End-to-End Self-Debiasing Framework for Robust NLU Training

5 September 2021

Papers citing "End-to-End Self-Debiasing Framework for Robust NLU Training"

22 / 22 papers shown

Title
EqualizeIR: Mitigating Linguistic Biases in Retrieval Models Jiali Cheng Hadi Amiri 23 1 0 22 Mar 2025
Towards Robust Extractive Question Answering Models: Rethinking the Training Methodology Son Quoc Tran Matt Kretchmar OOD 19 0 0 29 Sep 2024
LLMs Are Biased Towards Output Formats! Systematically Evaluating and Mitigating Output Format Bias of LLMs Do Xuan Long Hai Nguyen Ngoc Tiviatis Sim Hieu Dao Shafiq R. Joty Kenji Kawaguchi Nancy F. Chen Min-Yen Kan 29 7 0 16 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 36 1 0 17 Jun 2024
Explanation based Bias Decoupling Regularization for Natural Language Inference Jianxiang Zang Hui Liu 16 0 0 20 Apr 2024
Self-Supervised Position Debiasing for Large Language Models Zhongkun Liu Zheng Chen Mengqi Zhang Zhaochun Ren Pengjie Ren Zhumin Chen 34 1 0 02 Jan 2024
Improving Bias Mitigation through Bias Experts in Natural Language Understanding Eojin Jeon Mingyu Lee Juhyeong Park Yeachan Kim Wing-Lam Mok SangKeun Lee 11 2 0 06 Dec 2023
A Simple yet Effective Self-Debiasing Framework for Transformer Models Xiaoyue Wang Lijie Wang Xin Liu Suhang Wu Jinsong Su Huasen Wu 31 3 0 02 Jun 2023
Robust Natural Language Understanding with Residual Attention Debiasing Fei Wang James Y. Huang Tianyi Yan Wenxuan Zhou Muhao Chen 29 10 0 28 May 2023
From Shortcuts to Triggers: Backdoor Defense with Denoised PoE Qin Liu Fei Wang Chaowei Xiao Muhao Chen AAML 24 21 0 24 May 2023
DialogVCS: Robust Natural Language Understanding in Dialogue System Upgrade Zefan Cai Xin Zheng Tianyu Liu Xu Wang H. Meng Jiaqi Han Gang Yuan Binghuai Lin Baobao Chang Yunbo Cao 14 4 0 24 May 2023
Improving Classifier Robustness through Active Generation of Pairwise Counterfactuals Ananth Balashankar Xuezhi Wang Yao Qin Ben Packer Nithum Thain Jilin Chen Ed H. Chi Alex Beutel 15 0 0 22 May 2023
Guide the Learner: Controlling Product of Experts Debiasing Method Based on Token Attribution Similarities Ali Modarressi Hossein Amirkhani Mohammad Taher Pilehvar 6 2 0 06 Feb 2023
Feature-Level Debiased Natural Language Understanding Yougang Lyu Piji Li Yechang Yang Maarten de Rijke Pengjie Ren Yukun Zhao Dawei Yin Z. Ren 23 10 0 11 Dec 2022
A Win-win Deal: Towards Sparse and Robust Pre-trained Language Models Yuanxin Liu Fandong Meng Zheng Lin JiangNan Li Peng Fu Yanan Cao Weiping Wang Jie Zhou 28 4 0 11 Oct 2022
A Survey on Measuring and Mitigating Reasoning Shortcuts in Machine Reading Comprehension Xanh Ho Johannes Mario Meissner Saku Sugawara Akiko Aizawa OffRL 30 4 0 05 Sep 2022
Generating Data to Mitigate Spurious Correlations in Natural Language Inference Datasets Yuxiang Wu Matt Gardner Pontus Stenetorp Pradeep Dasigi 19 67 0 24 Mar 2022
RAIL-KD: RAndom Intermediate Layer Mapping for Knowledge Distillation Md. Akmal Haidar Nithin Anchuri Mehdi Rezagholizadeh Abbas Ghaddar Philippe Langlais Pascal Poupart 27 22 0 21 Sep 2021
Knowledge Distillation with Noisy Labels for Natural Language Understanding Shivendra Bhardwaj Abbas Ghaddar Ahmad Rashid Khalil Bibi Cheng-huan Li A. Ghodsi Philippe Langlais Mehdi Rezagholizadeh 19 1 0 21 Sep 2021
How to Select One Among All? An Extensive Empirical Study Towards the Robustness of Knowledge Distillation in Natural Language Understanding Tianda Li Ahmad Rashid A. Jafari Pranav Sharma A. Ghodsi Mehdi Rezagholizadeh AAML 17 5 0 13 Sep 2021
Towards Zero-Shot Knowledge Distillation for Natural Language Processing Ahmad Rashid Vasileios Lioutas Abbas Ghaddar Mehdi Rezagholizadeh 8 27 0 31 Dec 2020
Hypothesis Only Baselines in Natural Language Inference Adam Poliak Jason Naradowsky Aparajita Haldar Rachel Rudinger Benjamin Van Durme 187 576 0 02 May 2018