NLP for Sensemaking over Large Collections

I’ve published some of the largest gold standard datasets for training and evaluating language models on scientific literature understanding tasks, including:

• SciTLDR for summarization,
• SciFact for claim verification,
• Qasper for question answering,
• MultiCite for citation discourse understanding.

Recently I’ve been interested in helping humans re-find documents they’ve seen before, even when they don’t remember identifying details.