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Active Evaluation Software for Selection of Ground Truth Labels

This software repository contains a python package Aegis (Active Evaluator Germane Interactive Selector) package that allows us to evaluate machine learning systems's performance (according to a metric such as accuracy) by adaptively sampling trials to label from an unlabeled test set to minimize the number of labels needed. This includes sample (public) data as well as a simulation script that tests different label-selecting strategies on already labelled test sets. This software is configured so that users can add their own data and system outputs to test evaluation.

About this Dataset

Updated: 2024-02-22
Metadata Last Updated: 2020-04-28 00:00:00
Date Created: N/A
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Data Provided by:
active evaluation
Dataset Owner: N/A

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Table representation of structured data
Title Active Evaluation Software for Selection of Ground Truth Labels
Description This software repository contains a python package Aegis (Active Evaluator Germane Interactive Selector) package that allows us to evaluate machine learning systems's performance (according to a metric such as accuracy) by adaptively sampling trials to label from an unlabeled test set to minimize the number of labels needed. This includes sample (public) data as well as a simulation script that tests different label-selecting strategies on already labelled test sets. This software is configured so that users can add their own data and system outputs to test evaluation.
Modified 2020-04-28 00:00:00
Publisher Name National Institute of Standards and Technology
Contact mailto:[email protected]
Keywords active evaluation , machine learning , ar
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    "title": "Active Evaluation Software for Selection of Ground Truth Labels",
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