Datasets › amazon-ratings

amazon-ratings

Introduced by Oleg Platonov et al. in A critical look at the evaluation of GNNs under heterophily: Are we really making progress?22 Feb 2023 archive 2025-07-28

amazon-ratings is a product co-purchasing network based on data from SNAP datasets

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)PaperCode
Node Classification amazon-ratings GAT Accuracy (%) 55.54 ± 0.51 Classic GNNs are Strong Baselines: Reassessing GNNs for... LUOyk1999/tunedGNN 4 Compare

Papers archive 2025-07-28

2 shown of 2 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 33. 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
Classic GNNs are Strong Baselines: Reassessing GNNs for Node Classification 1 3 13 Jun 2024 ran 2 of 9 samples (7 unverified)
Polynormer: Polynomial-Expressive Graph Transformer in Linear Time 2 1 2 Mar 2024 ran 5 of 8 samples (3 unverified)

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

MIT License

Modalities archive 2025-07-28

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • amazon-ratings

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