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momentum-lab/news-categories

English News Headline Dataset Overview This dataset contains 50,000 English news headlines categorized into 10 topical classes, designed for text classification and NLP studies such as news topic modeling, transfer learning, and zero‑shot evaluation. Each record includes: title: news headline text topic: one of ten predefined categories genre: one of four predefined descriptor of the story style (e.g., Informational, Analysis) source: media outlet name… See the full description on the dataset page: https://huggingface.co/datasets/momentum-lab/news-categories.

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English News Headline Dataset

Overview

This dataset contains 50,000 English news headlines categorized into 10 topical classes, designed for text classification and NLP studies such as news topic modeling, transfer learning, and zero‑shot evaluation.

Each record includes:

  • —title: news headline text
  • —topic: one of ten predefined categories
  • —genre: one of four predefined descriptor of the story style (e.g., Informational, Analysis)
  • —source: media outlet name
  • —date: publication timestamp (ISO‑8601 format)

This dataset was curated as part of the COMP7015 Artificial Intelligence Course Project (2025) to explore multi‑class text classification with deep learning.


Topics

TopicDescriptionIPTC MediaTopic
Politics & GovernmentPolitical events, elections, policies, global relationsmedtop:16000000, medtop:11000000
Business & EconomyMarkets, finance, companies, trade, entrepreneurshipmedtop:04000000, medtop:09000000
Technology & ScienceInnovation, research, AI, gadgets, softwaremedtop:13000000
Health & MedicineHealthcare, medical research, wellnessmedtop:07000000
Environment & ClimateClimate change, conservation, sustainabilitymedtop:03000000, medtop:06000000, medtop:17000000
SportsCompetitions, athletes, tournaments, sports industrymedtop:15000000
Entertainment & CultureMovies, TV, music, arts, celebritiesmedtop:01000000
Crime & LawCriminal justice, courts, safety, policingmedtop:02000000
EducationSchools, universities, learning innovationsmedtop:05000000
Society & LifestyleHuman interest, fashion, travel, social trendsmedtop:08000000, medtop:10000000, medtop:12000000, medtop:14000000