SOTAVerified

Text Summarization

Text Summarization is a natural language processing (NLP) task that involves condensing a lengthy text document into a shorter, more compact version while still retaining the most important information and meaning. The goal is to produce a summary that accurately represents the content of the original text in a concise form.

There are different approaches to text summarization, including extractive methods that identify and extract important sentences or phrases from the text, and abstractive methods that generate new text based on the content of the original text.

Papers

Showing 551600 of 1340 papers

TitleStatusHype
LANS: Large-scale Arabic News Summarization Corpus0
Social Biases in Automatic Evaluation Metrics for NLG0
Can Language Representation Models Think in Bets?0
Improving Graph-Based Text Representations with Character and Word Level N-grams0
Hierarchical3D Adapters for Long Video-to-text Summarization0
EDU-level Extractive Summarization with Varying Summary LengthsCode0
Probing of Quantitative Values in Abstractive Summarization Models0
IDN-Sum: A New Dataset for Interactive Digital Narrative Extractive Text SummarisationCode0
Analyzing the Dialect Diversity in Multi-document SummariesCode0
A Survey of Automatic Text Summarization Using Graph Neural Networks0
GUSUM: Graph-based Unsupervised Summarization Using Sentence Features Scoring and Sentence-BERTCode0
Abstractive Approaches To Multidocument Summarization Of Medical Literature Reviews0
Improving Abstractive Dialogue Summarization with Speaker-Aware Supervised Contrastive Learning0
Multi Perspective Scientific Document Summarization With Graph Attention Networks (GATS)0
Semantic Overlap Summarization among Multiple Alternative Narratives: An Exploratory Study0
Calibrating Sequence likelihood Improves Conditional Language Generation0
ArNLI: Arabic Natural Language Inference for Entailment and Contradiction DetectionCode0
Controllable Text Generation for Open-Domain Creativity and Fairness0
Survey of Query-based Text Summarization0
Selective Token Generation for Few-shot Natural Language GenerationCode0
PainPoints: A Framework for Language-based Detection of Chronic Pain and Expert-Collaborative Text-Summarization0
Harnessing Abstractive Summarization for Fact-Checked Claim DetectionCode0
Applying Transformer-based Text Summarization for Keyphrase Generation0
GRETEL: Graph Contrastive Topic Enhanced Language Model for Long Document Extractive Summarization0
Beyond Text Generation: Supporting Writers with Continuous Automatic Text Summaries0
A Data-driven Latent Semantic Analysis for Automatic Text Summarization using LDA Topic Modelling0
Pre-trained language models with domain knowledge for biomedical extractive summarizationCode0
An Overview of Distant Supervision for Relation Extraction with a Focus on Denoising and Pre-training Methods0
SummScore: A Comprehensive Evaluation Metric for Summary Quality Based on Cross-Encoder0
Taxonomy Builder: a Data-driven and User-centric Tool for Streamlining Taxonomy Construction0
From spoken dialogue to formal summary: An utterance rewriting for dialogue summarization0
Semantic-Preserving Abstractive Text Summarization with Siamese Generative Adversarial Net0
Indian Legal Text Summarization: A Text Normalisation-based Approach0
An Exploration of Post-Editing Effectiveness in Text Summarization0
CLTS+: A New Chinese Long Text Summarization Dataset with Abstractive Summaries0
MentSum: A Resource for Exploring Summarization of Mental Health Online Posts0
Domain Adaptation with Pre-trained Transformers for Query-Focused Abstractive Text SummarizationCode0
Learning to Prioritize: Precision-Driven Sentence Filtering for Long Text Summarization0
Multilingual Text Summarization on Financial Documents0
Pre-training and Evaluating Transformer-based Language Models for Icelandic0
RésumeSVD : Un outil efficace et performant pour le résumé de texte non supervisé (RésumeSVD : An efficient and effective tool for unsupervised text summarization )0
NEWTS: A Corpus for News Topic-Focused Summarization0
MaskEval: Weighted MLM-Based Evaluation for Text Summarization and Simplification0
Medical Scientific Table-to-Text Generation with Human-in-the-Loop under the Data Sparsity Constraint0
Topic Segmentation of Research Article Collections0
Introducing the Welsh Text Summarisation Dataset and Baseline SystemsCode0
Meta-X_NLG: A Meta-Learning Approach Based on Language Clustering for Zero-Shot Cross-Lingual Transfer and Generation0
Quantifying Clinical Outcome Measures in Patients with Epilepsy Using the Electronic Health Record0
Two New Datasets for Italian-Language Abstractive Text SummarizationCode0
Neural Label Search for Zero-Shot Multi-Lingual Extractive Summarization0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1OpenAI/o3-miniROUGE-160.12Unverified
2Riple/Saanvi-v0.1ROUGE-152.21Unverified
3Pegasus+DotProdROUGE-140.6Unverified
4BART-RXFROUGE-140.45Unverified
5MUPPET BART LargeROUGE-140.4Unverified
6Transformer+Rep(Uni)ROUGE-139.81Unverified
7OFAROUGE-139.81Unverified
8Transformer+WdropROUGE-139.66Unverified
9ProphetNetROUGE-139.51Unverified
10ERNIE-GENLARGE (large-scale text corpora)ROUGE-139.46Unverified
#ModelMetricClaimedVerifiedStatus
1Top Down Transformer (AdaPool) (464M)ROUGE-151.05Unverified
2eyeglaxsROUGE-150.34Unverified
3BART-LSROUGE-150.3Unverified
4LongT5ROUGE-150.23Unverified
5GoSum (extractive)ROUGE-149.83Unverified
6Lodoss-full-large (extractive)ROUGE-149.38Unverified
7MemSum (extractive)ROUGE-149.25Unverified
8Lodoss-full-base (extractive)ROUGE-148.93Unverified
9HAT-BARTROUGE-148.25Unverified
10GRETELROUGE-148.2Unverified
#ModelMetricClaimedVerifiedStatus
1Top Down Transformer (AdaPool) (464M)ROUGE-150.95Unverified
2BART-LSROUGE-150.2Unverified
3Pegasus-XROUGE-150Unverified
4ExtSum + oracle segmentation (extractive)ROUGE-149.49Unverified
5FactorSumROUGE-149.32Unverified
6ExtSum + supervised segmentation (extractive)ROUGE-149.11Unverified
7Lodoss-full-large (extractive)ROUGE-148.45Unverified
8MemSum (extractive)ROUGE-148.42Unverified
9LongT5ROUGE-148.35Unverified
10Lodoss-full-base (extractive)ROUGE-148.2Unverified
#ModelMetricClaimedVerifiedStatus
1SelfmemROUGE-150.3Unverified
2BRIOROUGE-149.07Unverified
3PEGASUS + SummaRerankerROUGE-148.12Unverified
4PEGASUS + SimCLSROUGE-147.61Unverified
5PEGASUSLARGEROUGE-147.21Unverified
6HAT-BARTROUGE-145.92Unverified
7BARTROUGE-145.14Unverified
8BertSumExtAbsROUGE-138.81Unverified
9T-ConvS2SROUGE-131.89Unverified
10Baseline : Extractive OracleROUGE-129.79Unverified
#ModelMetricClaimedVerifiedStatus
1HSSASROUGE-142.3Unverified
2SWAP-NETROUGE-141.6Unverified
3RNES w/o coherenceROUGE-141.25Unverified
4ML+RL ROUGE+Novel, with LMROUGE-140.02Unverified
5GANROUGE-139.92Unverified
6ML+RL, with intra-attentionROUGE-139.87Unverified
7rnn-ext + abs + RL + rerankROUGE-139.66Unverified
8SummaRuNNerROUGE-139.6Unverified
9Lead-3 baselineROUGE-139.2Unverified
10KIGN+Prediction-guideROUGE-138.95Unverified
#ModelMetricClaimedVerifiedStatus
1Transformer+WDropROUGE-133.06Unverified
2Transformer+LRPE+PE+Re-ranking+EnsembleROUGE-132.85Unverified
3Transformer+LRPE+PE+ALONE+Re-rankingROUGE-132.57Unverified
4EndDec+WFEROUGE-132.28Unverified
5DRGDROUGE-131.79Unverified
6Reinforced-Topic-ConvS2SROUGE-131.15Unverified
7Seq2seq + selective + MTL + ERAMROUGE-129.33Unverified
8SEASSROUGE-129.21Unverified
9RAS-ElmanROUGE-128.97Unverified
10words-lvt5k-1sentROUGE-128.61Unverified
#ModelMetricClaimedVerifiedStatus
1OmniVec2ROUGE-159.1Unverified
2InstructDSROUGE-155.3Unverified
3MoCaROUGE-155.13Unverified
4PEGASUS 2B + SliCROUGE-154.37Unverified
5ConDigSumROUGE-154.3Unverified
6SICKROUGE-153.73Unverified
7HAT-CNNDMROUGE-153.01Unverified
8BART-LargeROUGE-152.6Unverified
9HAT-CNNDM RLROUGE-L48.84Unverified
10CriSPO 3-shotROUGE-147.2Unverified
#ModelMetricClaimedVerifiedStatus
1PEGASUS 2B + SLiCROUGE-132.03Unverified
2BART+R3FROUGE-130.31Unverified
3MUPPET BART LargeROUGE-130.3Unverified
4PEGASUS + SummaRerankerROUGE-129.83Unverified
5MatchSumROUGE-125.09Unverified
#ModelMetricClaimedVerifiedStatus
1PRIMERROUGE-147.6Unverified
2DeepPyramidionROUGE-147.15Unverified
3Blockwise (baseline)ROUGE-146.85Unverified
4Claude Instant + SigExtROUGE-145.2Unverified
#ModelMetricClaimedVerifiedStatus
1InstructDSRouge147.8Unverified
2OmniVec2Rouge147.6Unverified
3OmniVecRouge146.91Unverified
4SICKRouge146.26Unverified
#ModelMetricClaimedVerifiedStatus
1Luhn's algorithm (25 sentences)ROUGE-132Unverified
2Lead-kROUGE-125Unverified
3Lead-3ROUGE-117.5Unverified
4Full articleROUGE-116.98Unverified
#ModelMetricClaimedVerifiedStatus
1Echoes-Extractive-AbstractiveROUGE42.13Unverified
2BART-LSROUGE38.5Unverified
3Top Down Transformer (AdaPool) (464M)ROUGE38.3Unverified
#ModelMetricClaimedVerifiedStatus
1ERNIE-GENLARGE (large-scale text corpora)ROUGE-L33.23Unverified
2ERNIE-GENLARGEROUGE-L32.5Unverified
3ERNIE-GENBASEROUGE-L31.35Unverified
#ModelMetricClaimedVerifiedStatus
1BertSumROUGE-135.91Unverified
2MatchSum (BERT-base)ROUGE-131.85Unverified
3Pointer-generator + coverageROUGE-128.53Unverified
#ModelMetricClaimedVerifiedStatus
1LongT5ROUGE-176.87Unverified
2BigBird-PegasusROUGE-160.64Unverified
#ModelMetricClaimedVerifiedStatus
1BART-LSROUGE-162Unverified
2FactorSumROUGE-160.1Unverified
#ModelMetricClaimedVerifiedStatus
1Ground-truth transcript + Action with Hierarchical AttnContent F148.9Unverified
2BertSumContent F136.4Unverified
#ModelMetricClaimedVerifiedStatus
1CriSPO 3-shotROUGE-L54.1Unverified
2Claude Instant + SigExtROUGE-L31.9Unverified
#ModelMetricClaimedVerifiedStatus
1MiniLM-L12-multilingualSpearman Correlation30.67Unverified
2ContrieverSpearman Correlation30.36Unverified
#ModelMetricClaimedVerifiedStatus
1mBARThez (OrangeSum abstract)ROUGE-132.67Unverified
2BARThez (OrangeSum abstract)ROUGE-131.44Unverified
#ModelMetricClaimedVerifiedStatus
1CriSPO 3-shotROUGE-163.1Unverified
#ModelMetricClaimedVerifiedStatus
1HAT-CNNDMROUGE-152.27Unverified
#ModelMetricClaimedVerifiedStatus
1BigBird-PegasusROUGE-146.63Unverified
#ModelMetricClaimedVerifiedStatus
1MatchSumROUGE-124.86Unverified
#ModelMetricClaimedVerifiedStatus
1Longformer Encoder Decoderrouge138.65Unverified
#ModelMetricClaimedVerifiedStatus
1GCN HybridROUGE-233.88Unverified
#ModelMetricClaimedVerifiedStatus
1GenCompareSumROUGE-141.02Unverified
#ModelMetricClaimedVerifiedStatus
1SATSAvg. Test Rouge134.24Unverified