System Demo: Tool and Infrastructure for Offensive Language Error Analysis (OLEA) in English

System Demo: Tool and Infrastructure for Offensive Language Error Analysis (OLEA) in English

The automatic detection of offensive language is a pressing societal need. Many systems perform well on explicit offensive language but struggle to detect more complex, nuanced, or implicit cases of offensive and hateful language. OLEA is an open-source Python library that provides easy-to-use tools...

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Hauptverfasser: Grace, Marie, Seabrum, Xajavion "Jay", Srinivas, Dananjay, Palmer, Alexis
Format: Artikel
Sprache:eng
Schlagworte:
Computer Science - Artificial Intelligence
Computer Science - Computation and Language
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Zusammenfassung:The automatic detection of offensive language is a pressing societal need. Many systems perform well on explicit offensive language but struggle to detect more complex, nuanced, or implicit cases of offensive and hateful language. OLEA is an open-source Python library that provides easy-to-use tools for error analysis in the context of detecting offensive language in English. OLEA also provides an infrastructure for re-distribution of new datasets and analysis methods requiring very little coding.
DOI:10.48550/arxiv.2210.16398