Benchmark for Evaluation of Danish Clinical Word Embeddings
In natural language processing, benchmarks are used to track progress and identify useful models. Currently, no benchmark for Danish clinical word embeddings exists. This paper describes the development of a Danish benchmark for clinical word embeddings. The clinical benchmark consists of ten da...
Saved in:
| Main Authors: | , , , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Linköping University Electronic Press
2023-03-01
|
| Series: | Northern European Journal of Language Technology |
| Online Access: | https://nejlt.ep.liu.se/article/view/4132 |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| _version_ | 1832591229598040064 |
|---|---|
| author | Martin Sundahl Laursen Jannik Skyttegaard Pedersen Pernille Just Vinholt Rasmus Søgaard Hansen Thiusius Rajeeth Savarimuthu |
| author_facet | Martin Sundahl Laursen Jannik Skyttegaard Pedersen Pernille Just Vinholt Rasmus Søgaard Hansen Thiusius Rajeeth Savarimuthu |
| author_sort | Martin Sundahl Laursen |
| collection | DOAJ |
| description |
In natural language processing, benchmarks are used to track progress and identify useful models. Currently, no benchmark for Danish clinical word embeddings exists. This paper describes the development of a Danish benchmark for clinical word embeddings. The clinical benchmark consists of ten datasets: eight intrinsic and two extrinsic. Moreover, we evaluate word embeddings trained on text from the clinical domain, general practitioner domain and general domain on the established benchmark. All the intrinsic tasks of the benchmark are publicly available.
|
| format | Article |
| id | doaj-art-50822792d2d34dd6bce3936aa9066d3c |
| institution | Kabale University |
| issn | 2000-1533 |
| language | English |
| publishDate | 2023-03-01 |
| publisher | Linköping University Electronic Press |
| record_format | Article |
| series | Northern European Journal of Language Technology |
| spelling | doaj-art-50822792d2d34dd6bce3936aa9066d3c2025-01-22T15:25:16ZengLinköping University Electronic PressNorthern European Journal of Language Technology2000-15332023-03-019110.3384/nejlt.2000-1533.2023.4132Benchmark for Evaluation of Danish Clinical Word EmbeddingsMartin Sundahl Laursen0Jannik Skyttegaard Pedersen1Pernille Just Vinholt2Rasmus Søgaard Hansen3Thiusius Rajeeth Savarimuthu4University of Southern DenmarkUniversity of Southern DenmarkOdense University HospitalOdense University HospitalUniversity of Southern Denmark In natural language processing, benchmarks are used to track progress and identify useful models. Currently, no benchmark for Danish clinical word embeddings exists. This paper describes the development of a Danish benchmark for clinical word embeddings. The clinical benchmark consists of ten datasets: eight intrinsic and two extrinsic. Moreover, we evaluate word embeddings trained on text from the clinical domain, general practitioner domain and general domain on the established benchmark. All the intrinsic tasks of the benchmark are publicly available. https://nejlt.ep.liu.se/article/view/4132 |
| spellingShingle | Martin Sundahl Laursen Jannik Skyttegaard Pedersen Pernille Just Vinholt Rasmus Søgaard Hansen Thiusius Rajeeth Savarimuthu Benchmark for Evaluation of Danish Clinical Word Embeddings Northern European Journal of Language Technology |
| title | Benchmark for Evaluation of Danish Clinical Word Embeddings |
| title_full | Benchmark for Evaluation of Danish Clinical Word Embeddings |
| title_fullStr | Benchmark for Evaluation of Danish Clinical Word Embeddings |
| title_full_unstemmed | Benchmark for Evaluation of Danish Clinical Word Embeddings |
| title_short | Benchmark for Evaluation of Danish Clinical Word Embeddings |
| title_sort | benchmark for evaluation of danish clinical word embeddings |
| url | https://nejlt.ep.liu.se/article/view/4132 |
| work_keys_str_mv | AT martinsundahllaursen benchmarkforevaluationofdanishclinicalwordembeddings AT jannikskyttegaardpedersen benchmarkforevaluationofdanishclinicalwordembeddings AT pernillejustvinholt benchmarkforevaluationofdanishclinicalwordembeddings AT rasmussøgaardhansen benchmarkforevaluationofdanishclinicalwordembeddings AT thiusiusrajeethsavarimuthu benchmarkforevaluationofdanishclinicalwordembeddings |