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 601–650 of 846 papers

TitleStatusHype
Building a Dataset for Summarization and Keyword Extraction from Emails—0
BUS: Efficient and Effective Vision-Language Pre-Training with Bottom-Up Patch Summarization.—0
CADS: A Systematic Literature Review on the Challenges of Abstractive Dialogue Summarization—0
CaLcs: Continuously Approximating Longest Common Subsequence for Sequence Level Optimization—0
Calibrating Likelihoods towards Consistency in Summarization Models—0
Calibrating Sequence likelihood Improves Conditional Language Generation—0
Call Centre Conversation Summarization: A Pilot Task at Multiling 2015—0
Can summarization approximate simplification? A gold standard comparison—0
CATAMARAN: A Cross-lingual Long Text Abstractive Summarization Dataset—0
CATS: Customizable Abstractive Topic-based Summarization—0
Centroid Transformers: Learning to Abstract with Attention—0
Challenges in Domain-Specific Abstractive Summarization and How to Overcome them—0
ChatGPT as a Factual Inconsistency Evaluator for Text Summarization—0
CIST@CL-SciSumm 2020, LongSumm 2020: Automatic Scientific Document Summarization—0
Classical Structured Prediction Losses for Sequence to Sequence Learning—0
Closed-Book Training to Improve Summarization Encoder Memory—0
CO2Sum:Contrastive Learning for Factual-Consistent Abstractive Summarization—0
Uncertainty Quantification for LLMs through Minimum Bayes Risk: Bridging Confidence and Consistency—0
ColdGANs: Taming Language GANs with Cautious Sampling Strategies—0
Comparing Abstractive Summaries Generated by ChatGPT to Real Summaries Through Blinded Reviewers and Text Classification Algorithms—0
Composing Elementary Discourse Units in Abstractive Summarization—0
Controllable Abstractive Summarization—0
Controllable Topic-Focused Abstractive Summarization—0
Controlling Decoding for More Abstractive Summaries with Copy-Based Networks—0
Controlling Pretrained Language Generation Models by Learning to Focus—0
Controlling the Focus of Pretrained Language Generation Models—0
Discourse Understanding and Factual Consistency in Abstractive Summarization—0
Corpus Building and Evaluation of Aspect-based Opinion Summaries from Tweets in Spanish—0
CO-Search: COVID-19 Information Retrieval with Semantic Search, Question Answering, and Abstractive Summarization—0
Counterfactual Data Augmentation improves Factuality of Abstractive Summarization—0
Counterfactual Debiasing for Generating Factually Consistent Text Summaries—0
ClueGraphSum: Let Key Clues Guide the Cross-Lingual Abstractive Summarization—0
CQSumDP: A ChatGPT-Annotated Resource for Query-Focused Abstractive Summarization Based on Debatepedia—0
Cross-Domain Robustness of Transformer-based Keyphrase Generation—0
Cross-lingual Transfer of Abstractive Summarizer to Less-resource Language—0
Cross-lingual Fine-tuning for Abstractive Arabic Text Summarization—0
Crowd-Sourced Iterative Annotation for Narrative Summarization Corpora—0
CTISum: A New Benchmark Dataset For Cyber Threat Intelligence Summarization—0
Curriculum-guided Abstractive Summarization for Mental Health Online Posts—0
Curriculum-Guided Abstractive Summarization—0
Cutting-off Redundant Repeating Generations for Neural Abstractive Summarization—0
DACSA: A large-scale Dataset for Automatic summarization of Catalan and Spanish newspaper Articles—0
DaNewsroom: A Large-scale Danish Summarisation Dataset—0
Data-driven Paraphrasing and Stylistic Harmonization—0
Data-driven sentence generation with non-isomorphic trees—0
Decoupling Encoder and Decoder Networks for Abstractive Document Summarization—0
Deep Communicating Agents for Abstractive Summarization—0
Deep Reinforced Self-Attention Masks for Abstractive Summarization (DR.SAS)—0
Deep Reinforcement Learning with Distributional Semantic Rewards for Abstractive Summarization—0
DeepTitle -- Leveraging BERT to generate Search Engine Optimized Headlines—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