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example difficulty

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model generalization (2) dataset complexity (1) multi-dataset benchmark (1) pattern complexity (1) human-in-the-loop auditing (1) network memorization (1) prediction depth (1) imagenet-1k (1) alignment performance (1) alpacaeval2 (1)

Papers

Lightweight Dataset Pruning without Full Training via Example Difficulty and Prediction Uncertainty ICML 2025 Principled Data Selection for Alignment: The Hidden Risks of Difficult Examples ICML 2025 Data Factors for Better Compositional Generalization EMNLP 2023 Tighter PAC-Bayes Generalisation Bounds by Leveraging Example Difficulty AISTATS 2023 Clustering Examples in Multi-Dataset Benchmarks with Item Response Theory ACL 2022 Estimating Example Difficulty Using Variance of Gradients CVPR 2022 Deep Learning Through the Lens of Example Difficulty NeurIPS 2021