Datasets › FEWS
FEWS (FEWS: Large-Scale, Low-Shot Word Sense Disambiguation with the Dictionary)
FEWS (Few-shot Examples of Word Senses) is a few-shot dataset for English Word Sense Disambiguation (WSD) gathered from Wiktionary, an online, crowd-sourced dictionary. FEWS contains over 121,000 labeled examples of ambigous words, corresponding to more than 71,000 sense types. The evaluation for FEWS is split into few-shot and zero-shot settings, to better faciliate evaluating on few-shot learning and perfromance on rare senses.
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 | ||||
|---|---|---|---|---|---|---|
| Word Sense Disambiguation | FEWS | MFS F1 (Zeroshot Dev) 0 | — | — | 8 | 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 4. 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 | |||
|---|---|---|---|---|
| GlossGPT: GPT for Word Sense Disambiguation using Few-shot Chain-of-Thought Prompting | 1 | 1 | 1 Mar 2025 | not harvested |
| Improved Word Sense Disambiguation with Enhanced Sense Representations | 1 | 2 | 1 Nov 2021 | not harvested |
| Connect-the-Dots: Bridging Semantics between Words and Definitions via Aligning Word Sense Inventories | 1 | 2 | 27 Oct 2021 | not harvested |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
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
- FEWS
1 variant name, as the archive lists them.
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