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09/13/2023
How (Not) to Use Sociodemographic Information for Subjective NLP Tasks
Annotators' sociodemographic backgrounds (i.e., the individual compositi...
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05/04/2023
Neighboring Words Affect Human Interpretation of Saliency Explanations
Word-level saliency explanations ("heat maps over words") are often used...
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10/13/2022
How (Not) To Evaluate Explanation Quality
The importance of explainability is increasingly acknowledged in natural...
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01/27/2022
Human Interpretation of Saliency-based Explanation Over Text
While a lot of research in explainable AI focuses on producing effective...
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09/16/2021
Does External Knowledge Help Explainable Natural Language Inference? Automatic Evaluation vs. Human Ratings
Natural language inference (NLI) requires models to learn and apply comm...
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07/26/2021
Thought Flow Nets: From Single Predictions to Trains of Model Thought
When humans solve complex problems, they rarely come up with a decision ...
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10/13/2020