On the Limitations of Dataset Balancing: The Lost Battle Against Spurious Correlations

27 April 2022

Gabriel Stanovsky

Papers citing "On the Limitations of Dataset Balancing: The Lost Battle Against Spurious Correlations"

21 / 21 papers shown

Title
Beyond Benchmarks: On The False Promise of AI Regulation Gabriel Stanovsky Renana Keydar Gadi Perl Eliya Habba 39 1 0 28 Jan 2025
On the Shortcut Learning in Multilingual Neural Machine Translation Wenxuan Wang Wenxiang Jiao Jen-tse Huang Zhaopeng Tu Michael R. Lyu 75 1 0 15 Nov 2024
Effective Guidance for Model Attention with Simple Yes-no Annotations Seongmin Lee Ali Payani Duen Horng Chau FAtt 35 0 0 29 Oct 2024
Optimizing importance weighting in the presence of sub-population shifts Floris Holstege Bram Wouters Noud van Giersbergen C. Diks 24 0 0 18 Oct 2024
Compare without Despair: Reliable Preference Evaluation with Generation Separability Sayan Ghosh Tejas Srinivasan Swabha Swayamdipta 32 2 0 02 Jul 2024
Characterizing Stereotypical Bias from Privacy-preserving Pre-Training Stefan Arnold Rene Gröbner Annika Schreiner 27 0 0 30 Jun 2024
Data Debiasing with Datamodels (D3M): Improving Subgroup Robustness via Data Selection Saachi Jain Kimia Hamidieh Kristian Georgiev Andrew Ilyas Marzyeh Ghassemi Aleksander Madry 33 2 0 24 Jun 2024
Principles from Clinical Research for NLP Model Generalization Aparna Elangovan Jiayuan He Yuan Li Karin Verspoor CML 14 3 0 07 Nov 2023
Stubborn Lexical Bias in Data and Models Sofia Serrano Jesse Dodge Noah A. Smith 27 2 0 03 Jun 2023
Fighting Bias with Bias: Promoting Model Robustness by Amplifying Dataset Biases Yuval Reif Roy Schwartz 17 7 0 30 May 2023
Comparing Humans and Models on a Similar Scale: Towards Cognitive Gender Bias Evaluation in Coreference Resolution Gili Lior Gabriel Stanovsky 24 4 0 24 May 2023
On Degrees of Freedom in Defining and Testing Natural Language Understanding Saku Sugawara S. Tsugita ELM 21 1 0 24 May 2023
TTIDA: Controllable Generative Data Augmentation via Text-to-Text and Text-to-Image Models Yuwei Yin Jean Kaddour Xiang Zhang Yixin Nie Zhenguang Liu Lingpeng Kong Qi Liu DiffM 21 10 0 18 Apr 2023
Looking at the Overlooked: An Analysis on the Word-Overlap Bias in Natural Language Inference S. Rajaee Yadollah Yaghoobzadeh Mohammad Taher Pilehvar 23 5 0 07 Nov 2022
Are All Spurious Features in Natural Language Alike? An Analysis through a Causal Lens Nitish Joshi X. Pan Hengxing He CML 44 28 0 25 Oct 2022
Informativeness and Invariance: Two Perspectives on Spurious Correlations in Natural Language Jacob Eisenstein CML 26 25 0 09 Apr 2022
Deduplicating Training Data Makes Language Models Better Katherine Lee Daphne Ippolito A. Nystrom Chiyuan Zhang Douglas Eck Chris Callison-Burch Nicholas Carlini SyDa 237 588 0 14 Jul 2021
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 161 107 0 17 Apr 2021
With Little Power Comes Great Responsibility Dallas Card Peter Henderson Urvashi Khandelwal Robin Jia Kyle Mahowald Dan Jurafsky 225 115 0 13 Oct 2020
Knowledge Enhanced Contextual Word Representations Matthew E. Peters Mark Neumann IV RobertL.Logan Roy Schwartz Vidur Joshi Sameer Singh Noah A. Smith 224 655 0 09 Sep 2019
Hypothesis Only Baselines in Natural Language Inference Adam Poliak Jason Naradowsky Aparajita Haldar Rachel Rudinger Benjamin Van Durme 187 576 0 02 May 2018