On the definition of toxicity in NLP

October 03, 2023 ยท Declared Dead ยท ๐Ÿ› arXiv.org

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Authors Sergey Berezin, Reza Farahbakhsh, Noel Crespi arXiv ID 2310.02357 Category cs.CL: Computation & Language Cross-listed cs.AI, cs.LG Citations 2 Venue arXiv.org Last Checked 5 months ago
Abstract
The fundamental problem in toxicity detection task lies in the fact that the toxicity is ill-defined. This causes us to rely on subjective and vague data in models' training, which results in non-robust and non-accurate results: garbage in - garbage out. This work suggests a new, stress-level-based definition of toxicity designed to be objective and context-aware. On par with it, we also describe possible ways of applying this new definition to dataset creation and model training.
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