Datasets › NELL-995

NELL-995

Introduced by Wenhan Xiong et al. in DeepPath: A Reinforcement Learning Method for Knowledge Graph Reasoning20 Jul 2017 archive 2025-07-28

NELL-995 KG Completion Dataset

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.

Papers archive 2025-07-28

10 shown of 10 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 127. 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
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering 0 1 29 Jan 2023 not harvested
Answering Complex Logical Queries on Knowledge Graphs via Query Computation Tree Optimization 1 1 19 Dec 2022 ran 1 of 7 samples (6 unverified; 7 pointer-only for licence)
Neural-Symbolic Models for Logical Queries on Knowledge Graphs 1 1 16 May 2022 ran 0 of 4 samples (4 unverified)
Complex Query Answering with Neural Link Predictors 5 1 6 Nov 2020 ran 5 of 7 samples (2 unverified; 4 pointer-only for licence)
Beta Embeddings for Multi-Hop Logical Reasoning in Knowledge Graphs 9 1 22 Oct 2020 ran 8 of 14 samples (6 unverified; 1 pointer-only for licence)
Probabilistic Case-based Reasoning for Open-World Knowledge Graph Completion 1 1 7 Oct 2020 not harvested
Contextual Parameter Generation for Knowledge Graph Link Prediction 1 1 3 Apr 2020 not harvested
Query2box: Reasoning over Knowledge Graphs in Vector Space using Box Embeddings 9 1 14 Feb 2020 ran 30 of 41 samples (11 unverified; 2 pointer-only for licence)
Adapting Meta Knowledge Graph Information for Multi-Hop Reasoning over Few-Shot Relations 1 1 30 Aug 2019 not harvested
DeepPath: A Reinforcement Learning Method for Knowledge Graph Reasoning 2 1 20 Jul 2017 not harvested

Dataset loaders archive 2025-07-28

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

Tasks archive 2025-07-28

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

No modality tagged.

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • NELL-995

1 variant name, as the archive lists them.

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