The text anonymization benchmark (tab): A dedicated corpus and evaluation framework for text anonymization
We present a novel benchmark and associated evaluation metrics for assessing the
performance of text anonymization methods. Text anonymization, defined as the task of …
performance of text anonymization methods. Text anonymization, defined as the task of …
[PDF][PDF] The invisible workload of open research
TJ Hostler - Journal of Trial & Error, 2023 - assets.pubpub.org
It is acknowledged that conducting open research requires additional time and effort
compared to conducting 'closed'research. However, this additional work is often discussed …
compared to conducting 'closed'research. However, this additional work is often discussed …
Anonymization Procedures for Tabular Data: An Explanatory Technical and Legal Synthesis
R Aufschläger, J Folz, E März, J Guggumos, M Heigl… - Information, 2023 - mdpi.com
In the European Union, Data Controllers and Data Processors, who work with personal data,
have to comply with the General Data Protection Regulation and other applicable laws. This …
have to comply with the General Data Protection Regulation and other applicable laws. This …
End-to-end pseudonymization of fine-tuned clinical BERT models: Privacy preservation with maintained data utility
Many state-of-the-art results in natural language processing (NLP) rely on large pre-trained
language models (PLMs). These models consist of large amounts of parameters that are …
language models (PLMs). These models consist of large amounts of parameters that are …
PIILO: an open-source system for personally identifiable information labeling and obfuscation
Purpose This study aims to report on an automatic deidentification system for labeling and
obfuscating personally identifiable information (PII) in student-generated text …
obfuscating personally identifiable information (PII) in student-generated text …
Generation of Replacement Options in Text Sanitization
AW Olstad, A Papadopoulou… - Proceedings of the 24th …, 2023 - aclanthology.org
The purpose of text sanitization is to edit text documents to mask text spans that may directly
or indirectly reveal personal information. An important problem in text sanitization is to find …
or indirectly reveal personal information. An important problem in text sanitization is to find …
Neural text sanitization with explicit measures of privacy risk
A Papadopoulou, Y Yu, P Lison… - Proceedings of the 2nd …, 2022 - aclanthology.org
We present a novel approach for text sanitization, which is the task of editing a document to
mask all (direct and indirect) personal identifiers and thereby conceal the identity of the …
mask all (direct and indirect) personal identifiers and thereby conceal the identity of the …
AI research ethics is in its infancy: the EU's AI Act can make it a grown-up
A Resseguier, F Ufert - Research Ethics, 2024 - journals.sagepub.com
As the artificial intelligence (AI) ethics field is currently working towards its
operationalisation, ethics review as carried out by research ethics committees (RECs) …
operationalisation, ethics review as carried out by research ethics committees (RECs) …
GRAIMATTER green paper: Recommendations for disclosure control of trained machine learning (ML) models from trusted research environments (TREs)
TREs are widely, and increasingly used to support statistical analysis of sensitive data
across a range of sectors (eg, health, police, tax and education) as they enable secure and …
across a range of sectors (eg, health, police, tax and education) as they enable secure and …
General Data Protection Regulation and Adaptive Educational Games
Intelligent gaming as an educational tool is becoming increasingly popular thanks to its
ability to provide a fun and engaging way for students to learn. These games often …
ability to provide a fun and engaging way for students to learn. These games often …