Let the CAT out of the bag: Contrastive Attributed explanations for Text

Let the CAT out of the bag: Contrastive Attributed explanations for Text

16 September 2021

Saneem A. Chemmengath

Amit Dhurandhar

Papers citing "Let the CAT out of the bag: Contrastive Attributed explanations for Text"

10 / 10 papers shown

Title
On Behalf of the Stakeholders: Trends in NLP Model Interpretability in the Era of LLMs Nitay Calderon Roi Reichart 38 10 0 27 Jul 2024
A Survey on Natural Language Counterfactual Generation Yongjie Wang Xiaoqi Qiu Yu Yue Xu Guo Zhiwei Zeng Yuhong Feng Zhiqi Shen 39 5 0 04 Jul 2024
CELL your Model: Contrastive Explanations for Large Language Models Ronny Luss Erik Miehling Amit Dhurandhar 47 0 0 17 Jun 2024
Explaining with Contrastive Phrasal Highlighting: A Case Study in Assisting Humans to Detect Translation Differences Eleftheria Briakou Navita Goyal Marine Carpuat 25 1 0 04 Dec 2023
EXPLAIN, EDIT, GENERATE: Rationale-Sensitive Counterfactual Data Augmentation for Multi-hop Fact Verification Yingjie Zhu Jiasheng Si Yibo Zhao Haiyang Zhu Deyu Zhou Yulan He 36 6 0 23 Oct 2023
Counterfactuals of Counterfactuals: a back-translation-inspired approach to analyse counterfactual editors Giorgos Filandrianos Edmund Dervakos Orfeas Menis-Mastromichalakis Chrysoula Zerva Giorgos Stamou AAML 24 5 0 26 May 2023
A General Search-based Framework for Generating Textual Counterfactual Explanations Daniel Gilo Shaul Markovitch LRM 34 0 0 01 Nov 2022
Beyond Model Interpretability: On the Faithfulness and Adversarial Robustness of Contrastive Textual Explanations Julia El Zini M. Awad AAML 20 2 0 17 Oct 2022
Benchmarking and Survey of Explanation Methods for Black Box Models F. Bodria F. Giannotti Riccardo Guidotti Francesca Naretto D. Pedreschi S. Rinzivillo XAI 33 220 0 25 Feb 2021
A causal framework for explaining the predictions of black-box sequence-to-sequence models David Alvarez-Melis Tommi Jaakkola CML 227 201 0 06 Jul 2017