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cs.CL2026
Fine-Tuning Over Architectural Complexity: Broad-Coverage PII Detection on PIIBench with DeBERTa
Pritesh Jha
Personally identifiable information (PII) detection systems are frequently trained within narrow source or domain boundaries, limiting coverage when deployed on heterogeneous text.…
cs.CL2026
PIIBench: A Unified Multi-Source Benchmark Corpus for Personally Identifiable Information Detection
Pritesh Jha
We present PIIBench, a unified benchmark corpus for Personally Identifiable Information (PII) detection in natural language text. Existing resources for PII detection are fragmente…