SOTAVerified

Extractive Text Summarization

Given a document, selecting a subset of the words or sentences which best represents a summary of the document.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 51–95 of 95 papers

TitleStatusHype
Unity in Diversity: Learning Distributed Heterogeneous Sentence Representation for Extractive Summarization—0
Extractive Multi-document Summarization using K-means, Centroid-based Method, MMR, and Sentence PositionCode0
Towards Supervised Extractive Text Summarization via RNN-based Sequence Classification—0
Towards automatic extractive text summarization of A-133 Single Audit reports with machine learning—0
Reading Like HER: Human Reading Inspired Extractive SummarizationCode0
Discourse-Aware Neural Extractive Text SummarizationCode0
Summary Level Training of Sentence Rewriting for Abstractive Summarization—0
A topic-based sentence representation for extractive text summarization—0
A study of semantic augmentation of word embeddings for extractive summarization—0
Exploring Domain Shift in Extractive Text Summarization—0
STRASS: A Light and Effective Method for Extractive Summarization Based on Sentence EmbeddingsCode0
Searching for Effective Neural Extractive Summarization: What Works and What's NextCode0
Learning with fuzzy hypergraphs: a topical approach to query-oriented text summarization—0
Leveraging BERT for Extractive Text Summarization on LecturesCode0
A Novel System for Extractive Clinical Note Summarization using EHR Data—0
HIBERT: Document Level Pre-training of Hierarchical Bidirectional Transformers for Document Summarization—0
Neural Extractive Text Summarization with Syntactic CompressionCode0
Language Model Pre-training for Hierarchical Document Representations—0
BoWLer: A neural approach to extractive text summarization—0
DeepChannel: Salience Estimation by Contrastive Learning for Extractive Document SummarizationCode0
Abstractive Text-Image Summarization Using Multi-Modal Attentional Hierarchical RNN—0
Iterative Document Representation Learning Towards Summarization with PolishingCode0
BanditSum: Extractive Summarization as a Contextual BanditCode0
Neural Latent Extractive Document Summarization—0
Abstractive and Extractive Text Summarization using Document Context Vector and Recurrent Neural Networks—0
Neural Document Summarization by Jointly Learning to Score and Select SentencesCode0
Document Modeling with External Attention for Sentence ExtractionCode0
A Hierarchical Structured Self-Attentive Model for Extractive Document Summarization (HSSAS)—0
Using Statistical and Semantic Models for Multi-Document Summarization—0
Extractive Text Summarization using Neural Networks—0
Ranking Sentences for Extractive Summarization with Reinforcement LearningCode0
TAP-DLND 1.0 : A Corpus for Document Level Novelty DetectionCode0
Combining Graph Degeneracy and Submodularity for Unsupervised Extractive SummarizationCode0
Revisiting the Centroid-based Method: A Strong Baseline for Multi-Document Summarization—0
Revisiting the Centroid-based Method: A Strong Baseline for Multi-Document Summarization—0
Extractive Multi Document Summarization using Dynamical Measurements of Complex Networks—0
Centroid-based Text Summarization through Compositionality of Word EmbeddingsCode0
A New Persian Text Summarization Approach Based on Natural Language Processing and Graph Similarity—0
Classify or Select: Neural Architectures for Extractive Document Summarization—0
A Neural Attention Model for Abstractive Sentence SummarizationCode0
A Dynamic Programming Algorithm for Tree Trimming-based Text Summarization—0
Multi-layered graph-based multi-document summarization model—0
Using Supervised Bigram-based ILP for Extractive Summarization—0
Using Document Summarization Techniques for Speech Data Subset Selection—0
Twitter Topic Summarization by Ranking Tweets using Social Influence and Content Quality—0
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All datasetsCNN / Daily MailDebateSumGovReportDUC 2004DUC 2004 Task 1

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1HAHSumROUGE-144.68—Unverified
2Scaled-MatchSumROUGE-144.51—Unverified
3MatchSumROUGE-144.41—Unverified
4A2SummROUGE-144.11—Unverified
5NeRoBERTaROUGE-143.86—Unverified
6BERT-ext + RLROUGE-142.76—Unverified
7PNBERTROUGE-142.69—Unverified
8HIBERTROUGE-142.37—Unverified
9HERROUGE-142.3—Unverified
10NeuSUMROUGE-141.59—Unverified
#ModelMetricClaimedVerifiedStatus
1Longformer-BaseROUGE-L57.21—Unverified
2GPT2-MediumROUGE-L53.23—Unverified
3BERT-LargeROUGE-L49.98—Unverified
#ModelMetricClaimedVerifiedStatus
1MemSum (extractive)Avg. Test Rouge159.43—Unverified
2HEPOSAvg. Test Rouge156.86—Unverified
#ModelMetricClaimedVerifiedStatus
1Pre-training-meets-Clustering-A-Hybrid-Extractive-Multi-Document-Summarization-ModelTest ROGUE-134.01—Unverified
#ModelMetricClaimedVerifiedStatus
1AbsROUGE-126.55—Unverified