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 401–450 of 1340 papers

TitleStatusHype
Boosting Big Brother: Attacking Search Engines with EncodingsCode0
Facet-Aware Evaluation for Extractive SummarizationCode0
Extractive Summarization with SWAP-NET: Sentences and Words from Alternating Pointer NetworksCode0
Annobot: Platform for Annotating and Creating Datasets through Conversation with a ChatbotCode0
Deep Transfer Reinforcement Learning for Text SummarizationCode0
Scheduled Sampling Based on Decoding Steps for Neural Machine TranslationCode0
DeltaLM: Encoder-Decoder Pre-training for Language Generation and Translation by Augmenting Pretrained Multilingual EncodersCode0
Attribute Structuring Improves LLM-Based Evaluation of Clinical Text SummariesCode0
A Multi-lingual Multi-task Architecture for Low-resource Sequence LabelingCode0
Detecting Errors through Ensembling Prompts (DEEP): An End-to-End LLM Framework for Detecting Factual ErrorsCode0
Extractive approach for text summarisation using graphsCode0
BiSET: Bi-directional Selective Encoding with Template for Abstractive SummarizationCode0
Seq2Sick: Evaluating the Robustness of Sequence-to-Sequence Models with Adversarial ExamplesCode0
Exploring Prompting Large Language Models as Explainable MetricsCode0
An Investigation of Evaluation Metrics for Automated Medical Note GenerationCode0
Explaining Veracity Predictions with Evidence Summarization: A Multi-Task Model ApproachCode0
STRASS: A Light and Effective Method for Extractive Summarization Based on Sentence EmbeddingsCode0
StructSum: Summarization via Structured RepresentationsCode0
Bio-Eng-LMM AI Assist chatbot: A Comprehensive Tool for Research and EducationCode0
Exploiting Summarization Data to Help Text SimplificationCode0
Extractive Summarization of Long Documents by Combining Global and Local ContextCode0
BiLSTM-CRF for Persian Named-Entity Recognition ArmanPersoNERCorpus: the First Entity-Annotated Persian DatasetCode0
BillSum: A Corpus for Automatic Summarization of US LegislationCode0
ETPC - A Paraphrase Identification Corpus Annotated with Extended Paraphrase Typology and NegationCode0
Beyond Stemming and Lemmatization: Ultra-stemming to Improve Automatic Text SummarizationCode0
ELSKE: Efficient Large-Scale Keyphrase ExtractionCode0
Discourse-Aware Neural Extractive Text SummarizationCode0
Active Learning for Abstractive Text SummarizationCode0
Evaluating Extractive Summarization Techniques on News ArticlesCode0
Better Summarization Evaluation with Word Embeddings for ROUGECode0
DUAL: Diversity and Uncertainty Active Learning for Text SummarizationCode0
ed-cec: improving rare word recognition using asr postprocessing based on error detection and context-aware error correctionCode0
A New Approach to Overgenerating and Scoring Abstractive SummariesCode0
Distilling Knowledge Learned in BERT for Text GenerationCode0
DomainSum: A Hierarchical Benchmark for Fine-Grained Domain Shift in Abstractive Text SummarizationCode0
Plain English Summarization of ContractsCode0
Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme SummarizationCode0
EDU-level Extractive Summarization with Varying Summary LengthsCode0
Evaluating Extractive Summarization Techniques on News ArticlesCode0
FAT ALBERT: Finding Answers in Large Texts using Semantic Similarity Attention Layer based on BERTCode0
Jointly Extracting and Compressing Documents with Summary State RepresentationsCode0
Pre-training Meets Clustering: A Hybrid Extractive Multi-document Summarization ModelCode0
BERT-PersNER: A New Model for Persian Named Entity Recognition—0
A New Approach for Arabic Text Summarization—0
BERT-AL: BERT for Arbitrarily Long Document Understanding—0
BenLLMEval: A Comprehensive Evaluation into the Potentials and Pitfalls of Large Language Models on Bengali NLP—0
A New Annotated Portuguese/Spanish Corpus for the Multi-Sentence Compression Task—0
A Difference-of-Convex Programming Approach With Parallel Branch-and-Bound For Sentence Compression Via A Hybrid Extractive Model—0
Belief Propagation for Maximum Coverage on Weighted Bipartite Graph and Application to Text Summarization—0
BEL: Bagging for Entity Linking—0
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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