Datasets › DBpedia

DBpedia

Introduced in DBpedia: A Nucleus for a Web of Open Data1 Jan 2007 archive 2025-07-28

DBpedia (from "DB" for "database") is a project aiming to extract structured content from the information created in the Wikipedia project. DBpedia allows users to semantically query relationships and properties of Wikipedia resources, including links to other related datasets.

Source: https://en.wikipedia.org/wiki/DBpedia

Benchmarks archive 2025-07-28

All 4 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
Text Classification DBpedia XLNet Error 0.62 XLNet: Generalized Autoregressive Pretraining for... huggingface/transformers +26 21 Compare
Open Intent Discovery DBpedia DSSCC Clustering Accuracy 92.73 Intent Detection and Discovery from User Logs via Deep... — 1 Compare
Text Retrieval DBpedia Lucene (BM25S) nDCG@10 31.9 BM25S: Orders of magnitude faster lexical search via... xhluca/bm25s +2 1 Compare
Text Classification dbpedia_14 no rows — — 0 Compare

Papers archive 2025-07-28

22 shown of 22 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 597. 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
BM25S: Orders of magnitude faster lexical search via eager sparse scoring 3 1 4 Jul 2024 ran 10 of 22 samples (12 unverified)
Intent Detection and Discovery from User Logs via Deep Semi-Supervised Contrastive Clustering 0 1 1 Jul 2022 not harvested
Revisiting LSTM Networks for Semi-Supervised Text Classification via Mixed Objective Function 1 1 8 Sep 2020 ran 2 of 3 samples (1 unverified; 3 pointer-only for licence)
Sampling Bias in Deep Active Classification: An Empirical Study 2 1 20 Sep 2019 ran 0 of 1 samples (1 unverified)
XLNet: Generalized Autoregressive Pretraining for Language Understanding 27 1 19 Jun 2019 ran 10 of 24 samples (14 unverified; 3 pointer-only for licence)
How to Fine-Tune BERT for Text Classification? 15 1 14 May 2019 ran 6 of 18 samples (12 unverified; 5 pointer-only for licence)
Unsupervised Data Augmentation for Consistency Training 20 2 29 Apr 2019 ran 15 of 52 samples (37 unverified; 9 pointer-only for licence)
Explicit Interaction Model towards Text Classification 1 1 23 Nov 2018 ran 2 of 3 samples (1 unverified; 3 pointer-only for licence)
Compositional Coding Capsule Network with K-Means Routing for Text Classification 1 1 22 Oct 2018 not harvested
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 534 1 11 Oct 2018 ran 204 of 659 samples (455 unverified; 149 pointer-only for licence)
On Tree-Based Neural Sentence Modeling 1 1 29 Aug 2018 ran 0 of 6 samples (6 unverified)
Disconnected Recurrent Neural Networks for Text Categorization 0 1 1 Jul 2018 not harvested
Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling Mechanisms 2 1 24 May 2018 not harvested
Abstractive Text Classification Using Sequence-to-convolution Neural Networks 1 1 20 May 2018 not harvested
Joint Embedding of Words and Labels for Text Classification 2 1 10 May 2018 not harvested
Universal Language Model Fine-tuning for Text Classification 66 1 18 Jan 2018 ran 2 of 5 samples (3 unverified; 3 pointer-only for licence)
Learning Context-Sensitive Convolutional Filters for Text Processing 0 1 25 Sep 2017 not harvested
Deep Pyramid Convolutional Neural Networks for Text Categorization 1 1 1 Jul 2017 not harvested
Bag of Tricks for Efficient Text Classification 65 1 6 Jul 2016 ran 2 of 9 samples (7 unverified; 2 pointer-only for licence)
Very Deep Convolutional Networks for Text Classification 24 1 6 Jun 2016 ran 3 of 5 samples (2 unverified; 5 pointer-only for licence)
Supervised and Semi-Supervised Text Categorization using LSTM for Region Embeddings 0 1 7 Feb 2016 not harvested
Character-level Convolutional Networks for Text Classification 30 1 4 Sep 2015 ran 4 of 20 samples (16 unverified; 5 pointer-only for licence)

Dataset loaders archive 2025-07-28

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

Tasks archive 2025-07-28

License archive 2025-07-28

CC BY-SA 3.0

Modalities archive 2025-07-28

Languages archive 2025-07-28

Variants archive 2025-07-28

  • DBpedia
  • dbpedia_14

2 variant names, as the archive lists them.

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