Post-hoc interpretability for neural nlp: A survey

A Madsen, S Reddy, S Chandar - ACM Computing Surveys, 2022 - dl.acm.org
Neural networks for NLP are becoming increasingly complex and widespread, and there is a
growing concern if these models are responsible to use. Explaining models helps to address …

[HTML][HTML] From explainable to interpretable deep learning for natural language processing in healthcare: How far from reality?

G Huang, Y Li, S Jameel, Y Long… - Computational and …, 2024 - Elsevier
Deep learning (DL) has substantially enhanced natural language processing (NLP) in
healthcare research. However, the increasing complexity of DL-based NLP necessitates …

Transparent medical image AI via an image–text foundation model grounded in medical literature

C Kim, SU Gadgil, AJ DeGrave, JA Omiye, ZR Cai… - Nature Medicine, 2024 - nature.com
Building trustworthy and transparent image-based medical artificial intelligence (AI) systems
requires the ability to interrogate data and models at all stages of the development pipeline …

[PDF][PDF] AI-driven threat detection and response: A paradigm shift in cybersecurity

A Yaseen - International Journal of Information and Cybersecurity, 2023 - researchgate.net
The research paper delves into the transformative role of artificial intelligence (AI) in
revolutionizing cybersecurity. This study examines the historical context and evolution of AI …

Triggerless backdoor attack for NLP tasks with clean labels

L Gan, J Li, T Zhang, X Li, Y Meng, F Wu… - ar**, implementing, and evaluating an artificial intelligence–guided mental health resource navigation chatbot for health care workers and their …
JM Noble, A Zamani, MA Gharaat… - JMIR Research …, 2022 - researchprotocols.org
Background: Approximately 1 in 3 Canadians will experience an addiction or mental health
challenge at some point in their lifetime. Unfortunately, there are multiple barriers to …

Coding energy knowledge in constructed responses with explainable NLP models

S Gombert, D Di Mitri, O Karademir… - Journal of Computer …, 2023 - Wiley Online Library
Background Formative assessments are needed to enable monitoring how student
knowledge develops throughout a unit. Constructed response items which require learners …