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Towards a Cleaner Document-Oriented Multilingual Crawled Corpus
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In: https://hal.inria.fr/hal-03536361 ; 2022 (2022)
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Abstract:
12 pages, 6 figures, 2 tables ; The need for raw large raw corpora has dramatically increased in recent years with the introduction of transfer learning and semi-supervised learning methods to Natural Language Processing. And while there have been some recent attempts to manually curate the amount of data necessary to train large language models, the main way to obtain this data is still through automatic web crawling. In this paper we take the existing multilingual web corpus OSCAR and its pipeline Ungoliant that extracts and classifies data from Common Crawl at the line level, and propose a set of improvements and automatic annotations in order to produce a new document-oriented version of OSCAR that could prove more suitable to pre-train large generative language models as well as hopefully other applications in Natural Language Processing and Digital Humanities.
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Keyword:
[INFO.INFO-CL]Computer Science [cs]/Computation and Language [cs.CL]; Common Crawl; Language Modeling; Web corpus
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URL: https://hal.inria.fr/hal-03536361
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MOR Digital: The Advent of a New Lexicographical Portuguese Project
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In: eLex 2021 - Seventh biennial conference on electronic lexicography ; https://hal.inria.fr/hal-03195362 ; eLex 2021 - Seventh biennial conference on electronic lexicography, Jul 2021, Brno, Czech Republic ; https://elex.link/elex2021/ (2021)
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MORDigital: The Advent of a New Lexicographical Portuguese Project
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In: eLex 2021 - Seventh biennial conference on electronic lexicography ; https://hal.inria.fr/hal-03195362 ; eLex 2021 - Seventh biennial conference on electronic lexicography, Jul 2021, Brno, Czech Republic ; https://elex.link/elex2021/ (2021)
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Ungoliant: An Optimized Pipeline for the Generation of a Very Large-Scale Multilingual Web Corpus
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In: CMLC 2021 - 9th Workshop on Challenges in the Management of Large Corpora ; https://hal.inria.fr/hal-03301590 ; CMLC 2021 - 9th Workshop on Challenges in the Management of Large Corpora, Jul 2021, Limerick / Virtual, Ireland. ⟨10.14618/ids-pub-10468⟩ ; https://www.cl2021.org/ (2021)
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Lexicographic Data Seal of Compliance
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In: https://hal.archives-ouvertes.fr/hal-03344267 ; [Research Report] ELEXIS; DARIAH. 2021 (2021)
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Building, Encoding, and Annotating a Corpus of Parliamentary Debates in XML-TEI: A Cross-Linguistic Account
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In: ISSN: 2162-5603 ; EISSN: 2162-5603 ; Journal of the Text Encoding Initiative ; https://halshs.archives-ouvertes.fr/halshs-03097333 ; Journal of the Text Encoding Initiative, TEI Consortium, 2021 (2021)
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Expanding the content model of annotationBlock
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In: Next Gen TEI, 2021 - TEI Conference and Members’ Meeting ; https://hal.archives-ouvertes.fr/hal-03380805 ; Next Gen TEI, 2021 - TEI Conference and Members’ Meeting, Oct 2021, Virtual, United States (2021)
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From disparate disciplines to unity in diversity How the PARTHENOS project has brought European humanities Research Infrastructures together
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In: ISSN: 1753-8548 ; EISSN: 1755-1706 ; International Journal of Humanities and Arts Computing ; https://hal.inria.fr/hal-03402145 ; International Journal of Humanities and Arts Computing, Edinburgh University Press, 2021, 15 (1-2), pp.101-116. ⟨10.3366/ijhac.2021.0264⟩ (2021)
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Establishing a New State-of-the-Art for French Named Entity Recognition
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In: LREC 2020 - 12th Language Resources and Evaluation Conference ; https://hal.inria.fr/hal-02617950 ; LREC 2020 - 12th Language Resources and Evaluation Conference, May 2020, Marseille, France ; http://www.lrec-conf.org (2020)
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Modelling Etymology in LMF/TEI: The Grande Dicionário Houaiss da Língua Portuguesa Dictionary as a Use Case
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In: LREC 2020 - 12th Language Resources and Evaluation Conference ; https://hal.inria.fr/hal-02618067 ; LREC 2020 - 12th Language Resources and Evaluation Conference, May 2020, Marseille, France ; http://www.lrec-conf.org (2020)
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CamemBERT: a Tasty French Language Model
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In: ACL 2020 - 58th Annual Meeting of the Association for Computational Linguistics ; https://hal.inria.fr/hal-02889805 ; ACL 2020 - 58th Annual Meeting of the Association for Computational Linguistics, Jul 2020, Seattle / Virtual, United States. ⟨10.18653/v1/2020.acl-main.645⟩ (2020)
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A Monolingual Approach to Contextualized Word Embeddings for Mid-Resource Languages
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In: ACL 2020 - 58th Annual Meeting of the Association for Computational Linguistics ; https://hal.inria.fr/hal-02863875 ; ACL 2020 - 58th Annual Meeting of the Association for Computational Linguistics, Jul 2020, Seattle / Virtual, United States. ⟨10.18653/v1/2020.acl-main.156⟩ ; https://acl2020.org (2020)
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| 13 |
Building, Encoding, and Annotating a Corpus of Parliamentary Debates in XML-TEI: A Cross-Linguistic Account
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In: https://halshs.archives-ouvertes.fr/halshs-03097333 ; 2020 (2020)
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How OCR Performance can Impact on the Automatic Extraction of Dictionary Content Structures
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In: 19th annual Conference and Members’ Meeting of the Text Encoding Initiative Consortium (TEI) -What is text, really? TEI and beyond ; https://hal.archives-ouvertes.fr/hal-02263276 ; 19th annual Conference and Members’ Meeting of the Text Encoding Initiative Consortium (TEI) -What is text, really? TEI and beyond, Sep 2019, Graz, Austria (2019)
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Asynchronous Pipeline for Processing Huge Corpora on Medium to Low Resource Infrastructures
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In: 7th Workshop on the Challenges in the Management of Large Corpora (CMLC-7) ; https://hal.inria.fr/hal-02148693 ; 7th Workshop on the Challenges in the Management of Large Corpora (CMLC-7), Jul 2019, Cardiff, United Kingdom. ⟨10.14618/IDS-PUB-9021⟩ (2019)
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Nénufar: Modelling a Diachronic Collection of Dictionary Editions as a Computational Lexical Resource
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In: ELEX 2019: smart lexicography ; https://hal.inria.fr/hal-02272978 ; ELEX 2019: smart lexicography, Oct 2019, Sintra, Portugal (2019)
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LMF Reloaded
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In: AsiaLex 2019: Past, Present and Future ; https://hal.inria.fr/hal-02118319 ; AsiaLex 2019: Past, Present and Future, Jun 2019, Istanbul, Turkey (2019)
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TEI Encoding of a Classical Mixtec Dictionary Using GROBID- Dictionaries
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In: ELEX 2019: Smart Lexicography ; https://hal.inria.fr/hal-02264033 ; ELEX 2019: Smart Lexicography, Oct 2019, Sintra, Portugal ; https://elex.link/elex2019/ (2019)
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| 19 |
CamemBERT: a Tasty French Language Model
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In: https://hal.inria.fr/hal-02445946 ; 2019 (2019)
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TEI and the Mixtepec-Mixtec corpus: data integration, annotation and normalization of heterogeneous data for an under-resourced language
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In: 6th International Conference on Language Documentation and Conservation (ICLDC) ; https://hal.inria.fr/hal-02075475 ; 6th International Conference on Language Documentation and Conservation (ICLDC), Feb 2019, Honolulu, United States (2019)
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