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Ingrid Zukerman

3 accepted papers

2024

RENOVI: A Benchmark Towards Remediating Norm Violations in Socio-Cultural Conversations

NAACL 2024findings

Norm violations occur when individuals fail to conform to culturally accepted behaviors, which may lead to potential conflicts. Remediating norm violations requires social awareness and cultural sensitivity of the nuances at play. To equip interactive AI systems with a remediation ability, we offer…

2021

Learning to Explain: Generating Stable Explanations Fast

ACL 2021long

The importance of explaining the outcome of a machine learning model, especially a black-box model, is widely acknowledged. Recent approaches explain an outcome by identifying the contributions of input features to this outcome. In environments involving large black-box models or complex inputs, thi…

2021

Lifelong Explainer for Lifelong Learners

EMNLP 2021main

Lifelong Learning (LL) black-box models are dynamic in that they keep learning from new tasks and constantly update their parameters. Owing to the need to utilize information from previously seen tasks, and capture commonalities in potentially diverse data, it is hard for automatic explanation metho…