Informativeness and Invariance: Two Perspectives on Spurious Correlations in Natural Language

9 April 2022

Papers citing "Informativeness and Invariance: Two Perspectives on Spurious Correlations in Natural Language"

22 / 22 papers shown

Title
CASCADE Your Datasets for Cross-Mode Knowledge Retrieval of Language Models Runlong Zhou Yi Zhang RALM 53 0 0 02 Apr 2025
RNR: Teaching Large Language Models to Follow Roles and Rules Kuan-Chieh Jackson Wang Alexander Bukharin Haoming Jiang Qingyu Yin Zhengyang Wang ... Chao Zhang Bing Yin Xian Li Jianshu Chen Shiyang Li ALM 21 1 0 10 Sep 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 31 1 0 17 Jun 2024
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 21 0 0 16 Nov 2023
The Distributional Hypothesis Does Not Fully Explain the Benefits of Masked Language Model Pretraining Ting-Rui Chiang Dani Yogatama 20 1 0 25 Oct 2023
Establishing Trustworthiness: Rethinking Tasks and Model Evaluation Robert Litschko Max Müller-Eberstein Rob van der Goot Leon Weber Barbara Plank LRM 6 2 0 09 Oct 2023
Reasoning or Reciting? Exploring the Capabilities and Limitations of Language Models Through Counterfactual Tasks Zhaofeng Wu Linlu Qiu Alexis Ross Ekin Akyürek Boyuan Chen Bailin Wang Najoung Kim Jacob Andreas Yoon Kim LRM ReLM 35 191 0 05 Jul 2023
Stubborn Lexical Bias in Data and Models Sofia Serrano Jesse Dodge Noah A. Smith 24 2 0 03 Jun 2023
CFL: Causally Fair Language Models Through Token-level Attribute Controlled Generation Rahul Madhavan Rishabh Garg Kahini Wadhawan S. Mehta 11 5 0 01 Jun 2023
Shift-Robust Molecular Relational Learning with Causal Substructure Namkyeong Lee Kanghoon Yoon Gyoung S. Na Sein Kim Chanyoung Park 21 15 0 29 May 2023
Robust Natural Language Understanding with Residual Attention Debiasing Fei Wang James Y. Huang Tianyi Yan Wenxuan Zhou Muhao Chen 24 10 0 28 May 2023
AGRO: Adversarial Discovery of Error-prone groups for Robust Optimization Bhargavi Paranjape Pradeep Dasigi Vivek Srikumar Luke Zettlemoyer Hannaneh Hajishirzi 23 7 0 02 Dec 2022
Understanding Text Classification Data and Models Using Aggregated Input Salience Sebastian Ebert Alice Shoshana Jakobovits Katja Filippova FAtt 17 3 0 10 Nov 2022
NeuroCounterfactuals: Beyond Minimal-Edit Counterfactuals for Richer Data Augmentation Phillip Howard Gadi Singer Vasudev Lal Yejin Choi Swabha Swayamdipta CML 48 25 0 22 Oct 2022
Finding Dataset Shortcuts with Grammar Induction Dan Friedman Alexander Wettig Danqi Chen 16 14 0 20 Oct 2022
On Feature Learning in the Presence of Spurious Correlations Pavel Izmailov Polina Kirichenko Nate Gruver A. Wilson 16 116 0 20 Oct 2022
Nuisances via Negativa: Adjusting for Spurious Correlations via Data Augmentation A. Puli Nitish Joshi Yoav Wald Hera Y. He Rajesh Ranganath 24 16 0 04 Oct 2022
Measuring Causal Effects of Data Statistics on Language Model's `Factual' Predictions Yanai Elazar Nora Kassner Shauli Ravfogel Amir Feder Abhilasha Ravichander Marius Mosbach Yonatan Belinkov Hinrich Schütze Yoav Goldberg CML SyDa MILM 23 52 0 28 Jul 2022
Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations Polina Kirichenko Pavel Izmailov A. Wilson OOD 24 313 0 06 Apr 2022
WANLI: Worker and AI Collaboration for Natural Language Inference Dataset Creation Alisa Liu Swabha Swayamdipta Noah A. Smith Yejin Choi 21 212 0 16 Jan 2022
Competency Problems: On Finding and Removing Artifacts in Language Data Matt Gardner William Merrill Jesse Dodge Matthew E. Peters Alexis Ross Sameer Singh Noah A. Smith 161 106 0 17 Apr 2021
Hypothesis Only Baselines in Natural Language Inference Adam Poliak Jason Naradowsky Aparajita Haldar Rachel Rudinger Benjamin Van Durme 187 574 0 02 May 2018