lokal Transformers
lokal Biodiversity
lokal Information Extraction
1000 Fächerklassifikation (DDC)
1000 DOI 10.4126/FRL01-006461785 |
1000 Liste der Beteiligten
  1. https://frl.publisso.de/adhoc/uri/VGFiYW5hbywgR2VpbGFo|https://frl.publisso.de/adhoc/uri/UGFnZGFuZ2FuYW4sIEFuZHJldyBNaWd1ZWw=|https://frl.publisso.de/adhoc/uri/QmF0aXN0YS1OYXZhcnJvLCBSaXph|https://frl.publisso.de/adhoc/uri/R2FidWQsIFJvc2VseW4=
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