Datasets:
Tags:
speech-modeling
License:
Adding data and docs
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- NPSC.py +4 -4
- README.md +180 -0
- data/eval/20170209.json +0 -0
- data/eval/20170209_48K_mp3.tar.gz +3 -0
- data/eval/20180109.json +0 -0
- data/eval/20180109_48K_mp3.tar.gz +3 -0
- data/eval/20180201.json +0 -0
- data/eval/20180201_48K_mp3.tar.gz +3 -0
- data/eval/20180307.json +0 -0
- data/eval/20180307_48K_mp3.tar.gz +3 -0
- data/eval/20180611.json +0 -0
- data/eval/20180611_48K_mp3.tar.gz +3 -0
- data/test/20170207.json +0 -0
- data/test/20170207_48K_mp3.tar.gz +3 -0
- data/test/20171122.json +0 -0
- data/test/20171122_48K_mp3.tar.gz +3 -0
- data/test/20171219.json +0 -0
- data/test/20171219_48K_mp3.tar.gz +3 -0
- data/test/20180530.json +0 -0
- data/test/20180530_48K_mp3.tar.gz +3 -0
- data/train/20170110.json +0 -0
- data/train/20170110_48K_mp3.tar.gz +3 -0
- data/train/20170208.json +0 -0
- data/train/20170208_48K_mp3.tar.gz +3 -0
- data/train/20170215.json +0 -0
- data/train/20170215_48K_mp3.tar.gz +3 -0
- data/train/20170216.json +0 -0
- data/train/20170216_48K_mp3.tar.gz +3 -0
- data/train/20170222.json +0 -0
- data/train/20170222_48K_mp3.tar.gz +3 -0
- data/train/20170314.json +0 -0
- data/train/20170314_48K_mp3.tar.gz +3 -0
- data/train/20170322.json +0 -0
- data/train/20170322_48K_mp3.tar.gz +3 -0
- data/train/20170323.json +0 -0
- data/train/20170323_48K_mp3.tar.gz +3 -0
- data/train/20170403.json +0 -0
- data/train/20170403_48K_mp3.tar.gz +3 -0
- data/train/20170405.json +0 -0
- data/train/20170405_48K_mp3.tar.gz +3 -0
- data/train/20170419.json +0 -0
- data/train/20170419_48K_mp3.tar.gz +3 -0
- data/train/20170426.json +0 -0
- data/train/20170426_48K_mp3.tar.gz +3 -0
- data/train/20170503.json +0 -0
- data/train/20170503_48K_mp3.tar.gz +3 -0
- data/train/20170510.json +0 -0
- data/train/20170510_48K_mp3.tar.gz +3 -0
- data/train/20170516.json +0 -0
- data/train/20170516_48K_mp3.tar.gz +3 -0
NPSC.py
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@@ -44,10 +44,10 @@ The corpus is in total sound recordings from 40 entire days of meetings. This am
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_HOMEPAGE = "https://www.nb.no/sprakbanken/en/resource-catalogue/oai-nb-no-sbr-58/"
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# Example: https://huggingface.co/datasets/
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_DATA_URL = "https://huggingface.co/datasets/
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# Example: https://huggingface.co/datasets/
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_METADATA_URL = "https://huggingface.co/datasets/
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_SHARDS = {
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"validation": ["20170209", "20180109", "20180201", "20180307", "20180611"],
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_HOMEPAGE = "https://www.nb.no/sprakbanken/en/resource-catalogue/oai-nb-no-sbr-58/"
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# Example: https://huggingface.co/datasets/NbAiLab/NPSC/resolve/main/data/train/20170110_48K_mp3.tar.gz
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_DATA_URL = "https://huggingface.co/datasets/NbAiLab/NPSC/resolve/main/data/{split}/{shard}_{config}.tar.gz"
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# Example: https://huggingface.co/datasets/NbAiLab/NPSC/resolve/main/data/test/20170207.json
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_METADATA_URL = "https://huggingface.co/datasets/NbAiLab/NPSC/resolve/main/data/{split}/{shard}.json"
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_SHARDS = {
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"validation": ["20170209", "20180109", "20180201", "20180307", "20180611"],
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README.md
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---
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YAML tags:
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annotations_creators:
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- no-annotation
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language_creators:
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- found
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languages:
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- nb,no,nn
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licenses:
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- CC-ZERO
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multilinguality:
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- monolingual
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pretty_name: NPSC
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size_categories:
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- 2G<n<1B
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source_datasets:
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- original
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task_categories:
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- sequence-modeling
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task_ids:
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- speech-modeling
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---
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# Dataset Card for NBAiLab/NPSC
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## Table of Contents
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- [Dataset Description](#dataset-description)
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- [Dataset Summary](#dataset-summary)
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- [Data Fields](#data-fiels)
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- [Dataset Creation](#dataset-creation)
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- [Statistics](#statistics)
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- [Document Types](#document-types)
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- [Languages](#languages)
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- [Publish Periode](#publish-periode)
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- [Considerations for Using the Data](#considerations-for-using-the-data)
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- [Social Impact of Dataset](#social-impact-of-dataset)
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- [Discussion of Biases](#discussion-of-biases)
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- [Other Known Limitations](#other-known-limitations)
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- [Additional Information](#additional-information)
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- [Dataset Curators](#dataset-curators)
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- [Licensing Information](#licensing-information)
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- [Citation Information](#citation-information)
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## Dataset Description
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- **Homepage:** https://www.nb.no/sprakbanken/
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- **Repository:** https://www.nb.no/sprakbanken/ressurskatalog/oai-nb-no-sbr-58/
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- **Paper:** https://www.nb.no/sprakbanken/
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- **Point of Contact:** [Per Erik Solberg](mailto:per.solberg@nb.no)
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The Norwegian Parliament Speech Corpus (NPSC) is a corpus for training a Norwegian ASR (Automatic Speech Recognition) models.
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## How to Use
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```python
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from datasets import load_dataset
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data = load_dataset("nb/NPSC", streaming=True)
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```
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## Download Data
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If you do not want to use the HuggingFace Dataset-library for training, or if you want to do additional pre-processing, it is also possible to download the files locally.
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```bash
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# Clone the training set
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git clone https://huggingface.co/datasets/nb/NPSC
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# Create one large training file of all shards without unpacking
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cat NPSC/data/train*.gz > onefile.json.gz
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```
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<details>
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<summary>List of all the files.</summary>
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* [eval](https://huggingface.co/datasets/NbAiLab/NPSC/resolve/main/data/eval.json.gz)
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* [test](https://huggingface.co/datasets/NbAiLab/NPSC/resolve/main/data/test.json.gz)
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* [train](https://huggingface.co/datasets/NbAiLab/NPSC/resolve/main/data/train.json.gz)
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</details>
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### Dataset Summary
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The NPSC dataset contains json lines with language training data. Here is an example json line:
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```json
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{
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"sentence_id": 49853,
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"sentence_order": 0,
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"speaker_id": 32,
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"speaker_name": "Olemic Thommessen",
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"sentence_text": "Stortingets møte er lovlig satt",
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"sentence_language_code": "nb-NO",
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"text": "Stortingets møte er lovlig satt",
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"start_time": 320246, "end_time": 323590,
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"normsentence_text": "Stortingets møte er lovlig satt",
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"transsentence_text": "Stortingets møte er lovleg sett",
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"translated": 1,
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"audio": {"path": "audio/20170110-095504_320246_323590.wav",
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"array": [.......]
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}
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}
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```
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## Data Fields
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|**id:** | String with id to source of line and a unique identifier|
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|:-----------|:------------|
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|**sentence_order** | String with order of sentence |
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|**speaker id** | Integer id of speaker |
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| **speaker_name** | String name of speaker |
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| **sentence_text** | String sentence text |
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| **sentence_language_code** | String sentence text |
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| **text** | String sentence text |
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| **start_time** | int start time |
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| **end_time** | int end time |
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| **normsentence_text** | String normalised sentence text |
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| **transsentence_text** | String translated sentence text |
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| **translated** | int text translated |
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| **audio** | audio audio record with 'path',(mp3) 'array','sampling_rate' (48000) |
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### Dataset Creation
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We are providing a **train** and a **validation** split. The standard size of the validation is a single 1GB file, while train is sharded in 1GB chunks.
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All files are gzipped.
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Build date: 22012022
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#### Initial Data Collection and Curation
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The procedure for the dataset creation is described in detail in our paper.
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## Statistics
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| Feature | Value |
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|:---------|-----------:|
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| Duration, pauses included | 140,3 hours|
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| Duration, pauses not included | 125,7 hours |
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| Word count | 1,2 million |
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| Sentence count | 64.531 |
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| Language distribution | Nynorsk: 12,8%|
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| | Bokmål: 87,2%%|
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| Gender distribution | Female: 38,3% |
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| | Male: 61.7% |
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## Considerations for Using the Data
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This corpus contains speech data and is allowed to be used outside the National Library of Norway for speech recognition technology purposes.
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### Discussion of Biases
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Please refer to our paper.
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### Dataset Curators
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[Freddy Wetjen](mailto:Freddy.wetjen@nb.no) and [Andre Kaasen](mailto:andre.kasen@nb.no)
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### Licensing Information
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Licensed for use outside the National Library of Norway.
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## License
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CC-ZERO(https://creativecommons.org/publicdomain/zero/1.0/)
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### Citation Information
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We are preparing an article with detailed information about this corpus. Until it is published, please cite out paper discussing the first version of this corpus:
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```
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+
@inproceedings{kummervold-etal-2021-operationalizing,
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title = {Operationalizing a National Digital Library: The Case for a {N}orwegian Transformer Model},
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author = {Kummervold, Per E and
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De la Rosa, Javier and
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Wetjen, Freddy and
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Brygfjeld, Svein Arne",
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booktitle = {Proceedings of the 23rd Nordic Conference on Computational Linguistics (NoDaLiDa)},
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year = "2021",
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address = "Reykjavik, Iceland (Online)",
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publisher = {Link{"o}ping University Electronic Press, Sweden},
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url = "https://aclanthology.org/2021.nodalida-main.3",
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pages = "20--29",
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abstract = "In this work, we show the process of building a large-scale training set from digital and digitized collections at a national library.
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The resulting Bidirectional Encoder Representations from Transformers (BERT)-based language model for Norwegian outperforms multilingual BERT (mBERT) models
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in several token and sequence classification tasks for both Norwegian Bokm{aa}l and Norwegian Nynorsk. Our model also improves the mBERT performance for other
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languages present in the corpus such as English, Swedish, and Danish. For languages not included in the corpus, the weights degrade moderately while keeping strong multilingual properties. Therefore,
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we show that building high-quality models within a memory institution using somewhat noisy optical character recognition (OCR) content is feasible, and we hope to pave the way for other memory institutions to follow.",
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}
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```
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