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cs.CL2026
GLiNER2-PII: A Multilingual Model for Personally Identifiable Information Extraction
Urchade Zaratiana, Ash Lewis, George Hurn-Maloney
Reliable detection of personally identifiable information (PII) is increasingly important across modern data-processing systems, yet the task remains difficult: PII spans are heter…
cs.CL2026
GLiGuard: Schema-Conditioned Classification for LLM Safeguard
Urchade Zaratiana, Mary Newhauser, George Hurn-Maloney +1
Ensuring safe, policy-compliant outputs from large language models requires real-time content moderation that can scale across multiple safety dimensions. However, state-of-the-art…
cs.CL2025
GLiNER2: An Efficient Multi-Task Information Extraction System with Schema-Driven Interface
Urchade Zaratiana, Gil Pasternak, Oliver Boyd +2
Information extraction (IE) is fundamental to numerous NLP applications, yet existing solutions often require specialized models for different tasks or rely on computationally expe…