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New dataset targets migration narratives in UK YouTube videos

Researchers have introduced MigrationNarrate, a new multimodal dataset designed for the detection of migration narratives within YouTube videos. This dataset, the first of its kind, focuses on the UK and comprises 1,115 video transcripts annotated with a detailed taxonomy of migration-related narratives. The paper also presents benchmark results using various large language models and encoder models, along with an error analysis to guide future research. AI

IMPACT Enables better understanding and analysis of public discourse on migration through automated video content analysis.

RANK_REASON The item describes a new dataset and benchmark results for a specific NLP task, fitting the research category. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.CL →

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New dataset targets migration narratives in UK YouTube videos

COVERAGE [1]

  1. arXiv cs.CL TIER_1 English(EN) · Fatima Haouari, Carolina Scarton, Kalina Bontcheva ·

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

    arXiv:2608.20984v1 Announce Type: cross Abstract: 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; how…