Datasets:
Tasks:
Question Answering
Modalities:
Text
Formats:
json
Sub-tasks:
extractive-qa
Languages:
Catalan
Size:
< 1K
ArXiv:
License:
carmentano
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Update README.md
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README.md
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---
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languages:
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---
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# ViquiQuAD, An extractive QA dataset for catalan, from the Wikipedia
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## BibTeX citation
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```bibtex
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@inproceedings{armengol-estape-etal-2021-multilingual,
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title = "Are Multilingual Models the Best Choice for Moderately Under-resourced Languages? {A} Comprehensive Assessment for {C}atalan",
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author = "Armengol-Estap{\'e}, Jordi and
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Carrino, Casimiro Pio and
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Rodriguez-Penagos, Carlos and
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de Gibert Bonet, Ona and
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Armentano-Oller, Carme and
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Gonzalez-Agirre, Aitor and
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Melero, Maite and
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Villegas, Marta",
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booktitle = "Findings of the Association for Computational Linguistics: ACL-IJCNLP 2021",
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month = aug,
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year = "2021",
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address = "Online",
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publisher = "Association for Computational Linguistics",
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url = "https://aclanthology.org/2021.findings-acl.437",
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doi = "10.18653/v1/2021.findings-acl.437",
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pages = "4933--4946",
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}
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```
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https://doi.org/10.5281/zenodo.4562345
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This dataset contains 3111 contexts extracted from a set of 597 high quality original (no translations) articles in the Catalan Wikipedia "Viquipèdia" (ca.wikipedia.org), and 1 to 5 questions with their answer for each fragment.
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Viquipedia articles are used under [CC-by-sa] (https://creativecommons.org/licenses/by-sa/3.0/legalcode) licence.
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This dataset can be used to fine-tune and evaluate extractive-QA and Language Models. It is part of the Catalan Language Understanding Benchmark (CLUB)
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Armengol-Estapé J., Carrino CP., Rodriguez-Penagos C., de Gibert Bonet O., Armentano-Oller C., Gonzalez-Agirre A., Melero M. and Villegas M.,Are Multilingual Models the Best Choice for Moderately Under-resourced Languages? A Comprehensive Assessment for Catalan". Findings of ACL 2021 (ACL-IJCNLP 2021).
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### Supported Tasks and Leaderboards
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### Languages
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CA- Catalan
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### Directory structure
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* README
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* dev.json
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* test.json
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* train.json
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* viquiquad.py
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## Dataset Structure
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### Data Instances
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json files
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### Data Fields
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Follows ((Rajpurkar, Pranav et al., 2016) for squad v1 datasets. (see below for full reference)
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### Example:
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<pre>
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{
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"data": [
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}
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</pre>
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train.development,test
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## Content analysis
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### Number of articles, paragraphs and questions
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* Number of articles: 597
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* Number of contexts: 3111
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* Number of questions: 15153
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* Questions/context: 4.87
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* Number of sentences in contexts: 15100
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* Sentences/context: 4.85
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### Number of tokens
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* tokens in context: 469335
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* tokens/context 150.86
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* tokens in questions: 145249
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* tokens/questions: 9.58
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* tokens in answers: 63246
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* tokens/answers: 4.17
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### Lexical variation
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After filtering (tokenization, stopwords, punctuation, case), 83,88% of the words in the question can be found in the Context
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### Question type
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| Question | Count | % |
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|--------|-----|------|
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| què | 4220 | 27.85 % |
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| qui | 2239 | 14.78 % |
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| com | 1964 | 12.96 % |
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| quan | 1133 | 7.48 % |
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| on | 1580 | 10.43 % |
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| quant | 925 | 6.1 % |
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| quin | 3399 | 22.43 % |
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| no question mark | 21 | 0.14 % |
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###
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* Lexical variation: 33.0%
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* World knowledge: 16.0%
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* Syntactic variation: 35.0%
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* Multiple sentence: 17.0%
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## Dataset Creation
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@@ -161,7 +98,7 @@ From a set of high quality, non-translation, articles in the Catalan Wikipedia (
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### Curation Rationale
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For compatibility with similar datasets in other languages, we followed as close as possible existing curation guidelines.
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### Source Data
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#### Initial Data Collection and Normalization
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The source data are scraped articles from the Catalan wikipedia site (https://ca.wikipedia.org).
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#### Who are the source language producers?
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#### Who are the annotators?
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### Dataset Curators
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Carlos Rodríguez and Carme Armentano, from BSC-CNS
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### Personal and Sensitive Information
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[More Information Needed]
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Carlos Rodríguez-Penagos ([email protected]) and Carme Armentano-Oller ([email protected])
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<a rel="license" href="https://creativecommons.org/licenses/by-sa/4.0/"><img alt="Attribution-ShareAlike 4.0 International License" style="border-width:0" src="https://i.creativecommons.org/l/by/4.0/88x31.png" /></a><br />This work is licensed under a <a rel="license" href="https://creativecommons.org/licenses/by-sa/4.0/">Attribution-ShareAlike 4.0 International License</a>.
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annotations_creators:
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- expert-generated
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language_creators:
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- found
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languages:
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- catalan
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licenses:
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- cc-by-sa-4.0
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multilinguality:
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- monolingual
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pretty_name: vilaquad
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size_categories:
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- unknown
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source_datasets: []
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task_categories:
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- question-answering
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task_ids:
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- extractive-qa
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---
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# ViquiQuAD, An extractive QA dataset for catalan, from the Wikipedia
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## Dataset Description
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- **Paper:** [Are Multilingual Models the Best Choice for Moderately Under-resourced Languages? A Comprehensive Assessment for Catalan](https://arxiv.org/abs/2107.07903)
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- **Point of Contact:** Carlos Rodríguez-Penagos ([email protected]) and Carme Armentano-Oller ([email protected])
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### Dataset Summary
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This dataset contains 3111 contexts extracted from a set of 597 high quality original (no translations) articles in the Catalan Wikipedia "Viquipèdia" (ca.wikipedia.org), and 1 to 5 questions with their answer for each fragment.
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Viquipedia articles are used under [CC-by-sa] (https://creativecommons.org/licenses/by-sa/3.0/legalcode) licence.
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This dataset can be used to fine-tune and evaluate extractive-QA and Language Models. It is part of the Catalan Language Understanding Benchmark (CLUB).
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### Supported Tasks and Leaderboards
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### Languages
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CA - Catalan
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## Dataset Structure
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### Data Instances
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<pre>
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{
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"data": [
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}
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</pre>
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### Data Fields
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Follows [Rajpurkar, Pranav et al., 2016](http://arxiv.org/abs/1606.05250) for squad v1 datasets.
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### Data Splits
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- train
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- developement
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- test
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## Dataset Creation
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### Curation Rationale
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For compatibility with similar datasets in other languages, we followed as close as possible existing curation guidelines.
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### Source Data
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#### Initial Data Collection and Normalization
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The source data are scraped articles from the Catalan wikipedia site (https://ca.wikipedia.org).
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#### Who are the source language producers?
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#### Who are the annotators?
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Annotation was commissioned to an specialized company that hired a team of native language speakers.
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### Personal and Sensitive Information
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[More Information Needed]
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## Additional Information
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### Dataset Curators
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Carlos Rodríguez-Penagos ([email protected]) and Carme Armentano-Oller ([email protected])
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### Licensing Information
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This work is licensed under a <a rel="license" href="https://creativecommons.org/licenses/by-sa/4.0/">Attribution-ShareAlike 4.0 International License</a>.
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### Citation Information
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```
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@inproceedings{armengol-estape-etal-2021-multilingual,
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title = "Are Multilingual Models the Best Choice for Moderately Under-resourced Languages? {A} Comprehensive Assessment for {C}atalan",
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author = "Armengol-Estap{\'e}, Jordi and
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Carrino, Casimiro Pio and
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Rodriguez-Penagos, Carlos and
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de Gibert Bonet, Ona and
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Armentano-Oller, Carme and
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Gonzalez-Agirre, Aitor and
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Melero, Maite and
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Villegas, Marta",
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booktitle = "Findings of the Association for Computational Linguistics: ACL-IJCNLP 2021",
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month = aug,
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year = "2021",
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address = "Online",
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publisher = "Association for Computational Linguistics",
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url = "https://aclanthology.org/2021.findings-acl.437",
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doi = "10.18653/v1/2021.findings-acl.437",
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pages = "4933--4946",
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}
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```
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[DOI](https://doi.org/10.5281/zenodo.4562344)
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