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2012.01300
Cited By
Learning from others' mistakes: Avoiding dataset biases without modeling them
2 December 2020
Victor Sanh
Thomas Wolf
Yonatan Belinkov
Alexander M. Rush
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Papers citing
"Learning from others' mistakes: Avoiding dataset biases without modeling them"
50 / 75 papers shown
Title
How to Improve the Robustness of Closed-Source Models on NLI
Joe Stacey
Lisa Alazraki
Aran Ubhi
Beyza Ermis
Aaron Mueller
Marek Rei
42
0
0
26 May 2025
Information Gain-Guided Causal Intervention for Autonomous Debiasing Large Language Models
Zhouhao Sun
Xiao Ding
Li Du
Yunpeng Xu
Yixuan Ma
Yang Zhao
Bing Qin
Ting Liu
88
0
0
17 Apr 2025
MiMu: Mitigating Multiple Shortcut Learning Behavior of Transformers
Lili Zhao
Qi Liu
Wei-neng Chen
Lu Chen
R.-H. Sun
Min Hou
Yang Wang
Shijin Wang
142
0
0
14 Apr 2025
EqualizeIR: Mitigating Linguistic Biases in Retrieval Models
Jiali Cheng
Hadi Amiri
90
1
0
22 Mar 2025
DBR: Divergence-Based Regularization for Debiasing Natural Language Understanding Models
Zihao Li
Ruixiang Tang
Lu Cheng
Shuaiqiang Wang
D. Yin
Jundong Li
152
0
0
25 Feb 2025
Shortcut Learning in In-Context Learning: A Survey
Rui Song
Yingji Li
Fausto Giunchiglia
Fausto Giunchiglia
Hao Xu
126
3
0
04 Nov 2024
Towards Robust Extractive Question Answering Models: Rethinking the Training Methodology
Son Quoc Tran
Matt Kretchmar
OOD
43
0
0
29 Sep 2024
MABR: Multilayer Adversarial Bias Removal Without Prior Bias Knowledge
Maxwell J. Yin
Boyu Wang
Charles Ling
83
0
0
10 Aug 2024
Not Eliminate but Aggregate: Post-Hoc Control over Mixture-of-Experts to Address Shortcut Shifts in Natural Language Understanding
Ukyo Honda
Tatsushi Oka
Peinan Zhang
Masato Mita
90
1
0
17 Jun 2024
Conditional Language Learning with Context
X. Zhang
Miao Li
Ji Wu
96
4
0
04 Jun 2024
Explanation based Bias Decoupling Regularization for Natural Language Inference
Jianxiang Zang
Hui Liu
64
1
0
20 Apr 2024
Learning Decomposable and Debiased Representations via Attribute-Centric Information Bottlenecks
Jinyung Hong
Eunyeong Jeon
Changhoon Kim
Keun Hee Park
Utkarsh Nath
Yezhou Yang
Pavan Turaga
Theodore P. Pavlic
CML
93
0
0
21 Mar 2024
Analyzing the Evaluation of Cross-Lingual Knowledge Transfer in Multilingual Language Models
Sara Rajaee
Christof Monz
80
4
0
03 Feb 2024
Improving Bias Mitigation through Bias Experts in Natural Language Understanding
Eojin Jeon
Mingyu Lee
Juhyeong Park
Yeachan Kim
Wing-Lam Mok
SangKeun Lee
44
2
0
06 Dec 2023
IBADR: an Iterative Bias-Aware Dataset Refinement Framework for Debiasing NLU models
Xiaoyue Wang
Xin Liu
Lijie Wang
Yaoxiang Wang
Jinsong Su
Hua Wu
74
2
0
01 Nov 2023
Mitigating Bias for Question Answering Models by Tracking Bias Influence
Mingyu Derek Ma
Jiun-Yu Kao
Arpit Gupta
Yu-Hsiang Lin
Wenbo Zhao
Tagyoung Chung
Wei Wang
Kai-Wei Chang
Nanyun Peng
74
4
0
13 Oct 2023
FTFT: Efficient and Robust Fine-Tuning by Transferring Training Dynamics
Yupei Du
Albert Gatt
Dong Nguyen
71
1
0
10 Oct 2023
Learning to Diversify Neural Text Generation via Degenerative Model
Jimin Hong
Yujin Baek
Jaegul Choo
71
1
0
22 Sep 2023
Mitigating Shortcuts in Language Models with Soft Label Encoding
Zirui He
Huiqi Deng
Haiyan Zhao
Ninghao Liu
Jundong Li
64
2
0
17 Sep 2023
A Simple yet Effective Self-Debiasing Framework for Transformer Models
Xiaoyue Wang
Lijie Wang
Xin Liu
Suhang Wu
Jinsong Su
Huasen Wu
68
4
0
02 Jun 2023
Fighting Bias with Bias: Promoting Model Robustness by Amplifying Dataset Biases
Yuval Reif
Roy Schwartz
78
7
0
30 May 2023
Robust Natural Language Understanding with Residual Attention Debiasing
Fei Wang
James Y. Huang
Tianyi Yan
Wenxuan Zhou
Muhao Chen
69
11
0
28 May 2023
From Shortcuts to Triggers: Backdoor Defense with Denoised PoE
Qin Liu
Fei Wang
Chaowei Xiao
Muhao Chen
AAML
108
23
0
24 May 2023
Distilling Robustness into Natural Language Inference Models with Domain-Targeted Augmentation
Joe Stacey
Marek Rei
57
3
0
22 May 2023
Explanation-based Finetuning Makes Models More Robust to Spurious Cues
Josh Magnus Ludan
Yixuan Meng
Nguyen Tai
Saurabh Shah
Qing Lyu
Marianna Apidianaki
Chris Callison-Burch
AAML
LRM
109
21
0
08 May 2023
CausalAPM: Generalizable Literal Disentanglement for NLU Debiasing
Songyang Gao
Shihan Dou
Junjie Shan
Qi Zhang
Xuanjing Huang
CML
60
0
0
04 May 2023
Implicit Visual Bias Mitigation by Posterior Estimate Sharpening of a Bayesian Neural Network
Rebecca S Stone
Nishant Ravikumar
A. Bulpitt
David C. Hogg
BDL
72
0
0
29 Mar 2023
Contrastive variational information bottleneck for aspect-based sentiment analysis
Ming-Wei Chang
Min Yang
Qingshan Jiang
Ruifeng Xu
85
4
0
06 Mar 2023
UnbiasedNets: A Dataset Diversification Framework for Robustness Bias Alleviation in Neural Networks
Mahum Naseer
B. Prabakaran
Osman Hasan
Mohamed Bennai
88
9
0
24 Feb 2023
Delving into Identify-Emphasize Paradigm for Combating Unknown Bias
Bowen Zhao
Chen Chen
Qian-Wei Wang
Anfeng He
Shutao Xia
94
1
0
22 Feb 2023
Beyond Distribution Shift: Spurious Features Through the Lens of Training Dynamics
Nihal Murali
A. Puli
Ke Yu
Rajesh Ranganath
Kayhan Batmanghelich
AAML
84
10
0
18 Feb 2023
Pushing the Accuracy-Group Robustness Frontier with Introspective Self-play
J. Liu
Krishnamurthy Dvijotham
Jihyeon Janel Lee
Quan Yuan
Martin Strobel
Balaji Lakshminarayanan
Deepak Ramachandran
75
5
0
11 Feb 2023
Guide the Learner: Controlling Product of Experts Debiasing Method Based on Token Attribution Similarities
Ali Modarressi
Hossein Amirkhani
Mohammad Taher Pilehvar
48
2
0
06 Feb 2023
Feature-Level Debiased Natural Language Understanding
Yougang Lyu
Piji Li
Yechang Yang
Maarten de Rijke
Pengjie Ren
Yukun Zhao
D. Yin
Zhaochun Ren
91
12
0
11 Dec 2022
AGRO: Adversarial Discovery of Error-prone groups for Robust Optimization
Bhargavi Paranjape
Pradeep Dasigi
Vivek Srikumar
Luke Zettlemoyer
Hannaneh Hajishirzi
98
8
0
02 Dec 2022
Soft Alignment Objectives for Robust Adaptation of Language Generation
Michal vStefánik
Marek Kadlcík
Petr Sojka
79
2
0
29 Nov 2022
Using Focal Loss to Fight Shallow Heuristics: An Empirical Analysis of Modulated Cross-Entropy in Natural Language Inference
Frano Rajic
Ivan Stresec
Axel Marmet
Tim Postuvan
43
3
0
23 Nov 2022
Bridging Fairness and Environmental Sustainability in Natural Language Processing
Marius Hessenthaler
Emma Strubell
Dirk Hovy
Anne Lauscher
92
8
0
08 Nov 2022
Looking at the Overlooked: An Analysis on the Word-Overlap Bias in Natural Language Inference
S. Rajaee
Yadollah Yaghoobzadeh
Mohammad Taher Pilehvar
73
5
0
07 Nov 2022
SelecMix: Debiased Learning by Contradicting-pair Sampling
Inwoo Hwang
Sangjun Lee
Yunhyeok Kwak
Seong Joon Oh
Damien Teney
Jin-Hwa Kim
Byoung-Tak Zhang
OOD
410
30
0
04 Nov 2022
Debiasing Masks: A New Framework for Shortcut Mitigation in NLU
Johannes Mario Meissner
Saku Sugawara
Akiko Aizawa
AAML
61
16
0
28 Oct 2022
Kernel-Whitening: Overcome Dataset Bias with Isotropic Sentence Embedding
Songyang Gao
Shihan Dou
Qi Zhang
Xuanjing Huang
43
8
0
14 Oct 2022
Less is Better: Recovering Intended-Feature Subspace to Robustify NLU Models
Ting Wu
Tao Gui
74
5
0
16 Sep 2022
A Survey on Measuring and Mitigating Reasoning Shortcuts in Machine Reading Comprehension
Xanh Ho
Johannes Mario Meissner
Saku Sugawara
Akiko Aizawa
OffRL
92
4
0
05 Sep 2022
Shortcut Learning of Large Language Models in Natural Language Understanding
Mengnan Du
Fengxiang He
Na Zou
Dacheng Tao
Helen Zhou
KELM
OffRL
138
90
0
25 Aug 2022
Distilling Model Failures as Directions in Latent Space
Saachi Jain
Hannah Lawrence
Ankur Moitra
Aleksander Madry
97
90
0
29 Jun 2022
Methods for Estimating and Improving Robustness of Language Models
Michal Stefánik
57
3
0
16 Jun 2022
Causal Balancing for Domain Generalization
Xinyi Wang
Michael Stephen Saxon
Jiachen Li
Hongyang R. Zhang
Kun Zhang
William Yang Wang
OOD
CML
113
23
0
10 Jun 2022
Improving Evaluation of Debiasing in Image Classification
Jungsoo Lee
Juyoung Lee
Sanghun Jung
Jaegul Choo
70
0
0
08 Jun 2022
Robust Task-Oriented Dialogue Generation with Contrastive Pre-training and Adversarial Filtering
Shiquan Yang
Xinting Huang
Jey Han Lau
S. Erfani
88
5
0
20 May 2022
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