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Danmark skal bygges af maskinernes forsigtige refleksioner . | [
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Hvil i Cap Dag - 2011 år Cap D'Agde Privat billede af nudister på ferie Familie | [
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Måtte det nye år gøre dem mere fortrolige med livet i Danmark og hjælpe dem, de ældre såvel som den opvoksende generation, til at finde sig til rette i det danske samfund. | [
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Vi har også 360 graders Private Banking rådgivning til formuende kunder med specialister indenfor skat og investering | [
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| Nyhedsmails | [] | [
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jeg synes det er hammer atrengt af vores lærer at skille 3 bedstevenner ad på den måde! | [
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En Hellig Paaskemorgen,
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ved foldskift afpudses folden med en gammel grønthøster. | [] | [
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Hand mod Hand, 1816
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en byret vedrørende retsafgift kan påkæres i den borgerlige retsplejes former. | [] | [
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Eks.: 'smykke*' vil matche: smykke, smykker, smykkesæt osv. | [] | [
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( Log Out | [] | [
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Min Gienganger og jeg selv. | [] | [
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Næsten alle danskere er tilhængere af bæredygtighed, men det er langt fra alle, der ved, hvordan man lever bæredygtigt i hverdagen | [
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Produktarkiv | [] | [
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Storcentre lukker i morgen, fordi de udgør smitterisiko. | [
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Redegørelse til retningslinje | [] | [
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Det gælder også vores engagement i og ansvar for udviklingslandene. | [] | [
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Af en skrivelse af 15 | [
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De grove en Venusstøtte op | [
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Nævnet pålagde bladet at | [
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Forskellige steder? | [] | [
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Afskedsbrev. | [] | [
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Aborren er en yndet fisk for lystfiskere. | [] | [
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Opret konto / Indkøbskurv - 0 Forside | [
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september 2016 (11) | [
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i indslagene er bragt navne på ansøgerne til | [] | [
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Den franske Revolutions Historie i kort Begreb | [
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Truma Therme varmt vand Vandtank, 40 ltr., integreret Varme Klima Elektrisk gulvvarme, V / | [
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Hvad er dine spørgsmål ? | [] | [
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'Kender du nogle virksomheder, der måske har behov for en medarbejder med min baggrund?' | [] | [
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Politiet advarer: | [
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generalfor | [] | [
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Når vi står på tærsklen til det nye år, vil vi alle gerne, at alt det gode, alt det, der lykkedes i det gamle år, må vare ved og bære frugt, mens vi lægger alt det mindre gode bag os. | [
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Det er blevet et forbillede for hele verden. | [] | [
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Blogkonkurrence FM2008 =====> | [
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kostninger ved oversættelse til polsk og legalisering af adcitationsstævningen med henblik på | [
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Her er teknologierne bag fremtidens virksomheder | [] | [
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Du skal da bare ringe til Kit, du finder hende på | [
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Hent App'en | [] | [
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Men det kan du jo melde til politiet. | [
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Er du kvinde og står du og mangler penge til huslejen, en dum ekstra regning eller er det blot penge til den sidste luksus? | [] | [
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Endvidere var
| [] | [
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af begge sine forældre | [] | [
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- Som deltager i Robinson 98 kender jeg til alt det, Erik
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3 timer | [
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(advokat john bjerre andersen) | [
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Håber at du kan bruge det. | [] | [
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Taler 9: Puha, skal nok lige have 5 min til at tænke over det
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økonomi | [] | [
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”tak! | [] | [
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Aarhus Fishing Gear Stefs Lystfiskergrej er blevet til Aarhus Fishing Gear Butikker | [
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nov 2018 - 31 | [
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</poem> | [] | [
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Find en medarbejder | [] | [
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product | [] | [
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Køb eller lån bøger, dvd igennem RYK | [
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Klageren har herudover anført, at bladets angivelse
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25 procent af virksomhederne havde oplevet disruption inden for de seneste fem år, og 25 procent forventede at blive udsat for disruption inden for de næste fem år | [
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En tredje hylde var fyldt med "skattelovgivningen" | [
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& Googles Militær + Hovedlink Beklædning Rygsække og Tasker Tilbehørs tasker | [
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Den bringer mange interessante artikler, læs her: | [] | [
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Særligt for bilister med handicapbil Hjælp & | [] | [
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Den frie Kongelyst
| [] | [
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Dataset Summary
DANSK: Danish Annotations for NLP Specific TasKs is a dataset consisting of texts from multiple domains, sampled from the Danish GigaWord Corpus (DAGW). The dataset was created to fill in the gap of Danish NLP datasets from different domains, that are required for training models that generalize across domains. The Named-Entity annotations are moreover fine-grained and have a similar form to that of OntoNotes v5, which significantly broadens the use cases of the dataset. The domains include Web, News, Wiki & Books, Legal, Dannet, Conversation and Social Media. For a more in-depth understanding of the domains, please refer to DAGW.
The distribution of texts and Named Entities within each domain can be seen in the table below:
Update log
- 2024-03-12: Removed OpenSubtitles from DANSK due to potential copyright infringement
- 2023-05-26: Added individual annotations for each annotator to allow for analysis of inter-annotator agreement
Supported Tasks
The DANSK dataset currently only supports Named-Entity Recognition, but additional version releases will contain data for more tasks.
Languages
All texts in the dataset are in Danish. Slang from various platforms or dialects may appear, consistent with the domains from which the texts originally have been sampled - e.g. Social Media.
Dataset Structure
Data Instances
The JSON-formatted data is in the form seen below:
{
"text": "Aborrer over 2 kg er en uhyre sj\u00e6lden fangst.",
"ents": [{"start": 13, "end": 17, "label": "QUANTITY"}],
"sents": [{"start": 0, "end": 45}],
"tokens": [
{"id": 0, "start": 0, "end": 7},
{"id": 1, "start": 8, "end": 12},
{"id": 2, "start": 13, "end": 14},
{"id": 3, "start": 15, "end": 17},
{"id": 4, "start": 18, "end": 20},
{"id": 5, "start": 21, "end": 23},
{"id": 6, "start": 24, "end": 29},
{"id": 7, "start": 30, "end": 37},
{"id": 8, "start": 38, "end": 44},
{"id": 9, "start": 44, "end": 45},
],
"spans": {"incorrect_spans": []},
"dagw_source": "wiki",
"dagw_domain": "Wiki & Books",
"dagw_source_full": "Wikipedia",
}
Data Fields
text
: The textents
: The annotated entitiessents
: The sentences of the textdagw_source
: Shorthand name of the source from which the text has been sampled in the Danish Gigaword Corpusdagw_source_full
: Full name of the source from which the text has been sampled in the Danish Gigaword Corpusdagw_domain
: Name of the domain to which the source adheres to
Data Splits
The data was randomly split up into three distinct partitions; train, dev, as well as a test partition. The splits come from the same pool, and there are thus no underlying differences between the sets. To see the distribution of named entities, and domains of the different partitions, please refer to the paper, or read the superficial statistics provided in the Dataset composition section of this markdown
Descriptive Statistics
Dataset Composition
Named entity annotation composition across partitions can be seen in the table below:
Full | Train | Validation | Test | |
---|---|---|---|---|
Texts | 15062 | 12062 (80%) | 1500 (10%) | 1500 (10%) |
Named entities | 14462 | 11638 (80.47%) | 1327 (9.18%) | 1497 (10.25%) |
CARDINAL | 2069 | 1702 (82.26%) | 168 (8.12%) | 226 (10.92%) |
DATE | 1756 | 1411 (80.35%) | 182 (10.36%) | 163 (9.28%) |
EVENT | 211 | 175 (82.94%) | 19 (9.00%) | 17 (8.06%) |
FACILITY | 246 | 200 (81.30%) | 25 (10.16%) | 21 (8.54%) |
GPE | 1604 | 1276 (79.55%) | 135 (8.42%) | 193 (12.03%) |
LANGUAGE | 126 | 53 (42.06%) | 17 (13.49%) | 56 (44.44%) |
LAW | 183 | 148 (80.87%) | 17 (9.29%) | 18 (9.84%) |
LOCATION | 424 | 351 (82.78%) | 46 (10.85%) | 27 (6.37%) |
MONEY | 714 | 566 (79.27%) | 72 (10.08%) | 76 (10.64%) |
NORP | 495 | 405 (81.82%) | 41 (8.28%) | 49 (9.90%) |
ORDINAL | 127 | 105 (82.68%) | 11 (8.66%) | 11 (8.66%) |
ORGANIZATION | 2507 | 1960 (78.18%) | 249 (9.93%) | 298 (11.87%) |
PERCENT | 148 | 123 (83.11%) | 13 (8.78%) | 12 (8.11%) |
PERSON | 2133 | 1767 (82.84%) | 191 (8.95%) | 175 (8.20%) |
PRODUCT | 763 | 634 (83.09%) | 57 (7.47%) | 72 (9.44%) |
QUANTITY | 292 | 242 (82.88%) | 28 (9.59%) | 22 (7.53%) |
TIME | 218 | 185 (84.86%) | 18 (8.26%) | 15 (6.88%) |
WORK OF ART | 419 | 335 (79.95%) | 38 (9.07%) | 46 (10.98%) |
Domain distribution
Domain and source distribution across partitions can be seen in the table below:
Domain | Source | Full | Train | Dev | Test |
---|---|---|---|---|---|
Conversation | Europa Parlamentet | 206 | 173 | 17 | 16 |
Conversation | Folketinget | 23 | 21 | 1 | 1 |
Conversation | NAAT | 554 | 431 | 50 | 73 |
Conversation | OpenSubtitles* | 377 | 300 | 39 | 38 |
Conversation | Spontaneous speech | 489 | 395 | 54 | 40 |
Dannet | Dannet | 25 | 18 | 4 | 3 |
Legal | Retsinformation.dk | 965 | 747 | 105 | 113 |
Legal | Skat.dk | 471 | 364 | 53 | 54 |
Legal | Retspraktis | 727 | 579 | 76 | 72 |
News | DanAvis | 283 | 236 | 20 | 27 |
News | TV2R | 138 | 110 | 16 | 12 |
Social Media | hestenettet.dk | 554 | 439 | 51 | 64 |
Web | Common Crawl | 8270 | 6661 | 826 | 783 |
Wiki & Books | adl | 640 | 517 | 57 | 66 |
Wiki & Books | Wikipedia | 279 | 208 | 30 | 41 |
Wiki & Books | WikiBooks | 335 | 265 | 36 | 34 |
Wiki & Books | WikiSource | 455 | 371 | 43 | 41 |
Note: Due to OpenSubtitles potentially containing copyrighted data we have removed it from the dataset.
Entity Distribution across
Domain and named entity distributions for the training set can be seen below:
All domains combined | Conversation | Dannet | Legal | News | Social Media | Web | Wiki and Books | |
---|---|---|---|---|---|---|---|---|
DOCS | 12062 | 1320 | 18 | 1690 | 346 | 439 | 6661 | 1361 |
ENTS | 11638 | 1060 | 15 | 1292 | 419 | 270 | 7502 | 883 |
CARDINAL | 1702 | 346 | 6 | 95 | 35 | 17 | 1144 | 59 |
DATE | 1411 | 113 | 5 | 257 | 40 | 29 | 831 | 126 |
EVENT | 175 | 43 | 0 | 1 | 9 | 3 | 106 | 8 |
FACILITY | 200 | 2 | 0 | 4 | 18 | 3 | 159 | 10 |
GPE | 1276 | 130 | 2 | 60 | 68 | 31 | 846 | 128 |
LANGUAGE | 53 | 3 | 0 | 0 | 0 | 0 | 34 | 16 |
LAW | 148 | 10 | 0 | 100 | 1 | 0 | 22 | 13 |
LOCATION | 351 | 18 | 0 | 1 | 7 | 7 | 288 | 29 |
MONEY | 566 | 1 | 0 | 62 | 13 | 18 | 472 | 0 |
NORP | 405 | 70 | 0 | 61 | 22 | 1 | 188 | 42 |
ORDINAL | 105 | 11 | 0 | 17 | 9 | 2 | 43 | 22 |
ORGANIZATION | 1960 | 87 | 0 | 400 | 61 | 39 | 1303 | 58 |
PERCENT | 123 | 5 | 0 | 10 | 11 | 0 | 91 | 4 |
PERSON | 1767 | 189 | 2 | 194 | 101 | 69 | 970 | 121 |
PRODUCT | 634 | 3 | 0 | 10 | 2 | 33 | 581 | 3 |
QUANTITY | 242 | 1 | 0 | 9 | 6 | 17 | 188 | 20 |
TIME | 185 | 16 | 0 | 5 | 13 | 1 | 144 | 6 |
WORK OF ART | 335 | 12 | 0 | 6 | 3 | 0 | 92 | 218 |
Domain and named entity distributions for the validation set can be seen below:
Sum | Conversation | Dannet | Legal | News | Social Media | Web | Wiki | |
---|---|---|---|---|---|---|---|---|
DOCS | 1500 | 161 | 4 | 234 | 36 | 51 | 826 | 166 |
ENTS | 1497 | 110 | 4 | 171 | 43 | 30 | 983 | 143 |
CARDINAL | 226 | 41 | 2 | 19 | 7 | 5 | 139 | 13 |
DATE | 163 | 11 | 0 | 27 | 6 | 4 | 89 | 26 |
EVENT | 17 | 2 | 0 | 0 | 1 | 0 | 13 | 1 |
FACILITY | 21 | 1 | 0 | 0 | 0 | 0 | 16 | 4 |
GPE | 193 | 17 | 1 | 8 | 7 | 2 | 131 | 25 |
LANGUAGE | 56 | 0 | 0 | 0 | 0 | 0 | 50 | 6 |
LAW | 18 | 2 | 0 | 8 | 0 | 0 | 8 | 0 |
LOCATION | 27 | 2 | 0 | 1 | 0 | 0 | 21 | 3 |
MONEY | 76 | 2 | 0 | 9 | 1 | 6 | 58 | 0 |
NORP | 49 | 8 | 0 | 8 | 1 | 2 | 21 | 9 |
ORDINAL | 11 | 2 | 0 | 2 | 0 | 1 | 3 | 3 |
ORGANIZATION | 298 | 6 | 0 | 68 | 5 | 3 | 212 | 4 |
PERCENT | 12 | 0 | 0 | 2 | 0 | 0 | 10 | 0 |
PERSON | 175 | 16 | 1 | 16 | 11 | 4 | 96 | 20 |
PRODUCT | 72 | 0 | 0 | 0 | 0 | 2 | 69 | 1 |
QUANTITY | 22 | 0 | 0 | 1 | 2 | 1 | 17 | 1 |
TIME | 15 | 0 | 0 | 0 | 2 | 0 | 13 | 0 |
WORK OF ART | 46 | 0 | 0 | 2 | 0 | 0 | 17 | 27 |
Domain and named entity distributions for the testing set can be seen below:
Sum | Conversation | Dannet | Legal | News | Social Media | Web | Wiki | |
---|---|---|---|---|---|---|---|---|
DOCS | 1500 | 161 | 4 | 234 | 36 | 51 | 826 | 166 |
ENTS | 1497 | 110 | 4 | 171 | 43 | 30 | 983 | 143 |
CARDINAL | 226 | 41 | 2 | 19 | 7 | 5 | 139 | 13 |
DATE | 163 | 11 | 0 | 27 | 6 | 4 | 89 | 26 |
EVENT | 17 | 2 | 0 | 0 | 1 | 0 | 13 | 1 |
FACILITY | 21 | 1 | 0 | 0 | 0 | 0 | 16 | 4 |
GPE | 193 | 17 | 1 | 8 | 7 | 2 | 131 | 25 |
LANGUAGE | 56 | 0 | 0 | 0 | 0 | 0 | 50 | 6 |
LAW | 18 | 2 | 0 | 8 | 0 | 0 | 8 | 0 |
LOCATION | 27 | 2 | 0 | 1 | 0 | 0 | 21 | 3 |
MONEY | 76 | 2 | 0 | 9 | 1 | 6 | 58 | 0 |
NORP | 49 | 8 | 0 | 8 | 1 | 2 | 21 | 9 |
ORDINAL | 11 | 2 | 0 | 2 | 0 | 1 | 3 | 3 |
ORGANIZATION | 298 | 6 | 0 | 68 | 5 | 3 | 212 | 4 |
PERCENT | 12 | 0 | 0 | 2 | 0 | 0 | 10 | 0 |
PERSON | 175 | 16 | 1 | 16 | 11 | 4 | 96 | 20 |
PRODUCT | 72 | 0 | 0 | 0 | 0 | 2 | 69 | 1 |
QUANTITY | 22 | 0 | 0 | 1 | 2 | 1 | 17 | 1 |
TIME | 15 | 0 | 0 | 0 | 2 | 0 | 13 | 0 |
WORK OF ART | 46 | 0 | 0 | 2 | 0 | 0 | 17 | 27 |
Dataset Creation
Curation Rationale
The dataset is meant to fill in the gap of Danish NLP that up until now has been missing a dataset with 1) fine-grained named entity recognition labels, and 2) high variance in domain origin of texts. As such, it is the intention that DANSK should be employed in training by anyone who wishes to create models for NER that are both generalizable across domains and fine-grained in their predictions. It may also be utilized to assess across-domain evaluations, in order to unfold any potential domain biases. While the dataset currently only entails annotations for named entities, it is the intention that future versions of the dataset will feature dependency Parsing, pos tagging, and possibly revised NER annotations.
Source Data
The data collection, annotation, and normalization steps of the data were extensive. As the description is too long for this readme, please refer to the associated paper upon its publication for a full description.
Initial Data Collection and Normalization
Annotations
Annotation process
To afford high granularity, the DANSK dataset utilized the annotation standard of OntoNotes 5.0. The standard features 18 different named entity types. The full description can be seen in the associated paper.
Who are the annotators?
10 English Linguistics Master’s program students from Aarhus University were employed. They worked 10 hours/week for six weeks from October 11, 2021, to November 22, 2021. Their annotation tasks included part-of-speech tagging, dependency parsing, and NER annotation. Named entity annotations and dependency parsing was done from scratch, while the POS tagging consisted of corrections of silver-standard predictions by an NLP model.
Annotator Compensation
10 English Linguistics Master’s program students from Aarhus University were employed. They worked 10 hours/week for six weeks from October 11, 2021, to November 22, 2021. Their annotation tasks included part-of-speech tagging, dependency parsing, and NER annotation. Annotators were compensated at the standard rate for students, as determined by the collective agreement of the Danish Ministry of Finance and the Central Organization of Teachers and the CO10 Central Organization of 2010 (the CO10 joint agreement), which is 140DKK/hour. Named entity annotations and dependency parsing was done from scratch, while the POS tagging consisted of corrections of predictions by an NLP model.
Automatic correction
During the manual correction of the annotation a series of consistent errors were found. These were corrected using the following Regex patterns (see also the Danish Addendum to the Ontonotes annotation guidelines):
Regex Patterns
For matching with TIME spans, e.g. [16:30 - 17:30] (TIME):
\d{1,2}:\d\d ?[-|\||\/] ?\d
dag: \d{1,2}
For matching with DATE spans, e.g. [1938 - 1992] (DATE):
\d{2,4} ?[-|–] ?\d{2,4}
For matching companies with A/S og ApS,
e.g. [Hansens Skomager A/S] (ORGANIZATION):
ApS
A\/S
For matching written numerals, e.g. "en":
to | to$|^to| To | To$|^To| TO | TO$|^TO|
tre | tre$|^tre| Tre | Tre$|^Tre| TRE | TRE$|^TRE|
fire | fire$|^fire| Fire | Fire$|^Fire| FIRE | FIRE$|^FIRE|
fem | fem$|^fem| Fem | Fem$|^Fem| FEM | FEM$|^FEM|
seks | seks$|^seks| Seks | Seks$|^Seks| SEKS | SEKS$|
^SYV|
otte | otte$|^otte| Otte | Otte$|^Otte| OTTE | OTTE$|^OTTE|
ni | ni$|^ni| Ni | Ni$|^Ni| NI | NI$|^NI|
ti | ti$|^ti| Ti | Ti$|^Ti| TI | TI$|^TI
For matching "Himlen" or "Himmelen" already annotated as LOCATION, e.g. "HIMLEN":
[Hh][iI][mM][lL][Ee][Nn]|[Hh][iI][mM][mM][Ee][lL][Ee][Nn]
For matching "Gud" already tagged as PERSON, e.g. "GUD":
[Gg][Uu][Dd]
For matching telephone numbers wrongly already tagged as CARDINAL, e.g. "20 40 44 30":
\d{2} \d{2} \d{2} \d{2}
\+\d{2} \d{2} ?\d{2} ?\d{2} ?\d{2}$
\+\d{2} \d{2} ?\d{2} ?\d{2} ?\d{2}$
\d{4} ?\d{4}$
^\d{4} ?\d{4}$
For matching websites already wrongly tagged as ORGANIZATION:
.dk$|.com$
For matching Hotels and Resorts already wrongly tagged as ORGANIZATION:
.*[h|H]otel.*|.*[R|r]esort.*
For matching numbers including / or :, already wrongly tagged as CARDINAL: ``` / /
For matching rights already
wrongly tagged as LAW:
[C|c]opyright [®|©] [f|F]ortrydelsesret [o|O]phavsret$ enneskeret
</p>
</details>
### Licensing Information
Creative Commons Attribution-Share Alike 4.0 International license
### Citation Information
If you use this work please cite our [preprint](DANSK and DaCy 2.6.0: Domain Generalization of Danish Named Entity Recognition)
@misc{enevoldsen2024dansk, title={DANSK and DaCy 2.6.0: Domain Generalization of Danish Named Entity Recognition}, author={Kenneth Enevoldsen and Emil Trenckner Jessen and Rebekah Baglini}, year={2024}, eprint={2402.18209}, archivePrefix={arXiv}, primaryClass={cs.CL} } ```
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