Meddies-PII: A Multilingual Framework for Personally Identifiable Information Extraction in Clinical De-identification

arXiv:2609.12544 · cs.CL, cs.AI · Submitted 2026-09-11 · Read on arXiv

cs.CL, cs.AI

Submitted: 2026-09-11

Updated: 2026-10-08

Code: https://github.com/Samsung/CredData

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

Benchmark — 32× in this paper · explained in 2 episodes
Ontology — 8× in this paper · explained in 2 episodes
Verification — 6× in this paper · explained in 2 episodes
Named Entity Recognition — 5× in this paper
Transformer — 4× in this paper · explained in 2 episodes
Consistency — 2× in this paper · explained in 3 episodes
F1 Score — 2× in this paper · explained in 3 episodes
Fine-Tuning — 2× in this paper · explained in 5 episodes
Synthetic Data Generation — 2× in this paper · explained in 5 episodes
Annotation Ambiguity — 1× in this paper · explained in 1 episode
Conditional Random Field — 1× in this paper
Foundation Model — 1× in this paper · explained in 3 episodes
Foundation Models — 1× in this paper · explained in 7 episodes
Generalization — 1× in this paper · explained in 13 episodes
Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes
Named Entity Recognition (NER) — 1× in this paper · explained in 2 episodes
Reinforcement Learning — 1× in this paper · explained in 4 episodes
Reinforcement Learning (RL) — 1× in this paper · explained in 25 episodes
Robustness — 1× in this paper · explained in 5 episodes
Supervised Fine-Tuning (SFT) — 1× in this paper · explained in 8 episodes

Sources

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