SOTAVerified

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 251–300 of 846 papers

TitleStatusHype
Inducing Causal Structure for Abstractive Text SummarizationCode0
Summaries as Captions: Generating Figure Captions for Scientific Documents with Automated Text SummarizationCode0
Inducing Document Structure for Aspect-based SummarizationCode0
Summarization of German Court RulingsCode0
Bidirectional Context-Aware Hierarchical Attention Network for Document UnderstandingCode0
An abstractive text summarization technique using transformer model with self-attention mechanismCode0
In Conclusion Not Repetition: Comprehensive Abstractive Summarization With Diversified Attention Based On Determinantal Point ProcessesCode0
A Multi-lingual Multi-task Architecture for Low-resource Sequence LabelingCode0
Better Summarization Evaluation with Word Embeddings for ROUGECode0
Improving Factuality of Abstractive Summarization without Sacrificing Summary QualityCode0
Improving Factual Error Correction for Abstractive Summarization via Data Distillation and Conditional-generation ClozeCode0
Improving Summarization with Human EditsCode0
BERT Fine-tuning For Arabic Text SummarizationCode0
AMRFact: Enhancing Summarization Factuality Evaluation with AMR-Driven Negative Samples GenerationCode0
LeafNATS: An Open-Source Toolkit and Live Demo System for Neural Abstractive Text SummarizationCode0
Bengali Abstractive News Summarization(BANS): A Neural Attention ApproachCode0
Abstractive Text Summarization based on Language Model Conditioning and Locality ModelingCode0
Improving Truthfulness of Headline GenerationCode0
Meta-X_NLG: A Meta-Learning Approach Based on Language Clustering for Zero-Shot Cross-Lingual Transfer and GenerationCode0
Improved Document Modelling with a Neural Discourse ParserCode0
Alleviating Exposure Bias via Multi-level Contrastive Learning and Deviation Simulation in Abstractive SummarizationCode0
How to Write Summaries with Patterns? Learning towards Abstractive Summarization through Prototype EditingCode0
Improve Query Focused Abstractive Summarization by Incorporating Answer RelevanceCode0
AIstorian lets AI be a historian: A KG-powered multi-agent system for accurate biography generationCode0
Harnessing Abstractive Summarization for Fact-Checked Claim DetectionCode0
Guided Neural Language Generation for Abstractive Summarization using Abstract Meaning RepresentationCode0
Abstractive Summarization Using Attentive Neural TechniquesCode0
GUMSum: Multi-Genre Data and Evaluation for English Abstractive SummarizationCode0
HeSum: a Novel Dataset for Abstractive Text Summarization in HebrewCode0
A Baseline Analysis for Podcast Abstractive SummarizationCode0
Auto-hMDS: Automatic Construction of a Large Heterogeneous Multilingual Multi-Document Summarization CorpusCode0
Global Encoding for Abstractive SummarizationCode0
Autoencoder as Assistant Supervisor: Improving Text Representation for Chinese Social Media Text SummarizationCode0
Generative Adversarial Network for Abstractive Text SummarizationCode0
Efficient Few-Shot Fine-Tuning for Opinion SummarizationCode0
A Unified Model for Extractive and Abstractive Summarization using Inconsistency LossCode0
GreekT5: A Series of Greek Sequence-to-Sequence Models for News SummarizationCode0
HistAlign: Improving Context Dependency in Language Generation by Aligning with HistoryCode0
IMPROVING ABSTRACTIVE SUMMARIZATION WITH SEGMENT-AUGMENTED AND POSITION-AWARENESS (ACLing2021)Code0
EIT: Enhanced Interactive TransformerCode0
A Unified Model for Extractive and Abstractive Summarization using Inconsistency LossCode0
EMO-KNOW: A Large Scale Dataset on Emotion and Emotion-causeCode0
Encode, Tag, Realize: High-Precision Text EditingCode0
Fusing Multimodal Signals on Hyper-complex Space for Extreme Abstractive Text Summarization (TL;DR) of Scientific ContentsCode0
SueNes: A Weakly Supervised Approach to Evaluating Single-Document Summarization via Negative SamplingCode0
GASCADE: Grouped Summarization of Adverse Drug Event for Enhanced Cancer PharmacovigilanceCode0
FilipN@LT-EDI-ACL2022-Detecting signs of Depression from Social Media: Examining the use of summarization methods as data augmentation for text classificationCode0
Guidance in Radiology Report Summarization: An Empirical Evaluation and Error AnalysisCode0
Enhancing Abstractive Summarization of Scientific Papers Using Structure InformationCode0
Don't Say What You Don't Know: Improving the Consistency of Abstractive Summarization by Constraining Beam SearchCode0
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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