Browse > Natural Language Processing > Text Summarization > Abstractive Sentence Summarization

Abstractive Sentence Summarization

2 papers with code ยท Natural Language Processing
Subtask of Text Summarization

State-of-the-art leaderboards

No evaluation results yet. Help compare methods by submit evaluation metrics.

Latest papers without code

Sequential Copying Networks

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.

ABSTRACTIVE SENTENCE SUMMARIZATION QUESTION GENERATION TEXT GENERATION

Retrieve, Rerank and Rewrite: Soft Template Based Neural Summarization

ACL 2018

Most previous seq2seq summarization systems purely depend on the source text to generate summaries, which tends to work unstably.

ABSTRACTIVE SENTENCE SUMMARIZATION ABSTRACTIVE TEXT SUMMARIZATION

Selective Encoding for Abstractive Sentence Summarization

ACL 2017

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

ABSTRACTIVE SENTENCE SUMMARIZATION LANGUAGE MODELLING MACHINE TRANSLATION

Abstractive Document Summarization with a Graph-Based Attentional Neural Model

ACL 2017

Abstractive summarization is the ultimate goal of document summarization research, but previously it is less investigated due to the immaturity of text generation techniques.

ABSTRACTIVE SENTENCE SUMMARIZATION ABSTRACTIVE TEXT SUMMARIZATION DOCUMENT SUMMARIZATION IMAGE CAPTIONING MACHINE TRANSLATION TEXT GENERATION

Selective Encoding for Abstractive Sentence Summarization

ACL 2017

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

ABSTRACTIVE SENTENCE SUMMARIZATION

Online Segment to Segment Neural Transduction

EMNLP 2016

We introduce an online neural sequence to sequence model that learns to alternate between encoding and decoding segments of the input as it is read.

ABSTRACTIVE SENTENCE SUMMARIZATION MORPHOLOGICAL INFLECTION