ariaaay / CategoryEval

Evaluate word representations for knowledge of category structure

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Research code for evaluating category knowledge acquired by neural networks.

Usage

Classification Performance

A measure how well pairs of learned representations can be correctly judged to belong to the same category

Divergence-from-Prototype

A measure of how abstract learned representations are.

Category-Spread

A measure of spread between learned representations that belong to the same category

Silhouette Score

A measure of how well the similarity structure of learned representations captures the gold category structure

Compatibility

Developed on Ubuntu 18.04 and Python 3.7

About

Evaluate word representations for knowledge of category structure

License:MIT License


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Language:Python 100.0%