Exploring the Efficacy of Automatically Generated Counterfactuals for
Sentiment Analysis

Exploring the Efficacy of Automatically Generated Counterfactuals for Sentiment Analysis

29 June 2021

Jiazheng Li

Padraig Cunningham

Yue Zhang

Papers citing "Exploring the Efficacy of Automatically Generated Counterfactuals for Sentiment Analysis"

13 / 13 papers shown

Title
Out-of-Distribution Generalization in Text Classification: Past, Present, and Future Linyi Yang Yangqiu Song Xuan Ren Chenyang Lyu Yidong Wang Lingqiao Liu Jindong Wang Jennifer Foster Yue Zhang OOD 37 2 0 23 May 2023
Learning to Generalize for Cross-domain QA Yingjie Niu Linyi Yang Ruihai Dong Yue Zhang 24 6 0 14 May 2023
Debiasing Stance Detection Models with Counterfactual Reasoning and Adversarial Bias Learning Jianhua Yuan Yanyan Zhao Bing Qin 47 4 0 20 Dec 2022
Video Games as a Corpus: Sentiment Analysis using Fallout New Vegas Dialog Mika Hämäläinen Khalid Alnajjar Thierry Poibeau 13 5 0 05 Dec 2022
AutoCAD: Automatically Generating Counterfactuals for Mitigating Shortcut Learning Jiaxin Wen Yeshuang Zhu Jinchao Zhang Jie Zhou Minlie Huang CML AAML 22 8 0 29 Nov 2022
GLUE-X: Evaluating Natural Language Understanding Models from an Out-of-distribution Generalization Perspective Linyi Yang Shuibai Zhang Libo Qin Yafu Li Yidong Wang Hanmeng Liu Jindong Wang Xingxu Xie Yue Zhang ELM 46 79 0 15 Nov 2022
NeuroCounterfactuals: Beyond Minimal-Edit Counterfactuals for Richer Data Augmentation Phillip Howard Gadi Singer Vasudev Lal Yejin Choi Swabha Swayamdipta CML 58 25 0 22 Oct 2022
TCAB: A Large-Scale Text Classification Attack Benchmark Kalyani Asthana Zhouhang Xie Wencong You Adam Noack Jonathan Brophy Sameer Singh Daniel Lowd 39 3 0 21 Oct 2022
Robustifying Sentiment Classification by Maximally Exploiting Few Counterfactuals Maarten De Raedt Fréderic Godin Chris Develder Thomas Demeester 13 1 0 21 Oct 2022
Causal Intervention-based Prompt Debiasing for Event Argument Extraction Jiaju Lin Jie Zhou Qin Chen 24 3 0 04 Oct 2022
FactMix: Using a Few Labeled In-domain Examples to Generalize to Cross-domain Named Entity Recognition Linyi Yang Lifan Yuan Leyang Cui Wen Gao Yue Zhang 32 15 0 24 Aug 2022
Challenges in Applying Explainability Methods to Improve the Fairness of NLP Models Esma Balkir S. Kiritchenko I. Nejadgholi Kathleen C. Fraser 21 36 0 08 Jun 2022
A Rationale-Centric Framework for Human-in-the-loop Machine Learning Jinghui Lu Linyi Yang Brian Mac Namee Yue Zhang 27 39 0 24 Mar 2022