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RCV1 (Reuters Corpus Volume 1)

Introduced in RCV1: A New Benchmark Collection for Text Categorization Research1 Jan 2004 archive 2025-07-28

The RCV1 dataset is a benchmark dataset on text categorization. It is a collection of newswire articles producd by Reuters in 1996-1997. It contains 804,414 manually labeled newswire documents, and categorized with respect to three controlled vocabularies: industries, topics and regions.

Source: Random Projections for Linear Support Vector Machines Image Source: https://www.nasdaq.com/publishers/reuters

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 6 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Hierarchical Multi-label Classification RCV1-v2 HiDEC+HBM Loss Macro F1 71.47±0.20 Hierarchy-aware Biased Bound Margin Loss Function for... whitepurple/HBM-loss-for-HTC 7 Compare
Text Classification RCV1 oh-CNN + two LSTM tv-embed. Accuracy 92.85 Supervised and Semi-Supervised Text Categorization using... — 4 Compare
Cross-Lingual Document Classification Reuters RCV1/RCV2 English-to-German Biinclusion (Euro500kReuters) Accuracy 92.7 Leveraging Monolingual Data for Crosslingual... ogh/binclusion 3 Compare
Cross-Lingual Document Classification Reuters RCV1/RCV2 German-to-English Biinclusion (Euro500kReuters) Accuracy 84.4 Leveraging Monolingual Data for Crosslingual... ogh/binclusion 3 Compare
Multi-Label Text Classification RCV1 HiddeN Macro-F1 47.3 Joint Learning of Hyperbolic Label Embeddings for... soumyac1999/hyperbolic-label-emb-for-hmc 1 Compare
Multi-Label Text Classification RCV1-v2 MAGNET Micro-F1 88.5 MAGNET: Multi-Label Text Classification using... adrinta/MAGNET +1 1 Compare

Papers archive 2025-07-28

11 shown of 11 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 336. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Hierarchy-aware Biased Bound Margin Loss Function for Hierarchical Text Classification 1 4 13 Aug 2024 not harvested
HILL: Hierarchy-aware Information Lossless Contrastive Learning for Hierarchical Text Classification 1 1 26 Mar 2024 ran 3 of 3 samples (0 unverified)
HiTIN: Hierarchy-aware Tree Isomorphism Network for Hierarchical Text Classification 1 2 24 May 2023 ran 13 of 17 samples (4 unverified; 17 pointer-only for licence)
Joint Learning of Hyperbolic Label Embeddings for Hierarchical Multi-label Classification 1 1 13 Jan 2021 not harvested
MAGNET: Multi-Label Text Classification using Attention-based Graph Neural Network 2 2 24 Feb 2020 not harvested
Hierarchical Text Classification with Reinforced Label Assignment 1 1 27 Aug 2019 not harvested
Towards Scalable and Reliable Capsule Networks for Challenging NLP Applications 5 1 6 Jun 2019 not harvested
Supervised and Semi-Supervised Text Categorization using LSTM for Region Embeddings 0 1 7 Feb 2016 not harvested
Leveraging Monolingual Data for Crosslingual Compositional Word Representations 1 2 19 Dec 2014 not harvested
Multilingual Models for Compositional Distributed Semantics 1 2 17 Apr 2014 not harvested
Multilingual Distributed Representations without Word Alignment 1 2 20 Dec 2013 not harvested

Dataset loaders archive 2025-07-28

wangzemin63/datasetpytorch

1 loader as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

Text ClassificationMulti-Label Text ClassificationHierarchical Multi-label ClassificationCross-Lingual Document Classification

License archive 2025-07-28

Custom

Modalities archive 2025-07-28

Texts

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • RCV1-v2
  • Reuters RCV1/RCV2 English-to-German
  • Reuters RCV1/RCV2 German-to-English
  • RCV1

4 variant names, as the archive lists them.

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