Fairness

Cultural Bias Matters: A Cross-Cultural Benchmark Dataset and Sentiment-Enriched Model for Understanding Multimodal Metaphors ACL 2025 Culture Cartography: Mapping the Landscape of Cultural Knowledge EMNLP 2025 Culture is Everywhere: A Call for Intentionally Cultural Evaluation EMNLP 2025 Culture is Not Trivia: Sociocultural Theory for Cultural NLP ACL 2025 CURE: Controlled Unlearning for Robust Embeddings — Mitigating Conceptual Shortcuts in Pre-Trained Language Models EMNLP 2025 CuRe: Cultural Gaps in the Long Tail of Text-to-Image Systems ICCV 2025 Curriculum Debiasing: Toward Robust Parameter-Efficient Fine-Tuning Against Dataset Biases ACL 2025 Curse of Knowledge: Your Guidance and Provided Knowledge are biasing LLM Judges in Complex Evaluation EMNLP 2025 Data Attribution: A Data-Centric Approach for Trustworthy AI Development AAAI 2025 Data Caricatures: On the Representation of African American Language in Pretraining Corpora ACL 2025 DDB: Diffusion Driven Balancing to Address Spurious Correlations ICCV 2025 Debiasify: Self-Distillation for Unsupervised Bias Mitigation WACV 2025 Debiasing by obfuscating with 007-classifiers promotes fairness in multi-community settings COLING 2025 Debiasing Large Language Models in Thai Political Stance Detection via Counterfactual Calibration EMNLP 2025 Debiasing Multilingual LLMs in Cross-lingual Latent Space EMNLP 2025 Debiasing Multimodal Large Language Models via Noise-Aware Preference Optimization CVPR 2025 Debiasing Online Preference Learning via Preference Feature Preservation ACL 2025 Debiasing Static Embeddings for Hate Speech Detection ACL 2025 Debiasing the Fine-Grained Classification Task in LLMs with Bias-Aware PEFT ACL 2025 DeCAP: Context-Adaptive Prompt Generation for Debiasing Zero-shot Question Answering in Large Language Models NAACL 2025 DECASTE: Unveiling Caste Stereotypes in Large Language Models Through Multi-Dimensional Bias Analysis IJCAI 2025 DecepBench: Benchmarking Multimodal Deception Detection ACL 2025 Decoding Fatphobia: Examining Anti-Fat and Pro-Thin Bias in AI-Generated Images NAACL 2025 Deep Fair Multi-View Clustering with Attention KAN CVPR 2025 DefVerify: Do Hate Speech Models Reflect Their Dataset’s Definition? COLING 2025