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When Does Span-Guided Detoxification Help? Human Preferences and Evaluator Diagnostics in a Controlled Comparison

arXiv cs.CL · 2026-07-30 Cached

This paper presents a controlled comparison of span-guided and unguided text detoxification via human evaluation, finding a trade-off: span-guided rewriting is preferred when preserving original stance is important, while unguided rewriting is favored for more complete mitigation, especially on milder toxicity. The study also assesses automatic evaluators as diagnostics rather than substitutes for human judgment.

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