dataset bia

Failure Modes for Deep Learning-Based Online Mapping: How to Measure and Address Them CVPR 2026 Fake News Detection Strategies under Dataset Bias: Using Large-scale Coarse-grained Labels EACL 2026 Games of Representation: Developing Card-Based Activities to Teach About Representation and Bias in AI Datasets AAAI 2026 What Are They Filtering Out? An Experimental Benchmark of Filtering Strategies for Harm Reduction in Pretraining Datasets AAAI 2026 A Decade's Battle on Dataset Bias: Are We There Yet? ICLR 2025 Assessing Modality Bias in Video Question Answering Benchmarks with Multimodal Large Language Models AAAI 2025 Attention IoU: Examining Biases in CelebA using Attention Maps CVPR 2025 Beyond Accuracy: Revisiting Out-of-Distribution Generalization in NLI Models CoNLL 2025 Beyond Dataset Creation: Critical View of Annotation Variation and Bias Probing of a Dataset for Online Radical Content Detection COLING 2025 Circumventing Shortcuts in Audio-visual Deepfake Detection Datasets with Unsupervised Learning CVPR 2025 Common Sense Bias Modeling for Classification Tasks AAAI 2025 Curriculum Debiasing: Toward Robust Parameter-Efficient Fine-Tuning Against Dataset Biases ACL 2025 Data Caricatures: On the Representation of African American Language in Pretraining Corpora ACL 2025 DefVerify: Do Hate Speech Models Reflect Their Dataset’s Definition? COLING 2025 Low-Biased General Annotated Dataset Generation CVPR 2025 Modeling Saliency Dataset Bias ICCV 2025 Navigating Dialectal Bias and Ethical Complexities in Levantine Arabic Hate Speech Detection COLING 2025 RAZOR: Sharpening Knowledge by Cutting Bias with Unsupervised Text Rewriting AAAI 2025 Rethinking Fair Representation Learning for Performance-Sensitive Tasks ICLR 2025 Text Takes Over: A Study of Modality Bias in Multimodal Intent Detection EMNLP 2025 A Simple Remedy for Dataset Bias via Self-Influence: A Mislabeled Sample Perspective NeurIPS 2024 Beyond the Numbers: Transparency in Relation Extraction Benchmark Creation and Leaderboards EMNLP 2024 Bias-Conflict Sample Synthesis and Adversarial Removal Debias Strategy for Temporal Sentence Grounding in Video AAAI 2024 Blind Spots and Biases: Exploring the Role of Annotator Cognitive Biases in NLP NAACL 2024 Causal-Guided Active Learning for Debiasing Large Language Models ACL 2024