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Redefining Toxicity: An Objective and Context-Aware Approach for Stress-Level-Based Detection (2503.16072v2)
Published 20 Mar 2025 in cs.LG, cs.AI, and cs.CL
Abstract: Most toxicity detection models treat toxicity as an intrinsic property of text, overlooking the role of context in shaping its impact. Drawing on interdisciplinary research, we reconceptualise toxicity as a socially emergent stress signal. We introduce a new framework for toxicity detection, including a formal definition and metric, and validate our approach on a novel dataset, demonstrating improved contextual sensitivity and adaptability.
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