Learning the Difference that Makes a Difference with Counterfactually-Augmented Data

26 September 2019

Papers citing "Learning the Difference that Makes a Difference with Counterfactually-Augmented Data"

50 / 151 papers shown

Title
Pushing the boundary on Natural Language Inference Pablo Miralles-González Javier Huertas-Tato Alejandro Martín David Camacho LRM 44 0 0 25 Apr 2025
Honey, I Shrunk the Language Model: Impact of Knowledge Distillation Methods on Performance and Explainability Daniel Hendriks Philipp Spitzer Niklas Kühl G. Satzger 27 1 0 22 Apr 2025
Wrong Answers Can Also Be Useful: PlausibleQA -- A Large-Scale QA Dataset with Answer Plausibility Scores Jamshid Mozafari Abdelrahman Abdallah Bhawna Piryani Adam Jatowt 47 0 0 22 Feb 2025
Counterfactual-Consistency Prompting for Relative Temporal Understanding in Large Language Models Jongho Kim Seung-won Hwang LRM AI4CE 58 0 0 17 Feb 2025
FitCF: A Framework for Automatic Feature Importance-guided Counterfactual Example Generation Qianli Wang Nils Feldhus Simon Ostermann Luis Felipe Villa-Arenas Sebastian Möller Vera Schmitt AAML 34 0 0 01 Jan 2025
On Behalf of the Stakeholders: Trends in NLP Model Interpretability in the Era of LLMs Nitay Calderon Roi Reichart 40 10 0 27 Jul 2024
BECAUSE: Bilinear Causal Representation for Generalizable Offline Model-based Reinforcement Learning Hao-ming Lin Wenhao Ding Jian Chen Laixi Shi Jiacheng Zhu Bo-wen Li Ding Zhao OffRL CML 52 0 0 15 Jul 2024
Consistent Document-Level Relation Extraction via Counterfactuals Ali Modarressi Abdullatif Köksal Hinrich Schutze 51 1 0 09 Jul 2024
ACCORD: Closing the Commonsense Measurability Gap François Roewer-Després Jinyue Feng Zining Zhu Frank Rudzicz LRM 48 0 0 04 Jun 2024
A Multimodal Automated Interpretability Agent Tamar Rott Shaham Sarah Schwettmann Franklin Wang Achyuta Rajaram Evan Hernandez Jacob Andreas Antonio Torralba 34 17 0 22 Apr 2024
A Rationale-centric Counterfactual Data Augmentation Method for Cross-Document Event Coreference Resolution Bowen Ding Qingkai Min Shengkun Ma Yingjie Li Linyi Yang Yue Zhang 46 4 0 02 Apr 2024
ALMANACS: A Simulatability Benchmark for Language Model Explainability Edmund Mills Shiye Su Stuart J. Russell Scott Emmons 51 7 0 20 Dec 2023
Examining LLMs' Uncertainty Expression Towards Questions Outside Parametric Knowledge Genglin Liu Xingyao Wang Lifan Yuan Yangyi Chen Hao Peng 29 16 0 16 Nov 2023
Measuring and Improving Attentiveness to Partial Inputs with Counterfactuals Yanai Elazar Bhargavi Paranjape Hao Peng Sarah Wiegreffe Khyathi Raghavi Vivek Srikumar Sameer Singh Noah A. Smith AAML OOD 31 0 0 16 Nov 2023
How Trustworthy are Open-Source LLMs? An Assessment under Malicious Demonstrations Shows their Vulnerabilities Lingbo Mo Boshi Wang Muhao Chen Huan Sun 29 27 0 15 Nov 2023
Implications of Annotation Artifacts in Edge Probing Test Datasets Sagnik Ray Choudhury Jushaan Kalra 16 0 0 20 Oct 2023
Mind the instructions: a holistic evaluation of consistency and interactions in prompt-based learning Lucas Weber Elia Bruni Dieuwke Hupkes 32 24 0 20 Oct 2023
Data Augmentations for Improved (Large) Language Model Generalization Amir Feder Yoav Wald Claudia Shi S. Saria David M. Blei OOD CML 32 7 0 19 Oct 2023
RobustGEC: Robust Grammatical Error Correction Against Subtle Context Perturbation Yue Zhang Leyang Cui Enbo Zhao Wei Bi Shuming Shi 38 6 0 11 Oct 2023
GLS-CSC: A Simple but Effective Strategy to Mitigate Chinese STM Models' Over-Reliance on Superficial Clue Yanrui Du Sendong Zhao Yuhan Chen Rai Bai Jing Liu Huaqin Wu Haifeng Wang Bing Qin 45 2 0 08 Sep 2023
Position: Key Claims in LLM Research Have a Long Tail of Footnotes Anna Rogers A. Luccioni 53 19 0 14 Aug 2023
Pseudo Outlier Exposure for Out-of-Distribution Detection using Pretrained Transformers Jaeyoung Kim Kyuheon Jung Dongbin Na Sion Jang Eunbin Park Sungchul Choi OODD 35 6 0 18 Jul 2023
Seeing is not Believing: Robust Reinforcement Learning against Spurious Correlation Wenhao Ding Laixi Shi Yuejie Chi Ding Zhao OOD 27 18 0 15 Jul 2023
Revisiting Out-of-distribution Robustness in NLP: Benchmark, Analysis, and LLMs Evaluations Lifan Yuan Yangyi Chen Ganqu Cui Hongcheng Gao Fangyuan Zou Xingyi Cheng Heng Ji Zhiyuan Liu Maosong Sun 39 73 0 07 Jun 2023
Measuring the Robustness of NLP Models to Domain Shifts Nitay Calderon Naveh Porat Eyal Ben-David Alexander Chapanin Zorik Gekhman Nadav Oved Vitaly Shalumov Roi Reichart 21 7 0 31 May 2023
NormBank: A Knowledge Bank of Situational Social Norms Caleb Ziems Jane Dwivedi-Yu Yi-Chia Wang A. Halevy Diyi Yang 23 41 0 26 May 2023
Exploring Contrast Consistency of Open-Domain Question Answering Systems on Minimally Edited Questions Zhihan Zhang W. Yu Zheng Ning Mingxuan Ju Meng Jiang 29 4 0 23 May 2023
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
Modeling the Q-Diversity in a Min-max Play Game for Robust Optimization Ting Wu Rui Zheng Tao Gui Qi Zhang Xuanjing Huang 46 2 0 20 May 2023
Can NLP Models Correctly Reason Over Contexts that Break the Common Assumptions? Neeraj Varshney Mihir Parmar Nisarg Patel Divij Handa Sayantan Sarkar Man Luo Chitta Baral LRM 34 4 0 20 May 2023
Learning to Generalize for Cross-domain QA Yingjie Niu Linyi Yang Ruihai Dong Yue Zhang 21 6 0 14 May 2023
SCENE: Self-Labeled Counterfactuals for Extrapolating to Negative Examples Deqing Fu Ameya Godbole Robin Jia 27 8 0 13 May 2023
NevIR: Negation in Neural Information Retrieval Orion Weller Dawn J Lawrie Benjamin Van Durme MU 61 18 0 12 May 2023
LINGO : Visually Debiasing Natural Language Instructions to Support Task Diversity Anjana Arunkumar Shubham Sharma Rakhi Agrawal Sriramakrishnan Chandrasekaran Chris Bryan 34 0 0 12 Apr 2023
Dr.Spider: A Diagnostic Evaluation Benchmark towards Text-to-SQL Robustness Shuaichen Chang Jun Wang Mingwen Dong Lin Pan Henghui Zhu ... William Yang Wang Zhiguo Wang Vittorio Castelli Patrick K. L. Ng Bing Xiang OOD 44 34 0 21 Jan 2023
Deep Causal Learning for Robotic Intelligence Yicong Li CML 37 5 0 23 Dec 2022
DISCO: Distilling Counterfactuals with Large Language Models Zeming Chen Qiyue Gao Antoine Bosselut Ashish Sabharwal Kyle Richardson 34 25 0 20 Dec 2022
Unnatural Instructions: Tuning Language Models with (Almost) No Human Labor Or Honovich Thomas Scialom Omer Levy Timo Schick ALM 48 361 0 19 Dec 2022
Counterfactual Explanations for Misclassified Images: How Human and Machine Explanations Differ Eoin Delaney A. Pakrashi Derek Greene Markt. Keane 35 15 0 16 Dec 2022
Feature-Level Debiased Natural Language Understanding Yougang Lyu Piji Li Yechang Yang Maarten de Rijke Pengjie Ren Yukun Zhao Dawei Yin Z. Ren 32 10 0 11 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
Intelligent Computing: The Latest Advances, Challenges and Future Shiqiang Zhu Ting Yu Tao Xu Hongyang Chen Schahram Dustdar ... Tariq S. Durrani Huaimin Wang Jiangxing Wu Tongyi Zhang Yunhe Pan AI4CE 27 117 0 21 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 44 79 0 15 Nov 2022
Capabilities for Better ML Engineering Chenyang Yang Rachel A. Brower-Sinning Grace A. Lewis Christian Kastner Tongshuang Wu 24 3 0 11 Nov 2022
CCPrefix: Counterfactual Contrastive Prefix-Tuning for Many-Class Classification Heng Chang Canran Xu Guodong Long Tao Shen Chongyang Tao Jing Jiang 40 1 0 11 Nov 2022
CONDAQA: A Contrastive Reading Comprehension Dataset for Reasoning about Negation Abhilasha Ravichander Matt Gardner Ana Marasović 33 34 0 01 Nov 2022
XMD: An End-to-End Framework for Interactive Explanation-Based Debugging of NLP Models Dong-Ho Lee Akshen Kadakia Brihi Joshi Aaron Chan Ziyi Liu ... Takashi Shibuya Ryosuke Mitani Toshiyuki Sekiya Jay Pujara Xiang Ren LRM 40 9 0 30 Oct 2022
Rich Knowledge Sources Bring Complex Knowledge Conflicts: Recalibrating Models to Reflect Conflicting Evidence Hung-Ting Chen Michael J.Q. Zhang Eunsol Choi RALM HILM 47 92 0 25 Oct 2022
Realistic Data Augmentation Framework for Enhancing Tabular Reasoning D. K. Santhosh Kumar Vivek Gupta Soumya Sharma Shuo Zhang LMTD 21 3 0 23 Oct 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