Dan Friedman

Single-dataset Experts for Multi-dataset Question Answering

2021 · arXiv (Cornell University)

Many datasets have been created for training reading comprehension models, and a natural question is whether we can combine them to build models that (1) perform better on all of the training datasets and (2) …

ScisummNet: A Large Annotated Corpus and Content-Impact Models for Scientific Paper Summarization with Citation Networks

2019 · Proceedings of the AAAI Conference on Artificial Intelligence

Scientific article summarization is challenging: large, annotated corpora are not available, and the summary should ideally include the article’s impacts on research community. This paper provides novel solutions to these two challenges. We 1) develop …

Factual Probing Is [MASK]: Learning vs. Learning to Recall

2021

demonstrated that it is possible to retrieve world facts from a pretrained language model by expressing them as cloze-style prompts and interpret the model's prediction accuracy as a lower bound on the amount of factual …