41 citations · 51 across the 8 of their papers we have counts for
3 papers · 1 filter
A Few More Examples May Be Worth Billions of Parameters
Yuval Kirstain, Patrick Lewis, Sebastian Riedel +1
We investigate the dynamics of increasing the number of model parameters versus the number of labeled examples across a wide variety of tasks. Our exploration reveals that while sc…
Few-Shot Question Answering by Pretraining Span Selection
Ori Ram, Yuval Kirstain, Jonathan Berant +2
In several question answering benchmarks, pretrained models have reached human parity through fine-tuning on an order of 100,000 annotated questions and answers. We explore the mor…
Coreference Resolution without Span Representations
Yuval Kirstain, Ori Ram, Omer Levy
The introduction of pretrained language models has reduced many complex task-specific NLP models to simple lightweight layers. An exception to this trend is coreference resolution,…