Llms accelerate annotation for medical information extraction

A Goel, A Gueta, O Gilon, C Liu, S Erell… - … Learning for Health …, 2023 - proceedings.mlr.press
The unstructured nature of clinical notes within electronic health records often conceals vital
patient-related information, making it challenging to access or interpret. To uncover this …

Causal-structure driven augmentations for text ood generalization

A Feder, Y Wald, C Shi, S Saria… - Advances in Neural …, 2024 - proceedings.neurips.cc
The reliance of text classifiers on spurious correlations can lead to poor generalization at
deployment, raising concerns about their use in safety-critical domains such as healthcare …

Data augmentations for improved (large) language model generalization

A Feder, Y Wald, C Shi, S Saria… - Thirty-seventh Conference …, 2023 - openreview.net
The reliance of text classifiers on spurious correlations can lead to poor generalization at
deployment, raising concerns about their use in safety-critical domains such as healthcare …