gleu / README.md
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A newer version of the Gradio SDK is available: 5.9.1

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metadata
title: GLEU
tags:
  - evaluate
  - metric
description: >-
  Generalized Language Evaluation Understanding (GLEU) is a metric initially
  developed for Grammatical Error Correction (GEC), that builds upon BLEU by
  rewarding corrections while also correctly crediting unchanged source text.
sdk: gradio
sdk_version: 3.5
app_file: app.py
pinned: false
emoji: πŸ’„
colorFrom: indigo
colorTo: green

Metric Card for GLEU

Metric Description

GLEU metric can be used for any monolingual "translation" task, that is it can be used for Grammatical Error Correction and other text re-writing tasks. BLEU computes n-gram precisions over the reference but assigns more weight to n-grams that have been correctly changed from the source. GLEU rewards corrections while also correctly crediting unchanged source text.

How to Use

Follow instructions on the GitHub repository for the cited papers.

Citation

  • Ground Truth for Grammatical Error Correction Metrics by Courtney Napoles, Keisuke Sakaguchi, Joel Tetreault, and Matt Post. Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing.
  • GLEU Without Tuning by Courtney Napoles, Keisuke Sakaguchi, Joel Tetreault, and Matt Post. arXiv.