Unsupervised Sentence Summarization

5 papers with code • 0 benchmarks • 0 datasets

Generating a summary of a given sentence without supervision.

Generating Multiple-Length Summaries via Reinforcement Learning for Unsupervised Sentence Summarization

dmhyun/msrp 21 Dec 2022

We formulate the unsupervised summarization based on the Markov decision process with rewards representing the summary quality.

8
21 Dec 2022

Learning Non-Autoregressive Models from Search for Unsupervised Sentence Summarization

manga-uofa/naus ACL 2022

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

14
28 May 2022

Discrete Optimization for Unsupervised Sentence Summarization with Word-Level Extraction

complementizer/rl-sentence-compression ACL 2020

Automatic sentence summarization produces a shorter version of a sentence, while preserving its most important information.

29
04 May 2020

Simple Unsupervised Summarization by Contextual Matching

jzhou316/Unsupervised-Sentence-Summarization ACL 2019

We propose an unsupervised method for sentence summarization using only language modeling.

48
31 Jul 2019

Unsupervised Abstractive Sentence Summarization using Length Controlled Variational Autoencoder

raphael-sch/SumVAE 14 Sep 2018

In this work we present an unsupervised approach to summarize sentences in abstractive way using Variational Autoencoder (VAE).

8
14 Sep 2018