snn-for-fsl

Code for the Paper "Few-Shot Learning for Clinical Natural Language Processing Using Siamese Neural Networks: Algorithm Development and Validation Study"

Published at JMIR AI

Programs

• gpt2.py: GPT-2
• pt_snn.py: Pre-trained Siamese Neural Network (PT-SNN)
• soe_snn.py: Siamese Neural Network with Second-Order Embeddings (SOE-SNN)
• util.py: A collection of utility functions

Model Evaluation

cd eval
./eval_pt_snn path_to_dataset.csv
./eval_soe_snn path_to_dataset.csv
./eval_gpt2.py

Implementation

snn-for-fsl has been implemented by David Oniani.