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 501–550 of 1340 papers

TitleStatusHype
Anaphora Annotation in Hindi Dependency TreeBank—0
Dynamic Knowledge-Base Alignment for Coreference Resolution—0
\'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 Embeddings—0
Evaluation of Automatic Text Summarization using Synthetic Facts—0
Evaluation of Text Generation: A Survey—0
Automatic Text Summarization Methods: A Comprehensive Review—0
Event Graph based Sentence Fusion—0
Event-Related Features in Feedforward Neural Networks Contribute to Identifying Causal Relations in Discourse—0
ExB Text Summarizer—0
Dynamic Feature Selection with Attention in Incremental Parsing—0
Automatic Text Summarization (ATS) for Research Documents in Sorani Kurdish—0
An Analysis of Causality between Events and its Relation to Temporal Information—0
Dual Fixed-Size Ordinally Forgetting Encoding (FOFE) for Competitive Neural Language Models—0
Don't Believe Everything You Read: Enhancing Summarization Interpretability through Automatic Identification of Hallucinations in Large Language Models—0
Automatic Text Summarization Approaches to Speed up Topic Model Learning Process—0
Dolphin: A Challenging and Diverse Benchmark for Arabic NLG—0
Automatic Summarization of Online Debates—0
An Analysis of Abstractive Text Summarization Using Pre-trained Models—0
A Bayesian Method to Incorporate Background Knowledge during Automatic Text Summarization—0
Automatic Pull Request Description Generation Using LLMs: A T5 Model Approach—0
Do LLMs Recognize me, When I is not me: Assessment of LLMs Understanding of Turkish Indexical Pronouns in Indexical Shift Contexts—0
Automatic Summarization of Doctor-Patient Encounter Dialogues Using Large Language Model through Prompt Tuning—0
Document Summarization with Text Segmentation—0
Automatic Spelling Correction for Resource-Scarce Languages using Deep Learning—0
DLS@CU: Sentence Similarity from Word Alignment—0
DLS@CU: Sentence Similarity from Word Alignment and Semantic Vector Composition—0
Automatic Punjabi Text Extractive Summarization System—0
DLS@CU-CORE: A Simple Machine Learning Model of Semantic Textual Similarity—0
DLS@CU at SemEval-2016 Task 1: Supervised Models of Sentence Similarity—0
Automatic News Summerization—0
Analyzing Stemming Approaches for Turkish Multi-Document Summarization—0
Diversifiable Bootstrapping for Acquiring High-Coverage Paraphrase Resource—0
Automatic Metrics for Genre-specific Text Quality—0
Diverse Beam Search for Increased Novelty in Abstractive Summarization—0
Disunity in Cohesion: How Purpose Affects Methods and Results When AnalyzingLexical Cohesion—0
Automatic Keyword Extraction on Twitter—0
Discrete Diffusion Language Model for Long Text Summarization—0
Discrepancy Between Automatic and Manual Evaluation of Summaries—0
Discovering Non-Monotonic Autoregressive Ordering for Text Generation Models using Sinkhorn Distributions—0
Automatic Keyword Extraction for Text Summarization: A Survey—0
Automatic Keyphrase Extraction: A Survey of the State of the Art—0
Adapting a State-of-the-art Anaphora Resolution System for Resource-poor Language—0
Discovering Missing Wikipedia Inter-language Links by means of Cross-lingual Word Sense Disambiguation—0
Automatic Identification of Rhetorical Questions—0
Discourse Relation Recognition by Comparing Various Units of Sentence Expression with Recursive Neural Network—0
Automatic Generation of Descriptive Titles for Video Clips Using Deep Learning—0
Discourse Annotation of Non-native Spontaneous Spoken Responses Using the Rhetorical Structure Theory Framework—0
Discourse Analysis and Its Applications—0
Automatic Arabic Text Summarization Based on Fuzzy Logic—0
Show:102550
← PrevPage 11 of 27Next →

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