Datasets › LRA
LRA (Long-Range Arena)
Long-range arena (LRA) is an effort toward systematic evaluation of efficient transformer models. The project aims at establishing benchmark tasks/datasets using which we can evaluate transformer-based models in a systematic way, by assessing their generalization power, computational efficiency, memory foot-print, etc. Long-Range Arena is specifically focused on evaluating model quality under long-context scenarios. The benchmark is a suite of tasks consisting of sequences ranging from 1K to 16K tokens, encompassing a wide range of data types and modalities such as text, natural, synthetic images, and mathematical expressions requiring similarity, structural, and visual-spatial reasoning.
Description from: Long Range Arena : A Benchmark for Efficient Transformers
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 | ||||
|---|---|---|---|---|---|---|
| Long-range modeling | LRA | S5 Avg 87.46 | Simplified State Space Layers for Sequence Modeling | lindermanlab/S5 +5 | 7 | Compare |
Papers archive 2025-07-28
4 shown of 4 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 180. 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 | |||
|---|---|---|---|---|
| Converting Transformers into DGNNs Form | 1 | 1 | 1 Feb 2025 | not harvested |
| Simplified State Space Layers for Sequence Modeling | 6 | 1 | 9 Aug 2022 | ran 4 of 19 samples (15 unverified; 3 pointer-only for licence) |
| How to Train Your HiPPO: State Space Models with Generalized Orthogonal Basis Projections | 1 | 1 | 24 Jun 2022 | not harvested |
| Long Range Arena: A Benchmark for Efficient Transformers | 5 | 4 | 8 Nov 2020 | ran 2 of 3 samples (1 unverified) |
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
Unknown
Modalities archive 2025-07-28
Languages archive 2025-07-28
Variants archive 2025-07-28
- LRA
1 variant name, as the archive lists them.
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