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A list of all the posts and pages found on the site. For you robots out there is an XML version available for digesting as well.
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Posts
Blog post : Interpretable Machine Learning
Published:
Dans le cadre de mon emploi précédent j’avais rédigé une note de blog sur les méthodes d’interprétabilité en Machine Learning : Interpretable Machine Learning.
publications
Writing Style Author Embedding Evaluation
Published in Proceedings of the 2nd Workshop on Evaluation and Comparison of NLP Systems, EMNLP 2021, 2021
This article develops an evaluation framework for author and document embedding models focusing on writing style.
Recommended citation: E. Terreau, A. Gourru, and J. Velcin, “Writing style author embedding evaluation,” in Proceedings of the 58th Annual Meeting of the ACL, 2nd Workshop on Evaluation and Comparison of NLP Systems, pp. 84–93, 2021. https://aclanthology.org/2021.eval4nlp-1.9.pdf
Capturing Style in Author and Document Representation
Published in Arxiv preprint, 2024
This article develops an author and document embedding model that aims to grasp writing style, based on the VIB framework.
Download here
Authors representation learning with language models for analysing writing dynamics
Published in HAL Thesis, 2024
This is my PhD manuscript (in french).
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Building Brownian Bridges to Learn Dynamic Author Representations from Texts
Published in Advances in Intelligent Data Analysis XXII, IDA 2024, 2024
This article introduces BARL, a new model using Brownian Bridges to learn dynamic embeddings of authors.
Download here
talks
2nd Workshop on Evaluation and Comparison of NLP Systems (Eval4NLP), EMNLP 2021
Published:
Présentation de l’article Writing Style Author Embedding Evaluation puis session poster.
Colloque FRACTEXT, Identification des textes & analyse multifractale
Published:
Présentation de mes travaux de thèse lors du colloque FRACTEXT.
Colloque Fiction & Données
Published:
Présentation de mes travaux de thèse lors du colloque Fiction & Données, organisé dans le cadre du projet LIFRANUM.