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Home/Authors/Elena Bruches

Elena Bruches

1 indexed paper

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Publications per year

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26

Top categories

NLP×1AI×1ML×1

Frequent co-authors

Egor Shevchenko1×

Research Timeline

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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Papers

cs.CLcs.AIcs.LGRecentMay 28, 2026

Data filtering methods for training language models

Egor Shevchenko, Elena Bruches

This paper comparatively analyzes two automatic label error detection methods, Confident Learning and Dataset Cartography, demonstrating that targeted data filtering significantly improves model perfo…

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