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Reuters-21578

Introduced in Reuters-21578 archive 2025-07-28

The Reuters-21578 dataset is a collection of documents with news articles. The original corpus has 10,369 documents and a vocabulary of 29,930 words.

Source: Topic Model Based Multi-Label Classification from the Crowd

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 5 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
Document Classification Reuters-21578 ApproxRepSet Accuracy 97.17 Rep the Set: Neural Networks for Learning Set Representations giannisnik/repset 8 Compare
Multi-Label Text Classification Reuters-21578 TIACBM Micro-F1 91.2±0.20 Task-Informed Anti-Curriculum by Masking Improves... jarcaandrei/tiacbm 7 Compare
Text Retrieval Reuters-21578 VDSH Precision@100 0.7753 Variational Deep Semantic Hashing for Text Documents unsuthee/VariationalDeepSemanticHashing +2 3 Compare
Unsupervised Anomaly Detection Reuters-21578 RSRAE AUC (outlier ratio = 0.5) 0.849 Robust Subspace Recovery Layer for Unsupervised Anomaly Detection dmzou/RSRAE +1 1 Compare
Text Classification reuters21578 no rows — — 0 Compare

Papers archive 2025-07-28

14 shown of 14 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 66. 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
Task-Informed Anti-Curriculum by Masking Improves Downstream Performance on Text 1 1 18 Feb 2025 not harvested
Co-attention network with label embedding for text classification 1 1 4 Nov 2021 not harvested
Balancing Methods for Multi-label Text Classification with Long-Tailed Class Distribution 2 3 10 Sep 2021 not harvested
Text classification with word embedding regularization and soft similarity measure 1 1 10 Mar 2020 not harvested
MAGNET: Multi-Label Text Classification using Attention-based Graph Neural Network 2 2 24 Feb 2020 not harvested
Speeding up Word Mover's Distance and its variants via properties of distances between embeddings 1 1 1 Dec 2019 ran 0 of 1 samples (1 unverified)
Improving Document Classification with Multi-Sense Embeddings 1 1 18 Nov 2019 not harvested
A Binary Variational Autoencoder for Hashing 1 2 22 Oct 2019 not harvested
Rethinking Complex Neural Network Architectures for Document Classification 1 1 1 Jun 2019 not harvested
DocBERT: BERT for Document Classification 3 1 17 Apr 2019 ran 0 of 14 samples (14 unverified)
Rep the Set: Neural Networks for Learning Set Representations 1 1 3 Apr 2019 not harvested
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection 2 1 30 Mar 2019 not harvested
Vector of Locally-Aggregated Word Embeddings (VLAWE): A Novel Document-level Representation 1 2 23 Feb 2019 not harvested
Variational Deep Semantic Hashing for Text Documents 3 1 11 Aug 2017 not harvested

Dataset loaders archive 2025-07-28

huggingface.co/datasets/ucirvine/reuters21578huggingface/datasetstfpytorchjax
huggingface.co/datasets/reuters21578huggingface/datasetstfpytorchjax

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

Tasks archive 2025-07-28

Text ClassificationUnsupervised Anomaly DetectionDocument ClassificationMulti-Label Text ClassificationText RetrievalMulti-Modal Document ClassificationSupervised Text Retrieval

License archive 2025-07-28

Custom (research-only, attribution)

Modalities archive 2025-07-28

Graphs

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • Reuters-21578
  • reuters21578

2 variant names, as the archive lists them.

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