67 citations · 217 across the 55 of their papers we have counts for
4 papers · 1 filter
Multilingual Clustering of Streaming News
Sebastião Miranda, Artūrs Znotiņš, Shay B. Cohen +1
Clustering news across languages enables efficient media monitoring by aggregating articles from multilingual sources into coherent stories. Doing so in an online setting allows sc…
Privacy-preserving Neural Representations of Text
Maximin Coavoux, Shashi Narayan, Shay B. Cohen
This article deals with adversarial attacks towards deep learning systems for Natural Language Processing (NLP), in the context of privacy protection. We study a specific type of a…
Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarization
Shashi Narayan, Shay B. Cohen, Mirella Lapata
We introduce extreme summarization, a new single-document summarization task which does not favor extractive strategies and calls for an abstractive modeling approach. The idea is…
Ranking Sentences for Extractive Summarization with Reinforcement Learning
Shashi Narayan, Shay B. Cohen, Mirella Lapata
Single document summarization is the task of producing a shorter version of a document while preserving its principal information content. In this paper we conceptualize extractive…