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 351–400 of 1340 papers

TitleStatusHype
HaRiM^+: Evaluating Summary Quality with Hallucination RiskCode0
Harnessing Abstractive Summarization for Fact-Checked Claim DetectionCode0
Hyperparameter-Free Approach for Faster Minimum Bayes Risk DecodingCode0
GreekT5: A Series of Greek Sequence-to-Sequence Models for News SummarizationCode0
GUSUM: Graph-based Unsupervised Summarization Using Sentence Features Scoring and Sentence-BERTCode0
GoSum: Extractive Summarization of Long Documents by Reinforcement Learning and Graph Organized discourse stateCode0
Generative Adversarial Network for Abstractive Text SummarizationCode0
Gender Bias Detection in Court Decisions: A Brazilian Case StudyCode0
German also Hallucinates! Inconsistency Detection in News Summaries with the Absinth DatasetCode0
GEMINI: Controlling the Sentence-level Writing Style for Abstractive Text SummarizationCode0
Fusing Multimodal Signals on Hyper-complex Space for Extreme Abstractive Text Summarization (TL;DR) of Scientific ContentsCode0
Controlling Output Length in Neural Encoder-DecodersCode0
Hallucination Reduction in Long Input Text SummarizationCode0
AlignSum: Data Pyramid Hierarchical Fine-tuning for Aligning with Human Summarization PreferenceCode0
Idiom Paraphrases: Seventh Heaven vs Cloud NineCode0
Centroid-based Text Summarization through Compositionality of Word EmbeddingsCode0
Applying Automatic Text Summarization for Fake News DetectionCode0
CAWA: An Attention-Network for Credit AttributionCode0
APE: A Data-Centric Benchmark for Efficient LLM Adaptation in Text SummarizationCode0
Multimodal Survival Modeling in the Age of Foundation ModelsCode0
FAT ALBERT: Finding Answers in Large Texts using Semantic Similarity Attention Layer based on BERTCode0
Cost-Efficient LLM Serving in the Cloud: VM Selection with KV Cache OffloadingCode0
A Survey on Deep Learning for Named Entity RecognitionCode0
A Survey for Biomedical Text Summarization: From Pre-trained to Large Language ModelsCode0
AllSummarizer system at MultiLing 2015: Multilingual single and multi-document summarizationCode0
Features in Extractive Supervised Single-document Summarization: Case of Persian NewsCode0
Can We Trust the Performance Evaluation of Uncertainty Estimation Methods in Text Summarization?Code0
Facts That MatterCode0
Extractive Summarization with SWAP-NET: Sentences and Words from Alternating Pointer NetworksCode0
Facet-Aware Evaluation for Extractive SummarizationCode0
Extractive approach for text summarisation using graphsCode0
Extractive Summarization of Long Documents by Combining Global and Local ContextCode0
Exploring Prompting Large Language Models as Explainable MetricsCode0
BUZZ: Beehive-structured Sparse KV Cache with Segmented Heavy Hitters for Efficient LLM InferenceCode0
Summarizing User-generated Textual Content: Motivation and Methods for Fairness in Algorithmic SummariesCode0
Fusing Models with Complementary ExpertiseCode0
IDN-Sum: A New Dataset for Interactive Digital Narrative Extractive Text SummarisationCode0
A Novel Word Pair-based Gaussian Sentence Similarity Algorithm For Bengali Extractive Text SummarizationCode0
Evaluating Extractive Summarization Techniques on News ArticlesCode0
ETPC - A Paraphrase Identification Corpus Annotated with Extended Paraphrase Typology and NegationCode0
Evaluating Extractive Summarization Techniques on News ArticlesCode0
Boosting Summarization with Normalizing Flows and Aggressive TrainingCode0
Boosting Big Brother: Attacking Search Engines with EncodingsCode0
Annobot: Platform for Annotating and Creating Datasets through Conversation with a ChatbotCode0
Attention-based Multi-hypothesis Fusion for Speech SummarizationCode0
Data-driven Summarization of Scientific ArticlesCode0
ELSKE: Efficient Large-Scale Keyphrase ExtractionCode0
BiSET: Bi-directional Selective Encoding with Template for Abstractive SummarizationCode0
EDU-level Extractive Summarization with Varying Summary LengthsCode0
An Investigation of Evaluation Metrics for Automated Medical Note GenerationCode0
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Benchmark Results

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