Towards Debiasing Fact Verification Models

14 August 2019

Papers citing "Towards Debiasing Fact Verification Models"

50 / 54 papers shown

Title
Task Calibration: Calibrating Large Language Models on Inference Tasks Yingjie Li Yun Luo Xiaotian Xie Yue Zhang LRM 21 0 0 24 Oct 2024
CHARP: Conversation History AwaReness Probing for Knowledge-grounded Dialogue Systems Abbas Ghaddar David Alfonso-Hermelo Philippe Langlais Mehdi Rezagholizadeh Boxing Chen Prasanna Parthasarathi 39 0 0 24 May 2024
Learning Shortcuts: On the Misleading Promise of NLU in Language Models Geetanjali Bihani Julia Taylor Rayz 33 3 0 17 Jan 2024
Language Models Hallucinate, but May Excel at Fact Verification Jian Guan Jesse Dodge David Wadden Minlie Huang Hao Peng LRM HILM 34 28 0 23 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
Check-COVID: Fact-Checking COVID-19 News Claims with Scientific Evidence Gengyu Wang Kate Harwood Lawrence Chillrud Amith Ananthram Melanie Subbiah Kathleen McKeown HILM 16 22 0 29 May 2023
SCITAB: A Challenging Benchmark for Compositional Reasoning and Claim Verification on Scientific Tables Xinyuan Lu Liangming Pan Qian Liu Preslav Nakov Min-Yen Kan LMTD 40 24 0 22 May 2023
Out-of-distribution Evidence-aware Fake News Detection via Dual Adversarial Debiasing Qiang Liu Jun Wu Shu Wu Liang Wang OODD CML 25 11 0 25 Apr 2023
Guide the Learner: Controlling Product of Experts Debiasing Method Based on Token Attribution Similarities Ali Modarressi Hossein Amirkhani Mohammad Taher Pilehvar 29 2 0 06 Feb 2023
Debiasing Stance Detection Models with Counterfactual Reasoning and Adversarial Bias Learning Jianhua Yuan Yanyan Zhao Bing Qin 47 4 0 20 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
Looking at the Overlooked: An Analysis on the Word-Overlap Bias in Natural Language Inference S. Rajaee Yadollah Yaghoobzadeh Mohammad Taher Pilehvar 36 5 0 07 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
Outlier-Aware Training for Improving Group Accuracy Disparities Li-Kuang Chen Canasai Kruengkrai Junichi Yamagishi 29 0 0 27 Oct 2022
Compressing And Debiasing Vision-Language Pre-Trained Models for Visual Question Answering Q. Si Yuanxin Liu Zheng Lin Peng Fu Weiping Wang VLM 42 1 0 26 Oct 2022
Missing Counter-Evidence Renders NLP Fact-Checking Unrealistic for Misinformation Max Glockner Yufang Hou Iryna Gurevych OffRL 38 38 0 25 Oct 2022
Deconfounding Legal Judgment Prediction for European Court of Human Rights Cases Towards Better Alignment with Experts Santosh T.Y.S.S Shanshan Xu O. Ichim Matthias Grabmair 25 26 0 25 Oct 2022
Finding Dataset Shortcuts with Grammar Induction Dan Friedman Alexander Wettig Danqi Chen 27 14 0 20 Oct 2022
Probing Spurious Correlations in Popular Event-Based Rumor Detection Benchmarks Jiaying Wu Bryan Hooi 26 5 0 19 Sep 2022
A Survey on Measuring and Mitigating Reasoning Shortcuts in Machine Reading Comprehension Xanh Ho Johannes Mario Meissner Saku Sugawara Akiko Aizawa OffRL 35 4 0 05 Sep 2022
Shortcut Learning of Large Language Models in Natural Language Understanding Mengnan Du Fengxiang He Na Zou Dacheng Tao Xia Hu KELM OffRL 34 84 0 25 Aug 2022
Learning to Split for Automatic Bias Detection Yujia Bao Regina Barzilay 17 20 0 28 Apr 2022
Stretching Sentence-pair NLI Models to Reason over Long Documents and Clusters Tal Schuster Sihao Chen S. Buthpitiya Alex Fabrikant Donald Metzler 26 41 0 15 Apr 2022
Fact Checking with Insufficient Evidence Pepa Atanasova J. Simonsen Christina Lioma Isabelle Augenstein 37 14 0 05 Apr 2022
Generating Data to Mitigate Spurious Correlations in Natural Language Inference Datasets Yuxiang Wu Matt Gardner Pontus Stenetorp Pradeep Dasigi 37 67 0 24 Mar 2022
Handling Bias in Toxic Speech Detection: A Survey Tanmay Garg Sarah Masud Tharun Suresh Tanmoy Chakraborty 17 91 0 26 Jan 2022
Unveiling Project-Specific Bias in Neural Code Models Zhiming Li Yanzhou Li Tianlin Li Mengnan Du Bozhi Wu Yushi Cao Yi Li Yang Liu 31 5 0 19 Jan 2022
Reducing Target Group Bias in Hate Speech Detectors Darsh J. Shah Sinong Wang Han Fang Hao Ma Luke Zettlemoyer FaML 25 2 0 07 Dec 2021
Open-Domain, Content-based, Multi-modal Fact-checking of Out-of-Context Images via Online Resources Sahar Abdelnabi Rakibul Hasan Mario Fritz 26 74 0 30 Nov 2021
Dataset of Fake News Detection and Fact Verification: A Survey Taichi Murayama GNN 26 38 0 05 Nov 2021
Explainable Fact-checking through Question Answering Jing Yang D. Vega-Oliveros Taís Seibt Anderson de Rezende Rocha HILM 27 14 0 11 Oct 2021
RAIL-KD: RAndom Intermediate Layer Mapping for Knowledge Distillation Md. Akmal Haidar Nithin Anchuri Mehdi Rezagholizadeh Abbas Ghaddar Philippe Langlais Pascal Poupart 31 22 0 21 Sep 2021
Avoiding Inference Heuristics in Few-shot Prompt-based Finetuning Prasetya Ajie Utama N. Moosavi Victor Sanh Iryna Gurevych AAML 61 35 0 09 Sep 2021
Debiasing Methods in Natural Language Understanding Make Bias More Accessible Michael J. Mendelson Yonatan Belinkov 42 23 0 09 Sep 2021
Diagnostics-Guided Explanation Generation Pepa Atanasova J. Simonsen Christina Lioma Isabelle Augenstein LRM FAtt 38 6 0 08 Sep 2021
End-to-End Self-Debiasing Framework for Robust NLU Training Abbas Ghaddar Philippe Langlais Mehdi Rezagholizadeh Ahmad Rashid UQCV 34 36 0 05 Sep 2021
A Survey on Automated Fact-Checking Zhijiang Guo M. Schlichtkrull Andreas Vlachos 27 457 0 26 Aug 2021
ProoFVer: Natural Logic Theorem Proving for Fact Verification Amrith Krishna Sebastian Riedel Andreas Vlachos 21 61 0 25 Aug 2021
Context-aware Adversarial Training for Name Regularity Bias in Named Entity Recognition Abbas Ghaddar Philippe Langlais Ahmad Rashid Mehdi Rezagholizadeh 39 42 0 24 Jul 2021
FaVIQ: FAct Verification from Information-seeking Questions Jungsoo Park Sewon Min Jaewoo Kang Luke Zettlemoyer Hannaneh Hajishirzi HILM 40 37 0 05 Jul 2021
Learning Stable Classifiers by Transferring Unstable Features Yujia Bao Shiyu Chang Regina Barzilay OOD 27 8 0 15 Jun 2021
FEVEROUS: Fact Extraction and VERification Over Unstructured and Structured information Rami Aly Zhijiang Guo M. Schlichtkrull James Thorne Andreas Vlachos Christos Christodoulopoulos O. Cocarascu Arpit Mittal HILM 27 174 0 10 Jun 2021
Predict then Interpolate: A Simple Algorithm to Learn Stable Classifiers Yujia Bao Shiyu Chang Regina Barzilay 18 20 0 26 May 2021
Hidden Biases in Unreliable News Detection Datasets Xiang Zhou Heba Elfardy Christos Christodoulopoulos Thomas Butler Joey Tianyi Zhou 22 15 0 20 Apr 2021
Towards Interpreting and Mitigating Shortcut Learning Behavior of NLU Models Mengnan Du Varun Manjunatha R. Jain Ruchi Deshpande Franck Dernoncourt Jiuxiang Gu Tong Sun Xia Hu 57 105 0 11 Mar 2021
DynaSent: A Dynamic Benchmark for Sentiment Analysis Christopher Potts Zhengxuan Wu Atticus Geiger Douwe Kiela 230 77 0 30 Dec 2020
Improving Robustness by Augmenting Training Sentences with Predicate-Argument Structures N. Moosavi M. Boer Prasetya Ajie Utama Iryna Gurevych 24 13 0 23 Oct 2020
Why do you think that? Exploring Faithful Sentence-Level Rationales Without Supervision Max Glockner Ivan Habernal Iryna Gurevych LRM 27 25 0 07 Oct 2020
Evaluation of Text Generation: A Survey Asli Celikyilmaz Elizabeth Clark Jianfeng Gao ELM LM&MA 19 376 0 26 Jun 2020
Fact or Fiction: Verifying Scientific Claims David Wadden Shanchuan Lin Kyle Lo Lucy Lu Wang Madeleine van Zuylen Arman Cohan Hannaneh Hajishirzi HAI 19 429 0 30 Apr 2020