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roman-empire

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

Roman-empire is a word dependency graph based on the Roman Empire article from the English Wikipedia.

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 roman-empire Polynormer Accuracy (% ) 92.55±0.37 Polynormer: Polynomial-Expressive Graph Transformer in... cornell-zhang/Polynormer +1 7 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 49. 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
Mixture of Experts Meets Decoupled Message Passing: Towards General and Adaptive Node Classification 1 3 11 Dec 2024 not harvested
HyperAggregation: Aggregating over Graph Edges with Hypernetworks 1 1 16 Jul 2024 not harvested
Classic GNNs are Strong Baselines: Reassessing GNNs for Node Classification 1 1 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)
HoloNets: Spectral Convolutions do extend to Directed Graphs 1 1 3 Oct 2023 ran 4 of 5 samples (1 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

  • roman-empire

1 variant name, as the archive lists them.

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