Datasets › Wiki-CS
Wiki-CS
Wiki-CS is a Wikipedia-based dataset for benchmarking Graph Neural Networks. The dataset is constructed from Wikipedia categories, specifically 10 classes corresponding to branches of computer science, with very high connectivity. The node features are derived from the text of the corresponding articles. They were calculated as the average of pretrained GloVe word embeddings (Pennington et al., 2014), resulting in 300-dimensional node features.
The dataset has 11,701 nodes and 216,123 edges.
Source: Wiki-CS: A Wikipedia-Based Benchmark for Graph Neural Networks Image Source: https://arxiv.org/pdf/2007.02901v1.pdf
Benchmarks archive 2025-07-28
All 1 leaderboard 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 | Wiki-CS | CGT Accuracy 84.61±0.53 | Mitigating Degree Biases in Message Passing Mechanism by... | nslab-cuk/community-aware-graph-transformer | 6 | Compare |
Papers archive 2025-07-28
3 shown of 3 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 111. 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 | |||
|---|---|---|---|---|
| Scale Invariance of Graph Neural Networks | 1 | 1 | 28 Nov 2024 | not harvested |
| Mitigating Degree Biases in Message Passing Mechanism by Utilizing Community Structures | 1 | 1 | 28 Dec 2023 | not harvested |
| Half-Hop: A graph upsampling approach for slowing down message passing | 1 | 4 | 17 Aug 2023 | ran 0 of 1 samples (1 unverified) |
Dataset loaders archive 2025-07-28
2 loaders 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
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- Wiki-CS
1 variant name, as the archive lists them.
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections