Datasets › NELL
NELL (Never Ending Language Learning)
NELL is a dataset built from the Web via an intelligent agent called Never-Ending Language Learner. This agent attempts to learn over time to read the web. NELL has accumulated over 50 million candidate beliefs by reading the web, and it is considering these at different levels of confidence. NELL has high confidence in 2,810,379 of these beliefs.
Source: A Survey on Knowledge Graphs: Representation, Acquisition and Applications Image Source: http://rtw.ml.cmu.edu/rtw/
Benchmarks archive 2025-07-28
All 2 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) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Node Classification | NELL | DFNet-ATT Accuracy 68.8 ± 0.3 | DFNets: Spectral CNNs for Graphs with Feedback-Looped Filters | wokas36/DFNets | 4 | Compare |
| Complex Query Answering | NELL995 | CQD-Beam Hits@3 2p 0.350 | Complex Query Answering with Neural Link Predictors | uclnlp/cqd +4 | 2 | Compare |
Papers archive 2025-07-28
5 shown of 5 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 177. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| Complex Query Answering with Neural Link Predictors | 5 | 2 | 6 Nov 2020 | ran 5 of 7 samples (2 unverified; 4 pointer-only for licence) |
| DFNets: Spectral CNNs for Graphs with Feedback-Looped Filters | 1 | 1 | 24 Oct 2019 | ran 0 of 2 samples (2 unverified) |
| Graph Adversarial Training: Dynamically Regularizing Based on Graph Structure | 1 | 1 | 20 Feb 2019 | not harvested |
| Semi-Supervised Classification with Graph Convolutional Networks | 55 | 1 | 9 Sep 2016 | ran 31 of 58 samples (27 unverified; 22 pointer-only for licence) |
| Revisiting Semi-Supervised Learning with Graph Embeddings | 26 | 1 | 29 Mar 2016 | ran 15 of 28 samples (13 unverified; 4 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
Unknown
Modalities archive 2025-07-28
Languages archive 2025-07-28
Variants archive 2025-07-28
- NELL
- NELL-995
- NELL995
3 variant names, as the archive lists them.
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