Icelandic NER API - ELECTRA-base model (21.05)

  Authors

Guðjónsson, Ásmundur Alma ; Loftsson, Hrafn and Daðason, Jón Friðrik

  Item identifier

http://hdl.handle.net/20.500.12537/118

 Project URL

https://github.com/cadia-lvl/Icelandic-NER-API/releases/tag/1.0

 Demo URL

https://electra-ner-icelandic-gwafmrdfha-ez.a.run.app/

 Date issued

2021

 Type

toolService

 Language(s)

Icelandic

 Description

A dockerized Named Entity Recognition (NER) API for Icelandic. It uses a ELECTRA-base language model, that has been fine tuned for NER using MIM-GOLD-NER. It achieves F1-score of ~91.9 on the test set for MIM-GOLD-NER. The code for the API is available at https://github.com/cadia-lvl/Icelandic-NER-API and the files for the fine tuned model are available in this submission. Dockerútfærð forritaskil fyrir nafnakennsl (NER) á íslensku. Það notast við ELECTRA-base mállíkan, sem hefur verið fínstillt fyrir NER með nafnakennslamálheildinni MIM-GOLD-NER. Líkanið nær u.þ.b. 91.9 fyrir prófunarmengi MIM-GOLDöNER. Forritunarkóðinn fyrir forritaskilinu eru aðgengileg hérna: https://github.com/cadia-lvl/Icelandic-NER-API og skrárnar fyrir fínstillta líkanið má finna í þessari færslu.

 Publisher

Reykjavík University

 Acknowledgement

Ministry of Education

Project code: Science and Culture Support tools: Named Entity Recognition (I7)

Project name: Language Technology for Icelandic 2019-2023

 Subject(s)

named entity recognition transformer webservice api

 Collection(s)

Clarin IS

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