A hybrid agentic workflow using Presidio for structured PII and fine-tuned LLMs plus verification for names, addresses, and identifiers detects PII in crash narratives at 0.82 precision and 0.94 recall.
Harrison, and Anton Dereventsov
3 Pith papers cite this work. Polarity classification is still indexing.
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2026 3representative citing papers
Proposes a modular agentic architecture for educational LLMs with stage-specific modules to incorporate pedagogical advice and improve controllability over monolithic chatbots.
citing papers explorer
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An Agentic Workflow for Detecting Personally Identifiable Information in Crash Narratives
A hybrid agentic workflow using Presidio for structured PII and fine-tuned LLMs plus verification for names, addresses, and identifiers detects PII in crash narratives at 0.82 precision and 0.94 recall.
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Modularizing Educational LLM-Agency for Fostering Responsible Learning Assistance
Proposes a modular agentic architecture for educational LLMs with stage-specific modules to incorporate pedagogical advice and improve controllability over monolithic chatbots.
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