Papers by Araz Taeihagh
Reliability Testing for Natural Language Processing Systems (2021.acl-long)
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| Challenge: | a lack of rigorous testing and ML implicit assumption of identical training and testing distributions may result in systems that discriminate against minorities. |
| Approach: | They argue that reliability testing is needed to address the issue of demographics . they argue that adversarial attacks can be reframed for this goal . |
| Outcome: | The proposed framework will enable rigorous and targeted testing and aid in the enactment and enforcement of industry standards. |