David Schulte

Less is More: Parameter-Efficient Selection of Intermediate Tasks for Transfer Learning

Intermediate task transfer learning can greatly improve model performance. If, for example, one has little training data for emotion detection, first fine-tuning a language model on a sentiment classification dataset may improve performance strongly. But which task to choose for transfer learning? P…