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WiC

Words in Context

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WiC is a benchmark for the evaluation of context-sensitive word embeddings. WiC is framed as a binary classification task. Each instance in WiC has a target word w, either a verb or a noun, for which two contexts are provided. Each of these contexts triggers a specific meaning of w. The task is to identify if the occurrences of w in the two contexts correspond to the same meaning or not. In fact, the dataset can also be viewed as an application of Word Sense Disambiguation in practise.

Source: WiC: the Word-in-Context Dataset for Evaluating Context-Sensitive Meaning Representations

Benchmarks

Classification/Test Accuracy

Related Benchmarks

WiC-TSV/Entity Linking/Task 1 Accuracy: all WiC-TSV/Entity Linking/Task 1 Accuracy: domain specific WiC-TSV/Entity Linking/Task 1 Accuracy: general purpose WiC-TSV/Entity Linking/Task 2 Accuracy: all WiC-TSV/Entity Linking/Task 2 Accuracy: domain specific WiC-TSV/Entity Linking/Task 2 Accuracy: general purpose WiC-TSV/Entity Linking/Task 3 Accuracy: all WiC-TSV/Entity Linking/Task 3 Accuracy: domain specific WiC-TSV/Entity Linking/Task 3 Accuracy: general purpose WiC-TSV/Word Sense Disambiguation/Task 1 Accuracy: all WiC-TSV/Word Sense Disambiguation/Task 1 Accuracy: domain specific WiC-TSV/Word Sense Disambiguation/Task 1 Accuracy: general purpose WiC-TSV/Word Sense Disambiguation/Task 2 Accuracy: all WiC-TSV/Word Sense Disambiguation/Task 2 Accuracy: domain specific WiC-TSV/Word Sense Disambiguation/Task 2 Accuracy: general purpose WiC-TSV/Word Sense Disambiguation/Task 3 Accuracy: all WiC-TSV/Word Sense Disambiguation/Task 3 Accuracy: domain specific WiC-TSV/Word Sense Disambiguation/Task 3 Accuracy: general purpose

Statistics

Papers: 206
Benchmarks: 1

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Tasks

Classification Language Modelling Text Generation Word Embeddings Word Sense Disambiguation