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The Top 23 Natural Language Processing Evaluation Metrics Open Source Projects

Open source projects categorized as Natural Language Processing Evaluation Metrics
Categories > Evaluation Metrics
Categories > Machine Learning > Natural Language Processing
Octis ⭐ 647
OCTIS: Comparing Topic Models is Simple! A python package to optimize and evaluate topic models (accepted at EACL2021 demo track)
total releases 34most recent commit 4 months ago
Pynlpl ⭐ 466
PyNLPl, pronounced as 'pineapple', is a Python library for Natural Language Processing. It contains various modules useful for common, and less common, NLP tasks. PyNLPl can be used for basic tasks such as the extraction of n-grams and frequency lists, and to build simple language model. There are also more complex data types and algorithms. Moreover, there are parsers for file formats common in NLP (e.g. FoLiA/Giza/Moses/ARPA/Timbl/CQL). There are also clients to interface with various NLP spec
dependent packages 3total releases 102most recent commit 7 months agopypi PyNLPl} Downloads
Comet ⭐ 346
A Neural Framework for MT Evaluation
dependent packages 4total releases 32most recent commit 4 months agopypi unbabel-comet} Downloads
Pyrouge ⭐ 155
A Python wrapper for the ROUGE summarization evaluation package
dependent packages 3total releases 3most recent commit 5 years agopypi pyrouge} Downloads
Pythonrouge ⭐ 142
Python wrapper for evaluating summarization quality by ROUGE package
most recent commit 4 years ago
Easse ⭐ 141
Easier Automatic Sentence Simplification Evaluation
most recent commit 7 months ago
Nervaluate ⭐ 125
Full named-entity (i.e., not tag/token) evaluation metrics based on SemEval’13
dependent packages 2total releases 6most recent commit 3 months agopypi nervaluate} Downloads
Erroranalysis_prompt ⭐ 79
🎁[ChatGPT4MTevaluation] ErrorAnalysis Prompt for MT Evaluation in ChatGPT
most recent commit 3 months ago
Rouge ⭐ 34
A Javascript implementation of the Recall-Oriented Understudy for Gisting Evaluation (ROUGE) evaluation metric for summaries.
dependent packages 3total releases 4most recent commit 7 years agonpm rouge} Downloads
Summary Reward No Reference ⭐ 28
A reference-free metric for measuring summary quality, learned from human ratings.
most recent commit a year ago
Nlp Tools ⭐ 28
Useful python NLP tools (evaluation, GUI interface, tokenization)
most recent commit 4 years ago
Rougescore ⭐ 24
Python implementation of ROUGE
most recent commit 6 years ago
Nereval ⭐ 23
Evaluation script for named entity recognition (NER) systems based on entity-level F1 score.
total releases 3most recent commit 6 years ago
Twitter Sentiment Analysis ⭐ 12
It is a Natural Language Processing Problem where Sentiment Analysis is done by Classifying the Positive tweets from negative tweets by machine learning models for classification, text mining, text analysis, data analysis and data visualization
most recent commit 5 years ago
Capeval ⭐ 12
An image-oriented evaluation tool for image captioning systems (EMNLP-IJCNLP 2019)
most recent commit 4 years ago
Embeddingbased ⭐ 10
Embedding-based evaluation metrics for dialogue generation.
most recent commit a year ago
Restaurant Reviews Analysis ⭐ 10
Using Natural Language Processing and Bag of Words for feature extraction for sentiment analysis of the customers visited in the Restaurant and at last using Classification algorithm to separate Positive and Negative Sentiments.
most recent commit 5 years ago
Rome ⭐ 8
PyTorch code for ACL 2022 paper: RoMe: A Robust Metric for Evaluating Natural Language Generation https://aclanthology.org/2022.acl-long.387/
most recent commit 8 months ago
Fightin Words ⭐ 7
A scikit-learn compliant implementation of Monroe et al.'s Fightin' Words analysis method.
total releases 1most recent commit 5 years ago
Employee Reviews ⭐ 7
This is Project which contains Data Visualization, EDA, Machine Learning Modelling for Checking the Sentiments.
most recent commit 5 years ago
Korouge ⭐ 7
Calculating ROUGE score for Korean (Wrapper for ROUGE-1.5.5.pl script)
most recent commit a year ago
Fairsumm ⭐ 6
Code and Data for paper: Fair Abstractive Summarization of Diverse Perspectives
most recent commit 5 months ago
Amazon Alexa Reviews ⭐ 6
Using Natural Language Processing, Data Visualizations and Classification Algorithms of Machine Learning
most recent commit 5 years ago
The 5 Most Depended On Natural Language Processing Evaluation Metrics Open Source Projects
Comet ⭐ 346
A Neural Framework for MT Evaluation
dependent packages 4total releases 32latest release October 23, 2023most recent commit 4 months agopypi unbabel-comet} Downloads
Rouge ⭐ 34
A Javascript implementation of the Recall-Oriented Understudy for Gisting Evaluation (ROUGE) evaluation metric for summaries.
dependent packages 3total releases 4latest release December 25, 2014most recent commit 7 years agonpm rouge} Downloads
Pyrouge ⭐ 155
A Python wrapper for the ROUGE summarization evaluation package
dependent packages 3total releases 3latest release October 08, 2016most recent commit 5 years agopypi pyrouge} Downloads
Nervaluate ⭐ 125
Full named-entity (i.e., not tag/token) evaluation metrics based on SemEval’13
dependent packages 2total releases 6latest release October 16, 2020most recent commit 3 months agopypi nervaluate} Downloads
The 8 Latest Releases In Natural Language Processing Evaluation Metrics Open Source Projects
Comet ⭐ 346
A Neural Framework for MT Evaluation
dependent packages 4total releases 32latest release October 23, 2023most recent commit 4 months agopypi unbabel-comet} Downloads
Nervaluate ⭐ 125
Full named-entity (i.e., not tag/token) evaluation metrics based on SemEval’13
dependent packages 2total releases 6latest release October 16, 2020most recent commit 3 months agopypi nervaluate} Downloads
Fightin Words ⭐ 7
A scikit-learn compliant implementation of Monroe et al.'s Fightin' Words analysis method.
total releases 1latest release March 10, 2019most recent commit 5 years ago
Nereval ⭐ 23
Evaluation script for named entity recognition (NER) systems based on entity-level F1 score.
total releases 3latest release June 06, 2018most recent commit 6 years ago
Pyrouge ⭐ 155
A Python wrapper for the ROUGE summarization evaluation package
dependent packages 3total releases 3latest release October 08, 2016most recent commit 5 years agopypi pyrouge} Downloads
Rouge ⭐ 34
A Javascript implementation of the Recall-Oriented Understudy for Gisting Evaluation (ROUGE) evaluation metric for summaries.
dependent packages 3total releases 4latest release December 25, 2014most recent commit 7 years agonpm rouge} Downloads
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