{"url":"/dataset/fews","name":"FEWS","full_name":"FEWS: Large-Scale, Low-Shot Word Sense Disambiguation with the Dictionary","description_markdown":"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.","description_withheld":null,"homepage":"https://nlp.cs.washington.edu/fews/","introduced_date":"2021-02-16","introduced_date_note":null,"introduced_by":{"paper":"/paper/fews-large-scale-low-shot-word-sense","title":"FEWS: Large-Scale, Low-Shot Word Sense Disambiguation with the Dictionary","first_author":"Terra Blevins","url":null},"license":null,"modalities":[],"tasks":[{"name":"Word Sense Disambiguation","url":"/task/word-sense-disambiguation","datasets_with_task":"/datasets/task/word-sense-disambiguation"}],"languages":[],"variants":["FEWS"],"data_loaders":[],"num_papers_in_archive":4,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/word-sense-disambiguation-on-fews","task":"Word Sense Disambiguation","dataset_variant":"FEWS","rows":8,"metrics":["F1 (Zeroshot Dev)","F1 (Zero shot test)","F1(FewShot Dev)","F1 (Fewshot Test)"],"first_row_in_archive_order":{"model":"MFS","paper":null,"metrics":{"F1 (Fewshot Test)":"51.5","F1 (Zero shot test)":"0","F1 (Zeroshot Dev)":"0","F1(FewShot Dev)":"52.8"},"code_links":[]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/glossgpt-gpt-for-word-sense-disambiguation","title":"GlossGPT: GPT for Word Sense Disambiguation using Few-shot Chain-of-Thought Prompting","date":"2025-03-01","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/improved-word-sense-disambiguation-with","title":"Improved Word Sense Disambiguation with Enhanced Sense Representations","date":"2021-11-01","rows_on_this_dataset":2,"code_links":1,"syntology":null},{"paper":"/paper/connect-the-dots-bridging-semantics-between","title":"Connect-the-Dots: Bridging Semantics between Words and Definitions via Aligning Word Sense Inventories","date":"2021-10-27","rows_on_this_dataset":2,"code_links":1,"syntology":null}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":0,"samples_harvested":0,"samples_ran":0,"samples_unverified":0,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}