Nouran Khallaf, Serge Sharoff

Articles by Nouran Khallaf, Serge Sharoff

Academic · 1 min

To Predict or Not to Predict? Towards reliable uncertainty estimation in the presence of noise

arXiv:2603.07330v1 Announce Type: new Abstract: This study examines the role of uncertainty estimation (UE) methods in multilingual text classification under noisy and non-topical conditions. Using …

15 views Mar 10

Academic · 1 min

How Much Noise Can BERT Handle? Insights from Multilingual Sentence Difficulty Detection

arXiv:2603.07346v1 Announce Type: new Abstract: Noisy training data can significantly degrade the performance of language-model-based classifiers, particularly in non-topical classification tasks. In this study we …

Nouran Khallaf, Serge Sharoff

14 views Mar 10

Nouran Khallaf, Serge Sharoff

Articles by Nouran Khallaf, Serge Sharoff

To Predict or Not to Predict? Towards reliable uncertainty estimation in the presence of noise

How Much Noise Can BERT Handle? Insights from Multilingual Sentence Difficulty Detection

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