Dan Padnos

Exemplar Guided Active Learning.

2020 · Research Explorer (The University of Manchester)

We consider the problem of wisely using a limited budget to label a small subset of a large unlabeled dataset. For example, consider the NLP problem of word sense disambiguation. For any word, we have …

Technical Report: Auxiliary Tuning and its Application to Conditional\n Text Generation

2020 · arXiv (Cornell University)

We introduce a simple and efficient method, called Auxiliary Tuning, for\nadapting a pre-trained Language Model to a novel task; we demonstrate this\napproach on the task of conditional text generation. Our approach supplements\nthe original pre-trained model …