Egor Shevchenko
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126
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2026
Data filtering methods for training language models
This paper comparatively analyzes two automatic label error detection methods, Confident Learning and Dataset Cartography, demonstrating that targeted data filtering significantly improves model performance, especially on small, noisy datasets.
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