MELHISSA: a multilingual entity linking architecture for historical press articles - Archive ouverte HAL
Article Dans Une Revue International Journal on Digital Libraries Année : 2021

MELHISSA: a multilingual entity linking architecture for historical press articles

Elvys Linhares Pontes
  • Fonction : Auteur
Luis Adrián Cabrera-Diego
  • Fonction : Auteur
Emanuela Boros
  • Fonction : Auteur
Ahmed Hamdi
  • Fonction : Auteur
Nicolas Sidere
  • Fonction : Auteur
Mickaël Coustaty
  • Fonction : Auteur

Résumé

Abstract Digital libraries have a key role in cultural heritage as they provide access to our culture and history by indexing books and historical documents (newspapers and letters). Digital libraries use natural language processing (NLP) tools to process these documents and enrich them with meta-information, such as named entities. Despite recent advances in these NLP models, most of them are built for specific languages and contemporary documents that are not optimized for handling historical material that may for instance contain language variations and optical character recognition (OCR) errors. In this work, we focused on the entity linking (EL) task that is fundamental to the indexation of documents in digital libraries. We developed a Multilingual Entity Linking architecture for HIstorical preSS Articles that is composed of multilingual analysis, OCR correction, and filter analysis to alleviate the impact of historical documents in the EL task. The source code is publicly available. Experimentation has been done over two historical document corpora covering five European languages (English, Finnish, French, German, and Swedish). Results have shown that our system improved the global performance for all languages and datasets by achieving an F-score@1 of up to 0.681 and an F-score@5 of up to 0.787.

Dates et versions

hal-04750083 , version 1 (23-10-2024)

Identifiants

Citer

Elvys Linhares Pontes, Luis Adrián Cabrera-Diego, Jose G. Moreno, Emanuela Boros, Ahmed Hamdi, et al.. MELHISSA: a multilingual entity linking architecture for historical press articles. International Journal on Digital Libraries, 2021, 23 (2), pp.133-160. ⟨10.1007/s00799-021-00319-6⟩. ⟨hal-04750083⟩
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