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cs.CL2024★ 2 cited
On Evaluating Explanation Utility for Human-AI Decision Making in NLP
Fateme Hashemi Chaleshtori, Atreya Ghosal, Alexander Gill +2
Is explainability a false promise? This debate has emerged from the insufficient evidence that explanations help people in situations they are introduced for. More human-centered,…
cs.CL2021
Is My Model Using The Right Evidence? Systematic Probes for Examining Evidence-Based Tabular Reasoning
Vivek Gupta, Riyaz A. Bhat, Atreya Ghosal +3
Neural models command state-of-the-art performance across NLP tasks, including ones involving "reasoning". Models claiming to reason about the evidence presented to them should att…