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Fatima Haouari

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Preprint Aug 2026

MigrationNarrate: A Dataset for Detection of Migration Narratives in YouTube Videos

Narratives are central to how social communication is framed, making their detection critical for understanding and analysing public discourse. Prior work has explored narrative detection and extraction across diverse domains; however, migration narratives remain significantly understudied, primarily due to the absence...

F. Haouari, C. Scarton, Kalina Bontcheva · 0 citations

Last Translation Benchmark

The Last Translation Benchmark is introduced, a collection of human-authored and peer-reviewed examples that break leading machine translation models and a new evaluation approach: each example comes with handcrafted verification rules describing concrete failure cases on that example, therefore allowing reliable and a...

Vilém Zouhar, Niyati Bafna, Mukund Choudhary et al. · 0 citations
Book Open access Jul 2026

Does LLM Relevance Labelling Work for Arabic?

It is shown that agreement on binary labels and system ordering is generally high, with no cases of significant opposite conclusions; however, there are cases of false or missed improvements and noticeable limitations when labelling manual, highly performing systems.

Marwah Alaofi, Fatima Haouari · 0 citations

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