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 501550 of 1340 papers

TitleStatusHype
A Review of Reinforcement Learning for Natural Language Processing, and Applications in Healthcare0
A Hybrid Approach to Generation of Missing Abstracts in Biomedical Literature0
\'Evaluation dune nouvelle structuration th\'ematique hi\'erarchique des textes dans un cadre de r\'esum\'e automatique et de d\'etection d'ancres au sein de vid\'eos (Evaluation of a novel hierarchical thematic structuring of texts in the framework of text summarization and anchor detection for video hyperlinking )0
Evaluation Metrics for Headline Generation Using Deep Pre-Trained Embeddings0
Evaluation of Automatic Text Summarization using Synthetic Facts0
Evaluation of Text Generation: A Survey0
Event-Driven Headline Generation0
Event Graph based Sentence Fusion0
Event-Related Features in Feedforward Neural Networks Contribute to Identifying Causal Relations in Discourse0
ExB Text Summarizer0
Fully Abstractive Approach to Guided Summarization0
Generalized Character-Level Spelling Error Correction0
Generating Topic-Oriented Summaries Using Neural Attention0
Guiding Generation for Abstractive Text Summarization Based on Key Information Guide Network0
Clause-based Discourse Segmentation of Arabic Texts0
Classifying the Informative Behaviour of Emoji in Microblogs0
A Reranking Model for Discourse Segmentation using Subtree Features0
CitationSum: Citation-aware Graph Contrastive Learning for Scientific Paper Summarization0
CIST System for CL-SciSumm 2016 Shared Task0
A Reinforced Topic-Aware Convolutional Sequence-to-Sequence Model for Abstractive Text Summarization0
A Hybrid Approach to Extract Keyphrases from Medical Documents0
Abstractive Compression of Captions with Attentive Recurrent Neural Networks0
A hierarchical taxonomy for classifying hardness of inference tasks0
Reconsidering Degeneration of Token Embeddings with Definitions for Encoder-based Pre-trained Language Models0
CHIMA: Headline-Guided Extractive Summarization for Thai News Articles0
ChatGPT vs Human-authored Text: Insights into Controllable Text Summarization and Sentence Style Transfer0
Framework of Automatic Text Summarization Using Reinforcement Learning0
From Extractive to Abstractive Summarization: A Journey0
ChatGPT as a Factual Inconsistency Evaluator for Text Summarization0
ChatGPT Application In Summarizing An Evolution Of Deep Learning Techniques In Imaging: A Qualitative Study0
A Rate-Distortion Framework for Summarization0
ChatGPT in the Classroom: An Analysis of Its Strengths and Weaknesses for Solving Undergraduate Computer Science Questions0
Chapter 7 Review of Data-Driven Generative AI Models for Knowledge Extraction from Scientific Literature in Healthcare0
Appraising UMLS Coverage for Summarizing Medical Evidence0
A Hierarchical Structured Self-Attentive Model for Extractive Document Summarization (HSSAS)0
Challenges in Domain-Specific Abstractive Summarization and How to Overcome them0
ChallengeMe: An Adversarial Learning-enabled Text Summarization Framework0
Applying Transformer-based Text Summarization for Keyphrase Generation0
CGEMs: A Metric Model for Automatic Code Generation using GPT-30
Centroid Transformers: Learning to Abstract with Attention0
Applying RLAIF for Code Generation with API-usage in Lightweight LLMs0
A Hierarchical End-to-End Model for Jointly Improving Text Summarization and Sentiment Classification0
Abstract Text Summarization: A Low Resource Challenge0
Summarizing Speech: A Comprehensive Survey0
Abstractive Text Summarization Using the BRIO Training Paradigm0
Fine-tuning GPT-3 for Russian Text Summarization0
A Graph-theoretic Summary Evaluation for ROUGE0
CatMemo at the FinLLM Challenge Task: Fine-Tuning Large Language Models using Data Fusion in Financial Applications0
Abstractive Approaches To Multidocument Summarization Of Medical Literature Reviews0
First approach toward Semantic Role Labeling for Basque0
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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