2 citations · 3 across the 3 of their papers we have counts for
6 papers · 1 filter
Embedding Style Beyond Topics: Analyzing Dispersion Effects Across Different Language Models
Benjamin Icard, Evangelia Zve, Lila Sainero +2
This paper analyzes how writing style affects the dispersion of embedding vectors across multiple, state-of-the-art language models. While early transformer models primarily aligne…
HYBRINFOX at CheckThat! 2024 -- Task 1: Enhancing Language Models with Structured Information for Check-Worthiness Estimation
Géraud Faye, Morgane Casanova, Benjamin Icard +4
This paper summarizes the experiments and results of the HYBRINFOX team for the CheckThat! 2024 - Task 1 competition. We propose an approach enriching Language Models such as RoBER…
HYBRINFOX at CheckThat! 2024 -- Task 2: Enriching BERT Models with the Expert System VAGO for Subjectivity Detection
Morgane Casanova, Julien Chanson, Benjamin Icard +4
This paper presents the HYBRINFOX method used to solve Task 2 of Subjectivity detection of the CLEF 2024 CheckThat! competition. The specificity of the method is to use a hybrid sy…
A Multi-Label Dataset of French Fake News: Human and Machine Insights
Benjamin Icard, François Maine, Morgane Casanova +6
We present a corpus of 100 documents, OBSINFOX, selected from 17 sources of French press considered unreliable by expert agencies, annotated using 11 labels by 8 annotators. By col…
Exposing propaganda: an analysis of stylistic cues comparing human annotations and machine classification
Géraud Faye, Benjamin Icard, Morgane Casanova +6
This paper investigates the language of propaganda and its stylistic features. It presents the PPN dataset, standing for Propagandist Pseudo-News, a multisource, multilingual, mult…
Measuring vagueness and subjectivity in texts: from symbolic to neural VAGO
Benjamin Icard, Vincent Claveau, Ghislain Atemezing +1
We present a hybrid approach to the automated measurement of vagueness and subjectivity in texts. We first introduce the expert system VAGO, we illustrate it on a small benchmark o…