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 451–500 of 1340 papers

TitleStatusHype
BEL: Bagging for Entity Linking—0
A Neural-Symbolic Approach Towards Identifying Grammatically Correct Sentences—0
Abstractive Text Summarization for Contemporary Sanskrit Prose: Issues and Challenges—0
Error Norm Truncation: Robust Training in the Presence of Data Noise for Text Generation Models—0
Entity-Supported Summarization of Biomedical Abstracts—0
Bayesian Supervised Domain Adaptation for Short Text Similarity—0
Enriching and Controlling Global Semantics for Text Summarization—0
Bayesian Active Summarization—0
A Neural Approach to Pun Generation—0
Basic Principles for Segmenting Thai EDUs—0
Enhancing Biomedical Text Summarization and Question-Answering: On the Utility of Domain-Specific Pre-Training—0
An Entity-Centric Coreference Resolution System for Person Entities with Rich Linguistic Information—0
Enhanced Electronic Health Records Text Summarization Using Large Language Models—0
Enhanced Aspect Level Sentiment Classification with Auxiliary Memory—0
Enforcing Topic Diversity in a Document Recommender for Conversations—0
An End-to-End Speech Summarization Using Large Language Model—0
A Deep Network Model for Paraphrase Detection in Short Text Messages—0
Abstractive Text Summarization: Enhancing Sequence-to-Sequence Models Using Word Sense Disambiguation and Semantic Content Generalization—0
Encoding Conversation Context for Neural Keyphrase Extraction from Microblog Posts—0
Prompt-based Pseudo-labeling Strategy for Sample-Efficient Semi-Supervised Extractive Summarization—0
Empirical comparison of dependency conversions for RST discourse trees—0
Bangla Natural Language Processing: A Comprehensive Analysis of Classical, Machine Learning, and Deep Learning Based Methods—0
Efficient Informed Proposals for Discrete Distributions via Newton's Series Approximation—0
Efficient GPT Model Pre-training using Tensor Train Matrix Representation—0
Back to Basics for Monolingual Alignment: Exploiting Word Similarity and Contextual Evidence—0
An End-to-End Chinese Discourse Parser with Adaptation to Explicit and Non-explicit Relation Recognition—0
Self-Supervised Contrastive Learning for Code Retrieval and Summarization via Semantic-Preserving Transformations—0
Efficiency Metrics for Data-Driven Models: A Text Summarization Case Study—0
Backdoor Learning on Sequence to Sequence Models—0
Efficiency Metrics for Data-Driven Models: A Text Summarization Case Study—0
AUTOSUMM: Automatic Model Creation for Text Summarization—0
An Empirical Comparison Between N-gram and Syntactic Language Models for Word Ordering—0
Automatic text summarization: What has been done and what has to be done—0
Enhancing Extractive Text Summarization with Topic-Aware Graph Neural Networks—0
Enhancing Root Extractors Using Light Stemmers—0
Enhancing Scientific Figure Captioning Through Cross-modal Learning—0
ECNU: Using Traditional Similarity Measurements and Word Embedding for Semantic Textual Similarity Estimation—0
ECNUCS: Recognizing Cross-lingual Textual Entailment Using Multiple Text Similarity and Text Difference Measures—0
Ensure the Correctness of the Summary: Incorporate Entailment Knowledge into Abstractive Sentence Summarization—0
Automatic Text Summarization Using Reinforcement Learning with Embedding Features—0
An ASP-based Approach to Answering Natural Language Questions for Texts—0
A Data-driven Latent Semantic Analysis for Automatic Text Summarization using LDA Topic Modelling—0
Abstractive Text Summarization by Incorporating Reader Comments—0
ECNU at SemEval-2016 Task 1: Leveraging Word Embedding From Macro and Micro Views to Boost Performance for Semantic Textual Similarity—0
Automatic Text Summarization of Legal Cases: A Hybrid Approach—0
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
Étude de l'informativité des transcriptions : une approche basée sur le résumé automatique—0
EASY-M: Evaluation System for Multilingual Summarizers—0
Anaphora Annotation in Hindi Dependency TreeBank—0
Dynamic Knowledge-Base Alignment for Coreference Resolution—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