Sentence Summarization

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

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Datasets archive 2025-07-28

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Subtasks archive 2025-07-28

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Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

19 shown of 19 papers with code (44 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Abstractive Text Summarization Using Sequence-to-Sequence RNNs and Beyond
  19 Feb 2016 4 repositories listed Syntology ran 5 of 6 samples · 1 unverified
  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 Neural Attention Model for Abstractive Sentence Summarization
  2 Sep 2015 4 repositories listed
  Summarization based on text extraction is inherently limited, but generation-style abstractive methods have proven challenging to build.
• Data-driven Summarization of Scientific Articles
  24 Apr 2018 3 repositories listed
  Data-driven approaches to sequence-to-sequence modelling have been successfully applied to short text summarization of news articles.
• A Regularized Framework for Sparse and Structured Neural Attention
  22 May 2017 3 repositories listed
  Modern neural networks are often augmented with an attention mechanism, which tells the network where to focus within the input.
• CoNFET: An English Sentence to Emojis Translation Algorithm
  6 Jan 2021 2 repositories listed
  Currently, there are over 3, 000 emojis in the Unicode standard.
• Discrete Optimization for Unsupervised Sentence Summarization with Word-Level Extraction
  4 May 2020 2 repositories listed Syntology ran 3 of 4 samples · 1 unverified · 4 pointer-only (licence)
  Automatic sentence summarization produces a shorter version of a sentence, while preserving its most important information.
• Selective Encoding for Abstractive Sentence Summarization
  24 Apr 2017 2 repositories listed
  We propose a selective encoding model to extend the sequence-to-sequence framework for abstractive sentence summarization.
• Online and Linear-Time Attention by Enforcing Monotonic Alignments
  3 Apr 2017 2 repositories listed
  Recurrent neural network models with an attention mechanism have proven to be extremely effective on a wide variety of sequence-to-sequence problems.
• Generating Multiple-Length Summaries via Reinforcement Learning for Unsupervised Sentence Summarization
  21 Dec 2022 1 repository listed
  We formulate the unsupervised summarization based on the Markov decision process with rewards representing the summary quality.
• A Character-Level Length-Control Algorithm for Non-Autoregressive Sentence Summarization
  28 May 2022 1 repository listed Syntology ran 0 of 3 samples · 3 unverified · 3 pointer-only (licence)
  Sentence summarization aims at compressing a long sentence into a short one that keeps the main gist, and has extensive real-world applications such as headline generation.
• Learning Non-Autoregressive Models from Search for Unsupervised Sentence Summarization
  28 May 2022 1 repository listed
  Text summarization aims to generate a short summary for an input text.
• Controllable Abstractive Sentence Summarization with Guiding Entities
  1 Dec 2020 1 repository listed
  Entities are the major proportion and build up the topic of text summaries.
• All Word Embeddings from One Embedding
  25 Apr 2020 1 repository listed Syntology ran 1 of 1 samples · 0 unverified
  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.
• Contrastive Attention Mechanism for Abstractive Sentence Summarization
  29 Oct 2019 1 repository listed
  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.
• Simple Unsupervised Summarization by Contextual Matching
  31 Jul 2019 1 repository listed
  We propose an unsupervised method for sentence summarization using only language modeling.
• Zero-Shot Cross-Lingual Abstractive Sentence Summarization through Teaching Generation and Attention
  1 Jul 2019 1 repository listed
  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.
• Positional Encoding to Control Output Sequence Length
  16 Apr 2019 1 repository listed Syntology ran 0 of 4 samples · 4 unverified
  Neural encoder-decoder models have been successful in natural language generation tasks.
• Unsupervised Abstractive Sentence Summarization using Length Controlled Variational Autoencoder
  14 Sep 2018 1 repository listed
  In this work we present an unsupervised approach to summarize sentences in abstractive way using Variational Autoencoder (VAE).
• Sequential Copying Networks
  6 Jul 2018 1 repository listed
  Copying mechanism shows effectiveness in sequence-to-sequence based neural network models for text generation tasks, such as abstractive sentence summarization and question generation.

Syntology lines on 5 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.