Sentence Summarization

18 papers with code • 0 benchmarks • 0 datasets

Generating a summary of a given sentence.

Most implemented papers

A Neural Attention Model for Abstractive Sentence Summarization

tensorflow/models EMNLP 2015

Summarization based on text extraction is inherently limited, but generation-style abstractive methods have proven challenging to build.

Abstractive Text Summarization Using Sequence-to-Sequence RNNs and Beyond

theamrzaki/text_summurization_abstractive_methods CONLL 2016

In this work, we model abstractive text summarization using Attentional Encoder-Decoder Recurrent Neural Networks, and show that they achieve state-of-the-art performance on two different corpora.

A Regularized Framework for Sparse and Structured Neural Attention

vene/sparse-structured-attention NeurIPS 2017

Modern neural networks are often augmented with an attention mechanism, which tells the network where to focus within the input.

Data-driven Summarization of Scientific Articles

ninikolov/data-driven-summarization 24 Apr 2018

Data-driven approaches to sequence-to-sequence modelling have been successfully applied to short text summarization of news articles.

Online and Linear-Time Attention by Enforcing Monotonic Alignments

craffel/mad ICML 2017

Recurrent neural network models with an attention mechanism have proven to be extremely effective on a wide variety of sequence-to-sequence problems.

Selective Encoding for Abstractive Sentence Summarization

magic282/SEASS ACL 2017

We propose a selective encoding model to extend the sequence-to-sequence framework for abstractive sentence summarization.

Discrete Optimization for Unsupervised Sentence Summarization with Word-Level Extraction

raphael-sch/HC_Sentence_Summarization ACL 2020

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

CoNFET: An English Sentence to Emojis Translation Algorithm

AlexanderDavid/Sentence-to-Emoji-Translation 6 Jan 2021

Currently, there are over 3, 000 emojis in the Unicode standard.

Sequential Copying Networks

jiaruncao/BioCopyMechanism 6 Jul 2018

Copying mechanism shows effectiveness in sequence-to-sequence based neural network models for text generation tasks, such as abstractive sentence summarization and question generation.

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).