Clinical Prompt Learning with Frozen Language Models

Prompt learning is a new paradigm in the Natural Language Processing (NLP) field which has shown impressive performance on a number of natural language tasks with common benchmarking text datasets in full, few-shot, and zero-shot train-evaluation …

New Preprint - Pilot Work on Explainability

Niall Taylor recently published his conference paper (for the ML4H Conference) on pilot work using InfoCal for explainability and rationale production in NLP

Rationale production to support clinical decision-making

The development of neural networks for clinical artificial intelligence (AI) is reliant on interpretability, transparency, and performance. The need to delve into the black-box neural network and derive interpretable explanations of model output is …