Unsupervised Sentence Summarization
5 papers with code • 0 benchmarks • 0 datasets
Generating a summary of a given sentence without supervision.
Benchmarks
These leaderboards are used to track progress in Unsupervised Sentence Summarization
Latest papers with no code
Learning Non-Autoregressive Models from Search for Unsupervised Sentence Summarization
Text summarization aims to generate a short summary for an input text.
BottleSum: Unsupervised and Self-supervised Sentence Summarization using the Information Bottleneck Principle
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
Back-translation based approaches have recently lead to significant progress in unsupervised sequence-to-sequence tasks such as machine translation or style transfer.