Contrastive Explanations for Model Interpretability

Contrastive Explanations for Model Interpretability

2 March 2021

Swabha Swayamdipta

Shauli Ravfogel

Yejin Choi

Papers citing "Contrastive Explanations for Model Interpretability"

12 / 62 papers shown

Title
Interpretation of Black Box NLP Models: A Survey Shivani Choudhary N. Chatterjee S. K. Saha FAtt 28 10 0 31 Mar 2022
Interpreting Language Models with Contrastive Explanations Kayo Yin Graham Neubig MILM 13 77 0 21 Feb 2022
Interpreting Deep Learning Models in Natural Language Processing: A Review Xiaofei Sun Diyi Yang Xiaoya Li Tianwei Zhang Yuxian Meng Han Qiu Guoyin Wang Eduard H. Hovy Jiwei Li 17 44 0 20 Oct 2021
Identifying and Mitigating Spurious Correlations for Improving Robustness in NLP Models Tianlu Wang Rohit Sridhar Diyi Yang Xuezhi Wang AAML 118 70 0 14 Oct 2021
Consistent Explanations by Contrastive Learning Vipin Pillai Soroush Abbasi Koohpayegani Ashley Ouligian Dennis Fong Hamed Pirsiavash FAtt 13 21 0 01 Oct 2021
Let the CAT out of the bag: Contrastive Attributed explanations for Text Saneem A. Chemmengath A. Azad Ronny Luss Amit Dhurandhar FAtt 26 10 0 16 Sep 2021
Counterfactual Interventions Reveal the Causal Effect of Relative Clause Representations on Agreement Prediction Shauli Ravfogel Grusha Prasad Tal Linzen Yoav Goldberg 15 57 0 14 May 2021
Learning with Instance Bundles for Reading Comprehension Dheeru Dua Pradeep Dasigi Sameer Singh Matt Gardner 27 11 0 18 Apr 2021
Explaining the Road Not Taken Hua Shen Ting-Hao 'Kenneth' Huang FAtt XAI 25 9 0 27 Mar 2021
ECINN: Efficient Counterfactuals from Invertible Neural Networks Frederik Hvilshoj Alexandros Iosifidis Ira Assent BDL 14 26 0 25 Mar 2021
Explaining NLP Models via Minimal Contrastive Editing (MiCE) Alexis Ross Ana Marasović Matthew E. Peters 17 119 0 27 Dec 2020
Hypothesis Only Baselines in Natural Language Inference Adam Poliak Jason Naradowsky Aparajita Haldar Rachel Rudinger Benjamin Van Durme 190 576 0 02 May 2018