Papers by Gabrielle Gauthier-melancon
Azimuth: Systematic Error Analysis for Text Classification (2022.emnlp-demos)
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Gabrielle Gauthier-melancon, Orlando Marquez Ayala, Lindsay Brin, Chris Tyler, Frederic Branchaud-charron, Joseph Marinier, Karine Grande, Di Le
| Challenge: | Azimuth is an open-source tool to perform error analysis for text classification. |
| Approach: | They propose an open-source tool to perform error analysis for text classification . they propose to combine a range of ML techniques to facilitate the error analysis stage . |
| Outcome: | The proposed approach helps AI practitioners discover and address areas where the model does not generalize by leveraging and integrating a range of ML techniques. |