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Abstractive Text Summarization

Abstractive Text Summarization is the task of generating a short and concise summary that captures the salient ideas of the source text. The generated summaries potentially contain new phrases and sentences that may not appear in the source text.

Source: Generative Adversarial Network for Abstractive Text Summarization

Image credit: Abstractive Text Summarization using Sequence-to-sequence RNNs and Beyond

Papers

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Showing 751–800 of 846 papers

TitleStatusHype
A Unified Model for Extractive and Abstractive Summarization using Inconsistency LossCode0
Unsupervised Abstractive Meeting Summarization with Multi-Sentence Compression and Budgeted Submodular MaximizationCode0
Autoencoder as Assistant Supervisor: Improving Text Representation for Chinese Social Media Text SummarizationCode0
Regularizing Output Distribution of Abstractive Chinese Social Media Text Summarization for Improved Semantic Consistency—0
Global Encoding for Abstractive SummarizationCode0
A Reinforced Topic-Aware Convolutional Sequence-to-Sequence Model for Abstractive Text Summarization—0
A Hierarchical End-to-End Model for Jointly Improving Text Summarization and Sentiment Classification—0
Creation of a Balanced State-of-the-Art Multilayer Corpus for NLUCode0
Corpus Building and Evaluation of Aspect-based Opinion Summaries from Tweets in Spanish—0
PyrEval: An Automated Method for Summary Content AnalysisCode0
A New Annotated Portuguese/Spanish Corpus for the Multi-Sentence Compression Task—0
Annotation and Analysis of Extractive Summaries for the Kyutech Corpus—0
A Repository of Corpora for Summarization—0
Auto-hMDS: Automatic Construction of a Large Heterogeneous Multilingual Multi-Document Summarization CorpusCode0
Towards a Neural Network Approach to Abstractive Multi-Document Summarization—0
Multi-Reward Reinforced Summarization with Saliency and Entailment—0
Abstractive Tabular Dataset Summarization via Knowledge Base Semantic Embeddings—0
Actor-Critic based Training Framework for Abstractive Summarization—0
Deep Communicating Agents for Abstractive Summarization—0
Controlling Decoding for More Abstractive Summaries with Copy-Based Networks—0
Query and Output: Generating Words by Querying Distributed Word Representations for Paraphrase GenerationCode0
A Hybrid Word-Character Approach to Abstractive Summarization—0
Diverse Beam Search for Increased Novelty in Abstractive Summarization—0
Query Focused Abstractive Summarization: Incorporating Query Relevance, Multi-Document Coverage, and Summary Length Constraints into seq2seq Models—0
Query-Based Abstractive Summarization Using Neural NetworksCode0
Keynote Lecture 3: Towards Abstractive Summarization—0
Generative Adversarial Network for Abstractive Text SummarizationCode0
Controllable Abstractive Summarization—0
Classical Structured Prediction Losses for Sequence to Sequence Learning—0
Faithful to the Original: Fact Aware Neural Abstractive Summarization—0
Summarizing Lengthy Questions—0
Towards Abstractive Multi-Document Summarization Using Submodular Function-Based Framework, Sentence Compression and Merging—0
Abstractive Multi-document Summarization by Partial Tree Extraction, Recombination and Linearization—0
SSAS: Semantic Similarity for Abstractive Summarization—0
Order-Preserving Abstractive Summarization for Spoken Content Based on Connectionist Temporal Classification—0
TL;DR: Mining Reddit to Learn Automatic Summarization—0
Towards Improving Abstractive Summarization via Entailment Generation—0
Interactive Abstractive Summarization for Event News Tweets—0
Automatic Community Creation for Abstractive Spoken Conversations Summarization—0
Unsupervised Pretraining for Sequence to Sequence Learning—0
Multi-Document Summarization of Persian Text using Paragraph Vectors—0
Neural Net Models of Open-domain Discourse Coherence—0
Deep Recurrent Generative Decoder for Abstractive Text SummarizationCode0
A Pilot Study of Domain Adaptation Effect for Neural Abstractive Summarization—0
Abstractive Document Summarization with a Graph-Based Attentional Neural Model—0
Generative Bridging Network in Neural Sequence Prediction—0
Diversity driven Attention Model for Query-based Abstractive SummarizationCode0
Decoupling Encoder and Decoder Networks for Abstractive Document Summarization—0
Crowd-Sourced Iterative Annotation for Narrative Summarization Corpora—0
Learning to Decode for Future Success—0
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All datasetsCNN / Daily MailAbstractive Text Summarization from Il PostvietnewsAbstractive Text Summarization from FanpageEDUsumCNN/Daily MailMLSum-itWITSAESLCeLifeInshorts NewsMLSUM de

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Scrambled code + broken (alter)ROUGE-148.18—Unverified
2BRIOROUGE-147.78—Unverified
3PegasusROUGE-147.36—Unverified
4PEGASUS + SummaRerankerROUGE-147.16—Unverified
5Scrambled code + brokenROUGE-146.71—Unverified
6BART + SimCLSROUGE-146.67—Unverified
7SEASONROUGE-146.27—Unverified
8Fourier TransformerROUGE-144.76—Unverified
9GLM-XXLargeROUGE-144.7—Unverified
10BART + R-DropROUGE-144.51—Unverified
#ModelMetricClaimedVerifiedStatus
1mBARTROUGE-138.91—Unverified
2mBARTROUGE-138.91—Unverified
3BART-ITROUGE-137.31—Unverified
4mT5ROUGE-135.04—Unverified
5IT5ROUGE-133.78—Unverified
6IT5-baseROUGE-132.88—Unverified
7Pegasus-CNN/DM (eng-it translation)ROUGE-123.96—Unverified
8Pegasus-XSum (eng-it translation)ROUGE-121.03—Unverified
#ModelMetricClaimedVerifiedStatus
1Kết quả nghiên cứuRouge-167.8—Unverified
2ViT5 largeRouge-163.37—Unverified
3ViT5 baseRouge-162.77—Unverified
4BARTphoRouge-161.14—Unverified
5mBARTRouge-159.81—Unverified
6mT5Rouge-158.05—Unverified
7TransformerRouge-157.56—Unverified
#ModelMetricClaimedVerifiedStatus
1mBARTROUGE-136.52—Unverified
2mBARTROUGE-136.5—Unverified
3BART-ITROUGE-135.42—Unverified
4mT5ROUGE-134.13—Unverified
5IT5-baseROUGE-133.99—Unverified
6IT5ROUGE-133.83—Unverified
#ModelMetricClaimedVerifiedStatus
1GP_Step_SimROUGE-164.48—Unverified
2NEZHAROUGE-163.91—Unverified
3RoBERTaROUGE-163.22—Unverified
4BERTROUGE-162.37—Unverified
5Seq2seqROUGE-148.62—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-144.47—Unverified
2SEGMENTROUGE-142.1—Unverified
3CriSPO 3-shotROUGE-142.1—Unverified
4Claude Instant + SigExtROUGE-142—Unverified
#ModelMetricClaimedVerifiedStatus
1mBARTrouge119.35—Unverified
2IT5rouge119.29—Unverified
3Pegasus-CNN/DM (eng-it translation)rouge116.97—Unverified
4Pegasus-XSum (eng-it translation)rouge115.17—Unverified
#ModelMetricClaimedVerifiedStatus
1BART-ITROUGE-142.32—Unverified
2mT5ROUGE-140.6—Unverified
3mBARTROUGE-139.32—Unverified
4IT5-baseROUGE-137.98—Unverified
#ModelMetricClaimedVerifiedStatus
1PEGASUSROUGE-137.68—Unverified
2Multi-Stage Extractor/AbstractorROUGE-123.67—Unverified
#ModelMetricClaimedVerifiedStatus
1Two stage LLMsTest ROGUE-10.46—Unverified
#ModelMetricClaimedVerifiedStatus
1T2SAMROUGE48.5—Unverified
#ModelMetricClaimedVerifiedStatus
1mBARTMETEOR0.44—Unverified
#ModelMetricClaimedVerifiedStatus
1mBARTMETEOR0.21—Unverified
#ModelMetricClaimedVerifiedStatus
1Two stage LLMsTest ROGUE-10.44—Unverified
#ModelMetricClaimedVerifiedStatus
1BertSumContent F129.8—Unverified