Education

Academic background in computer science, specialised in Natural Language Processing (NLP) and Artificial Intelligence.

  •  - 

    Doctorate

    PhD in Computer Science

    Specialisation: Natural Language Processing

    Aix-⁠Marseille Université, LIS (Laboratoire d’Informatique et Systèmes)

    • NLP
    • NER
    • Transfer learning
    • Transformers
    • OCR
    • Historical Chinese
    • Python
    • PyTorch

    Thesis

    Event extraction from facsimiles of historical documents for history studies

    Advisor: Prof. Benoît Favre, ERC Advanced Grant ENP-⁠China (no. 788476)

    Read the thesis 7 publications

    In the current era of massive digitization of historical sources, the automatic extraction of events is a crucial step when dealing with historical texts. Event processing is an active area of research in the Natural Language Processing community, but resources and systems are mainly developed for processing contemporary texts. In this context, this thesis aims at automatically extracting events from historical documents. It proposes multidisciplinary exchanges in order to adapt recent ontologies to historical research purposes. Beyond the specific needs of the digital humanities, OCR’d historical documents dating back more than a century pose major problems in NLP (diachrony, quality, domain adaptation). Domain adaptation techniques combining specialised architectures and pre-⁠processing steps make it possible to reduce the impact of these difficulties. Based on a recent paradigm that casts tasks as a question answering problem, an event extraction pipeline is proposed: from the extraction of a trigger word in a sentence to the representation of more than a century of events in the form of graphs.

  •  - 

    Master

    MSc Computer Science

    Specialisation: Natural Language Processing & Knowledge Engineering (TALIC)

    Aix-⁠Marseille Université

    • NLP
    • Machine learning
    • Knowledge engineering
    • Python
    • Java
  • Bachelor

    BSc Computer Science

    Aix-⁠Marseille Université

    • Algorithms
    • Mathematics
    • C/C++
    • Java