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News Summarization datasets

archive 2025-07-28

7 datasets carry the task tag "News Summarization" (the task itself: News Summarization), ordered by the archive's paper count. Page 1 of 1: 7 shown of 7. Facet routes are this site's own (the archive records the tag string, not a page).

The archive holds 12,214 dataset rows; 12,172 are listed. 6 are withheld from every listing and count here as vandalised before snapshot (6 with contact-centre spam in the title, 0 with a spam description on a row that has no homepage, no paper and no papers counted; none with more than 1 paper, 0 with a benchmark), listed in withheld.json; 1 listed row carries a vandalised description, withheld on its page. This gate never withholds a row with a homepage or a paper that resolves, and a clean description; the content rules below withhold a row whose name is spam whatever else it carries. The gate is a phrase list: these are the rows it caught, not a claim that the rest is clean. Before that gate, the site's content rules withhold 36 more rows (invite-code, gambling, travel-booking, contact-centre and similar spam in the name or on a row with nothing real behind it); they have no page and are listed in withheld.json.

Filter 51 task tags shown of 3,717, by dataset count; the full filter by modality, task and language is on /datasets

All 12,172 Question Answering 413Semantic Segmentation 347Object Detection 332Image Classification 283Classification 222Text Classification 167Language Modelling 166Text Generation 162Visual Question Answering (VQA) 144Named Entity Recognition (NER) 130Pose Estimation 124Anomaly Detection 119Action Recognition 115Instance Segmentation 111Sentiment Analysis 104Text Summarization 98Domain Adaptation 96Speech Recognition 96Reading Comprehension 95Information Retrieval 932D Object Detection 92Image Retrieval 87Machine Translation 82Relation Extraction 822D Semantic Segmentation 81Natural Language Inference 81Image Captioning 79Image Generation 79Depth Estimation 77Node Classification 75Natural Language Understanding 72Autonomous Driving 70Code Generation 70Object Tracking 693D Object Detection 67Face Recognition 67Link Prediction 67Person Re-Identification 65Data Augmentation 63Multi-Task Learning 593D Reconstruction 58Common Sense Reasoning 56Recommendation Systems 56Video Understanding 56Optical Character Recognition (OCR) 55Graph Classification 54Abstractive Text Summarization 52Emotion Recognition 52Medical Image Segmentation 52Word Embeddings 52News Summarization 7

News Summarization datasets 1–7 of 7

ECTSum
ECTSum is a dataset with transcripts of earnings calls (ECTs), hosted by public companies, as documents, and short experts-written telegram-style bullet point summaries derived from corresponding Reuters articles.
TextsText SummarizationNews Summarization
12 papers · 0 benchmarks
DICE: a Dataset of Italian Crime Event news (from Gazzetta di Modena [2011-2021])
The dataset contains the main components of the news articles published online by the newspaper named Gazzetta di Modena: url of the web page, title, sub-title, text, date of publication, crime category assigned to each news article by the…
TextsQuestion AnsweringInformation RetrievalText ClusteringText CategorizationWord EmbeddingsNews Summarization+1 tasks
3 papers · 0 benchmarks
FIB (Factual Inconsistency Benchmark)
Factual Inconsistency Benchmark (FIB) is a benchmark that focuses on the task of summarization.
TextsText SummarizationNews Summarization
2 papers · 0 benchmarks
Reddit Ideological and Extreme Bias Dataset
Articles originating from subreddits with explicitly stated ideologies are categorized into three groups: 72,488 articles in the Liberal class, 79,573 articles in the Conservative class, and 225,083 articles in the Restricted class.
TextsTabularTablesText ClassificationNews ClassificationNews GenerationNews RecommendationNews AnnotationNews Summarization
2 papers · 1 benchmark
VNDS (VNDS: A Vietnamese Dataset for Summarization)
A single-document Vietnamese summarization dataset
Abstractive Text SummarizationNews Summarization
2 papers · 1 benchmark
Bengali Curated News Summary Dataset
Click to add a brief description of the dataset (Markdown and LaTeX enabled).
TextsText SummarizationExtractive SummarizationNews Summarization
1 paper · 0 benchmarks
M3LS (Multi-Lingual Multi-Modal Summarization Dataset)
Significant developments in techniques such as encoder-decoder models have enabled us to represent information comprising multiple modalities.
ImagesTextsAbstractive Text SummarizationCross-Lingual Abstractive SummarizationMultimodal Abstractive Text SummarizationCross-Language Text SummarizationData SummarizationNews Summarization
1 paper · 0 benchmarks

Paper counts and descriptions are the archive's, frozen 2025-07-28; no citation counts, no stars, no trending. Sorting by "most cited" or "newest" was a live-site feature the archive does not carry.