Understanding and Mitigating Spurious Correlations in Text Classification with Neighborhood Analysis
Fuente:
arXiv
Guardado en:
| Autores principales: | Chew, Oscar, Lin, Hsuan-Tien, Chang, Kai-Wei, Huang, Kuan-Hao |
|---|---|
| Formato: | Preprint |
| Publicado: |
2023
|
| Materias: | |
| Acceso en línea: | |
| Etiquetas: |
Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
|
Ejemplares similares
PEPPER: Perception-Guided Perturbation for Robust Backdoor Defense in Text-to-Image Diffusion Models
por: Chew, Oscar, et al.
Publicado: (2025)
por: Chew, Oscar, et al.
Publicado: (2025)
Explore Spurious Correlations at the Concept Level in Language Models for Text Classification
por: Zhou, Yuhang, et al.
Publicado: (2023)
por: Zhou, Yuhang, et al.
Publicado: (2023)
Fighting Spurious Correlations in Text Classification via a Causal Learning Perspective
por: Zhou, Yuqing, et al.
Publicado: (2024)
por: Zhou, Yuqing, et al.
Publicado: (2024)
Measuring Spurious Correlation in Classification: 'Clever Hans' in Translationese
por: Borah, Angana, et al.
Publicado: (2023)
por: Borah, Angana, et al.
Publicado: (2023)
Reasoning in Transformers -- Mitigating Spurious Correlations and Reasoning Shortcuts
por: Enström, Daniel, et al.
Publicado: (2024)
por: Enström, Daniel, et al.
Publicado: (2024)
CoBA: Counterbias Text Augmentation for Mitigating Various Spurious Correlations via Semantic Triples
por: Jin, Kyohoon, et al.
Publicado: (2025)
por: Jin, Kyohoon, et al.
Publicado: (2025)
Spurious Correlations and Beyond: Understanding and Mitigating Shortcut Learning in SDOH Extraction with Large Language Models
por: Sakib, Fardin Ahsan, et al.
Publicado: (2025)
por: Sakib, Fardin Ahsan, et al.
Publicado: (2025)
Is CLIP Cross-Eyed? Revealing and Mitigating Center Bias in the CLIP Family
por: Chew, Oscar, et al.
Publicado: (2026)
por: Chew, Oscar, et al.
Publicado: (2026)
SLIM: Spuriousness Mitigation with Minimal Human Annotations
por: Xuan, Xiwei, et al.
Publicado: (2024)
por: Xuan, Xiwei, et al.
Publicado: (2024)
Mitigating Spurious Correlations Between Question and Answer via Chain-of-Thought Correctness Perception Distillation
por: Xie, Hongyan, et al.
Publicado: (2025)
por: Xie, Hongyan, et al.
Publicado: (2025)
In-context Learning in Presence of Spurious Correlations
por: Harutyunyan, Hrayr, et al.
Publicado: (2024)
por: Harutyunyan, Hrayr, et al.
Publicado: (2024)
Defending Text-to-image Diffusion Models: Surprising Efficacy of Textual Perturbations Against Backdoor Attacks
por: Chew, Oscar, et al.
Publicado: (2024)
por: Chew, Oscar, et al.
Publicado: (2024)
Mitigating Spurious Correlations in NLI via LLM-Synthesized Counterfactuals and Dynamic Balanced Sampling
por: Jaimes, Christopher Román
Publicado: (2025)
por: Jaimes, Christopher Román
Publicado: (2025)
Understanding and Mitigating Spurious Signal Amplification in Test-Time Reinforcement Learning for Math Reasoning
por: Yu, Yongcan, et al.
Publicado: (2026)
por: Yu, Yongcan, et al.
Publicado: (2026)
Learning the Wrong Lessons: Syntactic-Domain Spurious Correlations in Language Models
por: Shaib, Chantal, et al.
Publicado: (2025)
por: Shaib, Chantal, et al.
Publicado: (2025)
TextEE: Benchmark, Reevaluation, Reflections, and Future Challenges in Event Extraction
por: Huang, Kuan-Hao, et al.
Publicado: (2023)
por: Huang, Kuan-Hao, et al.
Publicado: (2023)
Contextual Label Projection for Cross-Lingual Structured Prediction
por: Parekh, Tanmay, et al.
Publicado: (2023)
por: Parekh, Tanmay, et al.
Publicado: (2023)
Mitigating Bias in Text Classification via Prompt-Based Text Transformation
por: Barker, Charmaine, et al.
Publicado: (2023)
por: Barker, Charmaine, et al.
Publicado: (2023)
Assessing Robustness to Spurious Correlations in Post-Training Language Models
por: Shuieh, Julia, et al.
Publicado: (2025)
por: Shuieh, Julia, et al.
Publicado: (2025)
When Bias Pretends to Be Truth: How Spurious Correlations Undermine Hallucination Detection in LLMs
por: Wang, Shaowen, et al.
Publicado: (2025)
por: Wang, Shaowen, et al.
Publicado: (2025)
Mitigating Data Imbalance in Automated Speaking Assessment
por: Tsai, Fong-Chun, et al.
Publicado: (2025)
por: Tsai, Fong-Chun, et al.
Publicado: (2025)
Pop-Up Distractions Reveal Bag-of-Events Behavior in Video Large Language Models
por: Chew, Oscar, et al.
Publicado: (2026)
por: Chew, Oscar, et al.
Publicado: (2026)
The Devil Is in the Details: Tackling Unimodal Spurious Correlations for Generalizable Multimodal Reward Models
por: Li, Zichao, et al.
Publicado: (2025)
por: Li, Zichao, et al.
Publicado: (2025)
Mitigating Boundary Ambiguity and Inherent Bias for Text Classification in the Era of Large Language Models
por: Lu, Zhenyi, et al.
Publicado: (2024)
por: Lu, Zhenyi, et al.
Publicado: (2024)
Removing Spurious Correlation from Neural Network Interpretations
por: Fotouhi, Milad, et al.
Publicado: (2024)
por: Fotouhi, Milad, et al.
Publicado: (2024)
AQAScore: Evaluating Semantic Alignment in Text-to-Audio Generation via Audio Question Answering
por: Kuan, Chun-Yi, et al.
Publicado: (2026)
por: Kuan, Chun-Yi, et al.
Publicado: (2026)
Delta -- Contrastive Decoding Mitigates Text Hallucinations in Large Language Models
por: Huang, Cheng Peng, et al.
Publicado: (2025)
por: Huang, Cheng Peng, et al.
Publicado: (2025)
White Men Lead, Black Women Help? Benchmarking and Mitigating Language Agency Social Biases in LLMs
por: Wan, Yixin, et al.
Publicado: (2024)
por: Wan, Yixin, et al.
Publicado: (2024)
Transparent Neighborhood Approximation for Text Classifier Explanation
por: Cai, Yi, et al.
Publicado: (2024)
por: Cai, Yi, et al.
Publicado: (2024)
Large Language Models for Oral History Understanding with Text Classification and Sentiment Analysis
por: Cherukuri, Komala Subramanyam, et al.
Publicado: (2025)
por: Cherukuri, Komala Subramanyam, et al.
Publicado: (2025)
ASPIRE: Language-Guided Data Augmentation for Improving Robustness Against Spurious Correlations
por: Ghosh, Sreyan, et al.
Publicado: (2023)
por: Ghosh, Sreyan, et al.
Publicado: (2023)
TASTE: Text-Aligned Speech Tokenization and Embedding for Spoken Language Modeling
por: Tseng, Liang-Hsuan, et al.
Publicado: (2025)
por: Tseng, Liang-Hsuan, et al.
Publicado: (2025)
CinPatent: Datasets for Patent Classification
por: Nguyen, Minh-Tien, et al.
Publicado: (2022)
por: Nguyen, Minh-Tien, et al.
Publicado: (2022)
Language Steering for Multilingual In-Context Learning
por: Kirtane, Neeraja, et al.
Publicado: (2026)
por: Kirtane, Neeraja, et al.
Publicado: (2026)
Understanding and Mitigating Language Confusion in LLMs
por: Marchisio, Kelly, et al.
Publicado: (2024)
por: Marchisio, Kelly, et al.
Publicado: (2024)
InsideOut: Measuring and Mitigating Insider-Outsider Bias in Interview Script Generation
por: Wan, Yixin, et al.
Publicado: (2025)
por: Wan, Yixin, et al.
Publicado: (2025)
Do Prompts Really Prompt? Exploring the Prompt Understanding Capability of Whisper
por: Yang, Chih-Kai, et al.
Publicado: (2024)
por: Yang, Chih-Kai, et al.
Publicado: (2024)
Spurious Rewards Paradox: Mechanistically Understanding How RLVR Activates Memorization Shortcuts in LLMs
por: Yan, Lecheng, et al.
Publicado: (2026)
por: Yan, Lecheng, et al.
Publicado: (2026)
Understanding and Mitigating the Threat of Vec2Text to Dense Retrieval Systems
por: Zhuang, Shengyao, et al.
Publicado: (2024)
por: Zhuang, Shengyao, et al.
Publicado: (2024)
Retrieval-augmented Encoders for Extreme Multi-label Text Classification
por: Wang, Yau-Shian, et al.
Publicado: (2025)
por: Wang, Yau-Shian, et al.
Publicado: (2025)
Ejemplares similares
-
PEPPER: Perception-Guided Perturbation for Robust Backdoor Defense in Text-to-Image Diffusion Models
por: Chew, Oscar, et al.
Publicado: (2025) -
Explore Spurious Correlations at the Concept Level in Language Models for Text Classification
por: Zhou, Yuhang, et al.
Publicado: (2023) -
Fighting Spurious Correlations in Text Classification via a Causal Learning Perspective
por: Zhou, Yuqing, et al.
Publicado: (2024) -
Measuring Spurious Correlation in Classification: 'Clever Hans' in Translationese
por: Borah, Angana, et al.
Publicado: (2023) -
Reasoning in Transformers -- Mitigating Spurious Correlations and Reasoning Shortcuts
por: Enström, Daniel, et al.
Publicado: (2024)