Truth or Twist? Optimal Model Selection for Reliable Label Flipping Evaluation in LLM-based Counterfactuals

Truth or Twist? Optimal Model Selection for Reliable Label Flipping Evaluation in LLM-based Counterfactuals

20 May 2025

Van Bach Nguyen

Luis Felipe Villa-Arenas

Christin Seifert

Sebastian Möller

Papers citing "Truth or Twist? Optimal Model Selection for Reliable Label Flipping Evaluation in LLM-based Counterfactuals"

11 / 11 papers shown

Title
Enhancing LLM Robustness to Perturbed Instructions: An Empirical Study Aryan Agrawal Lisa Alazraki Shahin Honarvar Marek Rei 93 2 0 03 Apr 2025
Text Classification in the LLM Era - Where do we stand? Sowmya Vajjala Shwetali Shimangaud VLM 84 2 0 17 Feb 2025
Preference Leakage: A Contamination Problem in LLM-as-a-judge Dawei Li Renliang Sun Yue Huang Ming Zhong Bohan Jiang Jiawei Han Wei Wei Wei Wang Huan Liu 99 23 0 03 Feb 2025
Towards Unifying Evaluation of Counterfactual Explanations: Leveraging Large Language Models for Human-Centric Assessments M. Domnich Julius Valja Rasmus Moorits Veski Giacomo Magnifico Kadi Tulver Eduard Barbu Raul Vicente LRM ELM 66 4 0 28 Oct 2024
Polyjuice: Generating Counterfactuals for Explaining, Evaluating, and Improving Models Tongshuang Wu Marco Tulio Ribeiro Jeffrey Heer Daniel S. Weld 87 246 0 01 Jan 2021
Explaining NLP Models via Minimal Contrastive Editing (MiCE) Alexis Ross Ana Marasović Matthew E. Peters 66 122 0 27 Dec 2020
Measuring Association Between Labels and Free-Text Rationales Sarah Wiegreffe Ana Marasović Noah A. Smith 307 178 0 24 Oct 2020
Learning the Difference that Makes a Difference with Counterfactually-Augmented Data Divyansh Kaushik Eduard H. Hovy Zachary Chase Lipton CML 65 567 0 26 Sep 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 471 24,160 0 26 Jul 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.3K 93,936 0 11 Oct 2018
Explanation in Artificial Intelligence: Insights from the Social Sciences Tim Miller XAI 232 4,229 0 22 Jun 2017