Alexios Gidiotis

Should We Trust This Summary? Bayesian Abstractive Summarization to The Rescue

We explore the notion of uncertainty in the context of modern abstractive summarization models, using the tools of Bayesian Deep Learning. Our approach approximates Bayesian inference by first extending state-of-the-art summarization models with Monte Carlo dropout and then using them to perform mul…