Datasets › Wiki-40B
Wiki-40B
A new multilingual language model benchmark that is composed of 40+ languages spanning several scripts and linguistic families containing round 40 billion characters and aimed to accelerate the research of multilingual modeling.
Benchmarks archive 2025-07-28
All 3 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.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Language Modelling | Wiki-40B | FLASH-Quad-8k Perplexity 14.998 | Transformer Quality in Linear Time | lucidrains/FLASH-pytorch +1 | 3 | Compare |
| Benchmarking | Wiki-40B | OutEffHop-Bert_base Perplexity 6.209 | Outlier-Efficient Hopfield Layers for Large... | magics-lab/outeffhop | 1 | Compare |
| Quantization | Wiki-40B | OutEffHop-Bert_base Perplexity 6.295 | Outlier-Efficient Hopfield Layers for Large... | magics-lab/outeffhop | 1 | 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 30. 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 | |||
|---|---|---|---|---|
| Outlier-Efficient Hopfield Layers for Large Transformer-Based Models | 1 | 2 | 4 Apr 2024 | ran 10 of 13 samples (3 unverified) |
| Transformer Quality in Linear Time | 2 | 1 | 21 Feb 2022 | not harvested |
| Combiner: Full Attention Transformer with Sparse Computation Cost | 2 | 2 | 12 Jul 2021 | ran 1 of 3 samples (2 unverified; 1 pointer-only for licence) |
Dataset loaders archive 2025-07-28
3 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
No modality tagged.
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- Wiki-40B
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