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Generating a summary of a given sentence.

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Latest papers with code

All Word Embeddings from One Embedding

NeurIPS 2020 takase/alone_seq2seq

The proposed method, ALONE (all word embeddings from one), constructs the embedding of a word by modifying the shared embedding with a filter vector, which is word-specific but non-trainable.

MACHINE TRANSLATION SENTENCE SUMMARIZATION WORD EMBEDDINGS

18
25 Apr 2020

Contrastive Attention Mechanism for Abstractive Sentence Summarization

IJCNLP 2019 travel-go/Abstractive-Text-Summarization

We propose a contrastive attention mechanism to extend the sequence-to-sequence framework for abstractive sentence summarization task, which aims to generate a brief summary of a given source sentence.

ABSTRACTIVE TEXT SUMMARIZATION SENTENCE SUMMARIZATION

24
29 Oct 2019

Zero-Shot Cross-Lingual Abstractive Sentence Summarization through Teaching Generation and Attention

ACL 2019 KelleyYin/Cross-lingual-Summarization

But there is no cross-lingual parallel corpus, whose source sentence language is different to the summary language, to directly train a cross-lingual ASSUM system.

SENTENCE SUMMARIZATION

22
01 Jul 2019

Unsupervised Abstractive Sentence Summarization using Length Controlled Variational Autoencoder

14 Sep 2018raphael-sch/SumVAE

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

UNSUPERVISED SENTENCE SUMMARIZATION

7
14 Sep 2018

Sequential Copying Networks

6 Jul 2018jiaruncao/BioCopyMechanism

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

QUESTION GENERATION SENTENCE SUMMARIZATION TEXT GENERATION

0
06 Jul 2018

Data-driven Summarization of Scientific Articles

24 Apr 2018Santosh-Gupta/Arxiv-Manatee

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

SENTENCE SUMMARIZATION

37
24 Apr 2018

A Regularized Framework for Sparse and Structured Neural Attention

NeurIPS 2017 vene/sparse-structured-attention

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

MACHINE TRANSLATION NATURAL LANGUAGE INFERENCE SENTENCE SUMMARIZATION

197
22 May 2017