Papers by Benjamin Icard
Embedding Style Beyond Topics: Analyzing Dispersion Effects Across Different Language Models (2025.coling-main)
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| Challenge: | Using a literary corpus that alternates between topics and styles, we compare language models across French and English. |
| Approach: | They analyze how writing style affects embedding spaces across multiple language models . they use a literary corpus that alternates between topics and styles to compare their results . |
| Outcome: | The proposed model is based on two established literary works in French and English. |
A Multi-Label Dataset of French Fake News: Human and Machine Insights (2024.lrec-main)
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Benjamin Icard, François Maine, Morgane Casanova, Géraud Faye, Julien Chanson, Guillaume Gadek, Ghislain Atemezing, François Bancilhon, Paul Égré
| Challenge: | a corpus of documents selected from 17 sources of french press considered unreliable by experts is annotated using 11 labels by 8 annotators. |
| Approach: | They present a corpus of documents annotated using 11 labels by 8 annotators . they use a subjectivity analyzer VAGO to clarify the link between subjective and fake news labels . |
| Outcome: | The proposed dataset identifies features that humans consider as characteristic of fake news . it also clarifies the link between ascriptions of the label Subjective and ascribeds of Fake News . |