Sýna einfalda færslu atriðis
| dc.contributor.author |
Guðjónsson, Ásmundur Alma |
| dc.contributor.author |
Loftsson, Hrafn |
| dc.contributor.author |
Daðason, Jón Friðrik |
| dc.date.accessioned |
2021-06-10T12:38:13Z |
| dc.date.available |
2021-06-10T12:38:13Z |
| dc.date.issued |
2021 |
| dc.identifier.uri |
http://hdl.handle.net/20.500.12537/118 |
| dc.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. |
| dc.language.iso |
isl |
| dc.publisher |
Reykjavík University |
| dc.rights |
The MIT License (MIT) |
| dc.rights.uri |
https://opensource.org/licenses/mit-license.php |
| dc.rights.label |
PUB |
| dc.source.uri |
https://github.com/cadia-lvl/Icelandic-NER-API/releases/tag/1.0 |
| dc.subject |
named entity recognition |
| dc.subject |
transformer |
| dc.subject |
webservice |
| dc.subject |
api |
| dc.title |
Icelandic NER API - ELECTRA-base model (21.05) |
| dc.type |
toolService |
| metashare.ResourceInfo#ContentInfo.detailedType |
tool |
| metashare.ResourceInfo#ResourceComponentType#ToolServiceInfo.languageDependent |
true |
| has.files |
yes |
| branding |
Clarin IS Repository |
| demo.uri |
https://electra-ner-icelandic-gwafmrdfha-ez.a.run.app/ |
| contact.person |
Ásmundur Alma Guðjónsson asmundur10@ru.is Reykjavik University |
| sponsor |
Ministry of Education Science and Culture Support tools: Named Entity Recognition (I7) Language Technology for Icelandic 2019-2023 nationalFunds |
| files.size |
408675628 |
| files.count |
1 |
Files in this item
This item is
Publicly Available
and licensed under:
The MIT License (MIT)
- Name
- ELECTRA-base-trained-NER.zip
- Size
- 389.74
MB
- Format
- application/zip
- Description
- trained model files
- MD5
- ab203d7950779865ea80121c9acafed7
Download file
Preview
- model
- pytorch_model.bin420 MB
- tokenizer_config.json438 B
- test_results.txt366 B
- config.json1 kB
- training_args.bin2 kB
- vocab.txt253 kB
- special_tokens_map.json112 B
- eval_results.txt380 B
- test_predictions.txt904 kB
Sýna einfalda færslu atriðis
