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Home/Authors/Ihor Stepanov

Ihor Stepanov

1 indexed paper

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Publications per year

1
26

Top categories

ML×1AI×1NLP×1

Frequent co-authors

Aleksandr Smechov1×

Research Timeline

2026
Opir: Efficient Multi-Task Safety Classification for Toxicity, Jailbreaks, Hate Speech, and Harmful Content

The paper introduces Opir, an efficient family of encoder-based multi-task guardrail models that provides competitive safety classification performance across various tasks while maintaining a significantly smaller deployment footprint than existing large guardrail models.

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Papers

cs.LGcs.AIcs.CLRecentMay 28, 2026

Opir: Efficient Multi-Task Safety Classification for Toxicity, Jailbreaks, Hate Speech, and Harmful Content

Ihor Stepanov, Aleksandr Smechov

The paper introduces Opir, an efficient family of encoder-based multi-task guardrail models that provides competitive safety classification performance across various tasks while maintaining a signifi…

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