Exploiting Domain Knowledge via Grouped Weight Sharing with Application to Text Categorization

Ye Zhang, Matthew Lease, Byron C. Wallace

A fundamental advantage of neural models for NLP is their ability to learn representations from scratch. However, in practice this often means ignoring existing external linguistic…