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Tulika Bose

3 accepted papers

2022

Domain Classification-based Source-specific Term Penalization for Domain Adaptation in Hate-speech Detection

COLING 2022main

State-of-the-art approaches for hate-speech detection usually exhibit poor performance in out-of-domain settings. This occurs, typically, due to classifiers overemphasizing source-specific information that negatively impacts its domain invariance. Prior work has attempted to penalize terms related t…

Cited by 3SourcePDFScholar
2022

Dynamically Refined Regularization for Improving Cross-corpora Hate Speech Detection

ACL 2022findings

Hate speech classifiers exhibit substantial performance degradation when evaluated on datasets different from the source. This is due to learning spurious correlations between words that are not necessarily relevant to hateful language, and hate speech labels from the training corpus. Previous work…