Unsupervised Sentence Summarization

5 papers with code • 0 benchmarks • 0 datasets

Generating a summary of a given sentence without supervision.

Latest papers with no code

Learning Non-Autoregressive Models from Search for Unsupervised Sentence Summarization

no code yet • ACL ARR November 2021

Text summarization aims to generate a short summary for an input text.

BottleSum: Unsupervised and Self-supervised Sentence Summarization using the Information Bottleneck Principle

no code yet • IJCNLP 2019

In this paper, we propose a novel approach to unsupervised sentence summarization by mapping the Information Bottleneck principle to a conditional language modelling objective: given a sentence, our approach seeks a compressed sentence that can best predict the next sentence.

Unsupervised Text Summarization via Mixed Model Back-Translation

no code yet • 22 Aug 2019

Back-translation based approaches have recently lead to significant progress in unsupervised sequence-to-sequence tasks such as machine translation or style transfer.