Search Results for author: Yuqing Zhou

Found 2 papers, 1 papers with code

Towards Robust Text Classification: Mitigating Spurious Correlations with Causal Learning

no code implementations1 Nov 2024 Yuqing Zhou, Ziwei Zhu

In text classification tasks, models often rely on spurious correlations for predictions, incorrectly associating irrelevant features with the target labels.

counterfactual Counterfactual Reasoning +3

Navigating the Shortcut Maze: A Comprehensive Analysis of Shortcut Learning in Text Classification by Language Models

1 code implementation26 Sep 2024 Yuqing Zhou, Ruixiang Tang, Ziyu Yao, Ziwei Zhu

Language models (LMs), despite their advances, often depend on spurious correlations, undermining their accuracy and generalizability.

text-classification Text Classification

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