FEWS

FEWS: Large-Scale, Low-Shot Word Sense Disambiguation with the Dictionary

Introduced 2021-02-16

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.