Explore Spurious Correlations at the Concept Level in Language Models
for Text Classification

Explore Spurious Correlations at the Concept Level in Language Models for Text Classification

15 November 2023

Xiaoyu Liu

Bang An

Furong Huang

Papers citing "Explore Spurious Correlations at the Concept Level in Language Models for Text Classification"

12 / 12 papers shown

Title
Large Language Models and Causal Inference in Collaboration: A Survey Xiaoyu Liu Paiheng Xu Junda Wu Jiaxin Yuan Yifan Yang ... Haoliang Wang Tong Yu Julian McAuley Wei Ai Furong Huang ELM LRM 50 5 0 14 Mar 2024
Improving the TENOR of Labeling: Re-evaluating Topic Models for Content Analysis Zongxia Li Andrew Mao Daniel Stephens Pranav Goel Emily Walpole A. Dima Juan Fung Jordan L. Boyd-Graber 28 5 0 29 Jan 2024
Investigating Ensemble Methods for Model Robustness Improvement of Text Classifiers Jieyu Zhao Xuezhi Wang Yao Qin Jilin Chen Kai-Wei Chang UQCV 30 2 0 28 Oct 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 298 8,441 0 04 Mar 2022
Identifying and Mitigating Spurious Correlations for Improving Robustness in NLP Models Tianlu Wang Rohit Sridhar Diyi Yang Xuezhi Wang AAML 99 52 0 14 Oct 2021
Low Frequency Names Exhibit Bias and Overfitting in Contextualizing Language Models Robert Wolfe Aylin Caliskan 57 42 0 01 Oct 2021
Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order Sensitivity Yao Lu Max Bartolo Alastair Moore Sebastian Riedel Pontus Stenetorp AILaw LRM 265 882 0 18 Apr 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 230 1,649 0 31 Dec 2020
An Investigation of Why Overparameterization Exacerbates Spurious Correlations Shiori Sagawa Aditi Raghunathan Pang Wei Koh Percy Liang 118 326 0 09 May 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 242 1,382 0 21 Jan 2020
Hypothesis Only Baselines in Natural Language Inference Adam Poliak Jason Naradowsky Aparajita Haldar Rachel Rudinger Benjamin Van Durme 184 548 0 02 May 2018
Generating Natural Language Adversarial Examples M. Alzantot Yash Sharma Ahmed Elgohary Bo-Jhang Ho Mani B. Srivastava Kai-Wei Chang AAML 223 863 0 21 Apr 2018