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 11011150 of 1340 papers

TitleStatusHype
Multilingual Supervision of Semantic Annotation0
CaseSummarizer: A System for Automated Summarization of Legal Texts0
Task-Oriented Intrinsic Evaluation of Semantic Textual Similarity0
Appraising UMLS Coverage for Summarizing Medical Evidence0
Semantically Motivated Hebrew Verb-Noun Multi-Word Expressions Identification0
A Hybrid Approach to Generation of Missing Abstracts in Biomedical Literature0
Controlling the Voice of a Sentence in Japanese-to-English Neural Machine Translation0
Developing Corpus of Lecture Utterances Aligned to Slide Components0
Entity-Supported Summarization of Biomedical Abstracts0
Annotation and Analysis of Discourse Relations, Temporal Relations and Multi-Layered Situational Relations in Japanese Texts0
A method for Automatic Text Summarization using Consensus of Multiple Similarity Measures and Ranking Techniques0
SummaRuNNer: A Recurrent Neural Network based Sequence Model for Extractive Summarization of DocumentsCode1
Research on attention memory networks as a model for learning natural language inference0
Rule Extraction for Tree-to-Tree Transducers by Cost Minimization0
News Stream Summarization using Burst Information Networks0
運用序列到序列生成架構於重寫式自動摘要(Exploiting Sequence-to-Sequence Generation Framework for Automatic Abstractive Summarization)[In Chinese]0
Controlling Output Length in Neural Encoder-DecodersCode0
Abstractive Compression of Captions with Attentive Recurrent Neural Networks0
Empirical comparison of dependency conversions for RST discourse trees0
Topic Sensitive Neural Headline Generation0
Towards Generalizable Sentence Embeddings0
SoNLP-DP System for ConLL-2016 English Shallow Discourse Parsing0
OPT: Oslo--Potsdam--Teesside. Pipelining Rules, Rankers, and Classifier Ensembles for Shallow Discourse Parsing0
An End-to-End Chinese Discourse Parser with Adaptation to Explicit and Non-explicit Relation Recognition0
Unsupervised Text Segmentation Using Semantic Relatedness GraphsCode0
Beyond Centrality and Structural Features: Learning Information Importance for Text Summarization0
Detecting Stance in Tweets And Analyzing its Interaction with Sentiment0
Identifying Causal Relations Using Parallel Wikipedia Articles0
From Extractive to Abstractive Summarization: A Journey0
MUSEEC: A Multilingual Text Summarization Tool0
\'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
Trainable Citation-enhanced Summarization of Scientific Articles0
University of Houston at CL-SciSumm 2016: SVMs with tree kernels and Sentence Similarity0
Making Sense of Massive Amounts of Scientific Publications: the Scientific Knowledge Miner Project0
CaTeRS: Causal and Temporal Relation Scheme for Semantic Annotation of Event Structures0
CIST System for CL-SciSumm 2016 Shared Task0
VUACLTL at SemEval 2016 Task 12: A CRF Pipeline to Clinical TempEval0
NUIG-UNLP at SemEval-2016 Task 13: A Simple Word Embedding-based Approach for Taxonomy Extraction0
DLS@CU at SemEval-2016 Task 1: Supervised Models of Sentence Similarity0
WOLVESAAR at SemEval-2016 Task 1: Replicating the Success of Monolingual Word Alignment and Neural Embeddings for Semantic Textual Similarity0
BIT at SemEval-2016 Task 1: Sentence Similarity Based on Alignments and Vector with the Weight of Information Content0
SemEval-2016 Task 6: Detecting Stance in Tweets0
NORMAS at SemEval-2016 Task 1: SEMSIM: A Multi-Feature Approach to Semantic Text Similarity0
UWB at SemEval-2016 Task 6: Stance Detection0
HHU at SemEval-2016 Task 1: Multiple Approaches to Measuring Semantic Textual Similarity0
JU\_NLP at SemEval-2016 Task 6: Detecting Stance in Tweets using Support Vector Machines0
ECNU at SemEval-2016 Task 1: Leveraging Word Embedding From Macro and Micro Views to Boost Performance for Semantic Textual Similarity0
ISCAS\_NLP at SemEval-2016 Task 1: Sentence Similarity Based on Support Vector Regression using Multiple Features0
IHS-RD-Belarus at SemEval-2016 Task 1: Multistage Approach for Measuring Semantic Similarity0
Amrita\_CEN at SemEval-2016 Task 1: Semantic Relation from Word Embeddings in Higher Dimension0
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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