Papers with open-source python library
FairLib: A Unified Framework for Assessing and Improving Fairness (2022.emnlp-demos)
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| Challenge: | Existing approaches to assess and improve model fairness have been inconsistent and inconsistent. |
| Approach: | They propose an open-source python library for assessing and improving model fairness. |
| Outcome: | The proposed framework can be used for natural language, images, and audio. |
SPEAR : Semi-supervised Data Programming in Python (2022.emnlp-demos)
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Guttu Abhishek, Harshad Ingole, Parth Laturia, Vineeth Dorna, Ayush Maheshwari, Ganesh Ramakrishnan, Rishabh Iyer
| Challenge: | a package for data programming with semi supervision implements several recent approaches to label and train machine learning models. |
| Approach: | They propose an open-source python library for data programming with semi supervision . the library implements several recent data programming approaches including heuristics and association of noisy labels to training datasets. |
| Outcome: | The proposed package implements several recent approaches for data programming with semi supervision. |