A diverse Multilingual News Headlines Dataset from around the World
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Abstract (arXiv)
Babel Briefings is a novel dataset featuring 4.7 million news headlines from August 2020 to November 2021, across 30 languages and 54 locations worldwide with English translations of all articles included. Designed for natural language processing and media studies, it serves as a high-quality dataset for training or evaluating language models as well as offering a simple, accessible collection of articles, for example, to analyze global news coverage and cultural narratives. As a simple demonstration of the analyses facilitated by this dataset, we use a basic procedure using a TF-IDF weighted similarity metric to group articles into clusters about the same event. We then visualize the event signatures of the event showing articles of which languages appear over time, revealing intuitive features based on the proximity of the event and unexpectedness of the event. The dataset is available on hrefhttps://www.kaggle.com/datasets/felixludos/babel-briefingsKaggle and hrefhttps://huggingface.co/datasets/felixludos/babel-briefingsHuggingFace with accompanying hrefhttps://github.com/felixludos/babel-briefingsGitHub code.
Key facts. Cited by 6 papers in the map (data through 7 Oct 2026). Builds on 2 of its 15 references that are in the map. First posted on arXiv 28 Mar 2024.
Builds on
2 of 15 references.
References · 2
- 2023Bias and Fairness in Large Language Models: A Surveycited by 626
- 2022News Category Datasetcited by 42
Built on by
Citing papers per year: 2025: 3; 2026: 3.
6 papers.
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- 2025The Effectiveness of Approximate Regularized Replay for Efficient Supervised Fine-Tuning of Large Language Modelscited by 2
- 2025The 2021 Tokyo Olympics Multilingual News Article Datasetcited by 0
- 2026A Diversity Diet for a Healthier Model: A Case Study of French ModernBERTcited by 0
- 2026AuthBench: A Large-Scale Multilingual Benchmark for Authorship Representation across Genres and Lengthscited by 0
- 2026AuthBench: A Large-Scale Multilingual Benchmark for Authorship Representation across Genres and Lengths6 Sep 2026
- 2026JailNewsBench: Multi-Lingual and Regional Benchmark for Fake News Generation under Jailbreak Attacks1 Mar 2026
- 2026A Diversity Diet for a Healthier Model: A Case Study of French ModernBERT25 Feb 2026
- 2025The Effectiveness of Approximate Regularized Replay for Efficient Supervised Fine-Tuning of Large Language Models26 Dec 2025
- 2025How Social is It? A Benchmark for LLMs' Capabilities in Multi-user Multi-turn Social Agent Tasks4 Apr 2025
- 2025The 2021 Tokyo Olympics Multilingual News Article Dataset10 Feb 2025