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 751800 of 1340 papers

TitleStatusHype
Text Summarization with Latent Queries0
Textual analysis of End User License Agreement for red-flagging potentially malicious software0
The CONCISUS Corpus of Event Summaries0
The C-Score -- Proposing a Reading Comprehension Metrics as a Common Evaluation Measure for Text Simplification0
The Current State of Summarization0
The Effect of the Multi-Layer Text Summarization Model on the Efficiency and Relevancy of the Vector Space-based Information Retrieval0
The Fire Thief Is Also the Keeper: Balancing Usability and Privacy in Prompts0
The Future of AI: Exploring the Potential of Large Concept Models0
The geometry of BERT0
The Impact of Cohesion Errors in Extraction Based Summaries0
The impact of domains for Keyphrase extraction (Influence des domaines de sp\'ecialit\'e dans l'extraction de termes-cl\'es) [in French]0
The Impact of Preference Agreement in Reinforcement Learning from Human Feedback: A Case Study in Summarization0
The Impact of Rule-Based Text Generation on the Quality of Abstractive Summaries0
The Master-Slave Encoder Model for Improving Patent Text Summarization: A New Approach to Combining Specifications and Claims0
The Rule of Three: Abstractive Text Summarization in Three Bullet Points0
The SoNLP-DP System in the CoNLL-2015 shared Task0
The University of Alicante at MultiLing 2015: approach, results and further insights0
The Use of Artificial Intelligence in Military Intelligence: An Experimental Investigation of Added Value in the Analysis Process0
The Use of Granularity in Rhetorical Relation Prediction0
Tiantianzhu7:System Description of Semantic Textual Similarity (STS) in the SemEval-2012 (Task 6)0
TL;DR: Mining Reddit to Learn Automatic Summarization0
"TL;DR:" Out-of-Context Adversarial Text Summarization and Hashtag Recommendation0
Tone Biased MMR Text Summarization0
Topical Positioning: A New Method for Predicting Opinion Changes in Conversation0
Topic-aware Pointer-Generator Networks for Summarizing Spoken Conversations0
Topic Modeling Based Extractive Text Summarization0
Topic Model Stability for Hierarchical Summarization0
Topic Segmentation of Research Article Collections0
Topic Sensitive Neural Headline Generation0
Towards Adaptive Text Summarization: How Does Compression Rate Affect Summary Readability of L2 Texts?0
Towards an Integration of Syntactic and Temporal Annotations in Estonian0
Towards a Reliable and Robust Methodology for Crowd-Based Subjective Quality Assessment of Query-Based Extractive Text Summarization0
Towards automatic extractive text summarization of A-133 Single Audit reports with machine learning0
Towards Combinational Relation Linking over Knowledge Graphs0
Towards Generalizable Sentence Embeddings0
Towards Human-Centered Summarization: A Case Study on Financial News0
Towards Opinion Summarization from Online Forums0
Towards Opinion Summarization of Customer Reviews0
Towards Supervised Extractive Text Summarization via RNN-based Sequence Classification0
Towards the Unsupervised Acquisition of Implicit Semantic Roles0
Towards Unifying Multi-Lingual and Cross-Lingual Summarization0
Trainable Citation-enhanced Summarization of Scientific Articles0
Training Dynamics for Text Summarization Models0
Training Dynamics for Text Summarization Models0
Transformer Based Implementation for Automatic Book Summarization0
Transformer-Lite: High-efficiency Deployment of Large Language Models on Mobile Phone GPUs0
Transformer Models in Education: Summarizing Science Textbooks with AraBART, MT5, AraT5, and mBART0
Treat the system like a human student: Automatic naturalness evaluation of generated text without reference texts0
TriSum: Learning Summarization Ability from Large Language Models with Structured Rationale0
TSix: A Human-involved-creation Dataset for Tweet Summarization0
Show:102550
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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