SOTAVerified

Document Summarization

Automatic Document Summarization is the task of rewriting a document into its shorter form while still retaining its important content. The most popular two paradigms are extractive approaches and abstractive approaches. Extractive approaches generate summaries by extracting parts of the original document (usually sentences), while abstractive methods may generate new words or phrases which are not in the original document.

Source: HIBERT: Document Level Pre-training of Hierarchical Bidirectional Transformers for Document Summarization

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 601–650 of 760 papers

TitleStatusHype
Joint prediction in MST-style discourse parsing for argumentation mining—0
Measuring Semantic Similarity for Bengali Tweets Using WordNet—0
Abstractive Multi-document Summarization with Semantic Information Extraction—0
Privacy-Preserving Multi-Document Summarization—0
A New Framework for Distributed Submodular Maximization—0
Extending a Single-Document Summarizer to Multi-Document: a Hierarchical Approach—0
Multi-Document Summarization via Discriminative Summary Reranking—0
From TimeLines to StoryLines: A preliminary proposal for evaluating narratives—0
Automatic Identification of Rhetorical Questions—0
Using Tweets to Help Sentence Compression for News Highlights Generation—0
BrailleSUM: A News Summarization System for the Blind and Visually Impaired People—0
Predicting Salient Updates for Disaster Summarization—0
End-to-end Argument Generation System in Debating—0
Leveraging Word Embeddings for Spoken Document Summarization—0
Abstractive Multi-Document Summarization via Phrase Selection and Merging—0
Vector Space Models for Scientific Document Summarization—0
A Method of Accounting Bigrams in Topic Models—0
HEADS: Headline Generation as Sequence Prediction Using an Abstract Feature-Rich Space—0
Encoding World Knowledge in the Evaluation of Local Coherence—0
Topic Models: Accounting Component Structure of Bigrams—0
Clustering Sentences with Density Peaks for Multi-document SummarizationCode0
A Dynamic Programming Algorithm for Tree Trimming-based Text Summarization—0
Using External Resources and Joint Learning for Bigram Weighting in ILP-Based Multi-Document Summarization—0
Improving Update Summarization via Supervised ILP and Sentence Reranking—0
Reader-Aware Multi-Document Summarization via Sparse Coding—0
Document Clustering using K-Means and K-Medoids—0
The Power of Randomization: Distributed Submodular Maximization on Massive Datasets—0
Learning Mixtures of Submodular Functions for Image Collection Summarization—0
Topic-based Multi-document Summarization using Differential Evolution forCombinatorial Optimization of Sentences—0
Sentential Paraphrase Generation for Agglutinative Languages Using SVM with a String Kernel—0
Analyzing Stemming Approaches for Turkish Multi-Document Summarization—0
Fear the REAPER: A System for Automatic Multi-Document Summarization with Reinforcement Learning—0
Automatic Generation of Related Work Sections in Scientific Papers: An Optimization Approach—0
Hierarchical Discriminative Classification for Text-Based Geolocation—0
Multi-document Summarization Using Bipartite Graphs—0
Dependency-based Discourse Parser for Single-Document Summarization—0
Improving Multi-documents Summarization by Sentence Compression based on Expanded Constituent Parse Trees—0
Exploiting Timegraphs in Temporal Relation Classification—0
Learning to Generate Coherent Summary with Discriminative Hidden Semi-Markov Model—0
Query-focused Multi-Document Summarization: Combining a Topic Model with Graph-based Semi-supervised Learning—0
Utilizing Microblogs for Automatic News Highlights Extraction—0
Single Document Keyphrase Extraction Using Label Information—0
Empirical analysis of exploiting review helpfulness for extractive summarization of online reviews—0
Generating Supplementary Travel Guides from Social Media—0
Towards Syntax-aware Compositional Distributional Semantic Models—0
Text Summarization through Entailment-based Minimum Vertex Cover—0
A Survey of Named Entity Recognition in Assamese and other Indian Languages—0
Porting a Summarizer to the French Language—0
Approximation Strategies for Multi-Structure Sentence Compression—0
Extractive Summarization and Dialogue Act Modeling on Email Threads: An Integrated Probabilistic Approach—0
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All datasetsCNN / Daily MailHowSumm-StepHowSumm-MethodArxiv HEP-TH citation grapharXiv Summarization DatasetBBC XSumWikiLingua (tr->en)

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1HAT-BARTROUGE-144.48—Unverified
2MatchSum (RoBERTa-base)ROUGE-144.41—Unverified
3Hie-BARTROUGE-144.35—Unverified
4MatchSum (BERT-base)ROUGE-144.22—Unverified
5BertSumExtROUGE-143.85—Unverified
6BigBird-PegasusROUGE-143.84—Unverified
7T5-11BROUGE-143.52—Unverified
8BERTSUM+TransformerROUGE-143.25—Unverified
9UniLM (Abstractive Summarization)ROUGE-143.08—Unverified
10Selector+Pointer GeneratorROUGE-141.72—Unverified
#ModelMetricClaimedVerifiedStatus
1LexRank (query: step title)ROUGE-139.6—Unverified
2CES (query: step title)ROUGE-139.3—Unverified
3CES (query: step + method titles)ROUGE-138.3—Unverified
4LexRank (query: step + method titles)ROUGE-138.2—Unverified
5CES (query: step + method + article titles)ROUGE-137—Unverified
6LexRank (query: step + method + article titles)ROUGE-136.3—Unverified
7GreedyRel (query: step + method titles)ROUGE-130.3—Unverified
8GreedyRel (query: step title)ROUGE-130.1—Unverified
9BM25-HierSumm (query: step + method titles)ROUGE-123—Unverified
10BM25-HierSumm (query: step title)ROUGE-122.3—Unverified
#ModelMetricClaimedVerifiedStatus
1LexRank (query: method + article + steps titles)ROUGE-153.5—Unverified
2CES (query: method + article + steps titles)ROUGE-152.2—Unverified
3GreedyRel (query: method + article + steps titles)ROUGE-148.6—Unverified
4CES (query: method title)ROUGE-148.4—Unverified
5CES (query: method + article titles)ROUGE-148.3—Unverified
6LexRank (query: method title)ROUGE-147.7—Unverified
7LexRank (query: method + article titles)ROUGE-147.1—Unverified
8GreedyRel (query: method title)ROUGE-143.4—Unverified
9GreedyRel (query: method + article titles)ROUGE-142.3—Unverified
#ModelMetricClaimedVerifiedStatus
1DeepPyramidionROUGE-147.15—Unverified
#ModelMetricClaimedVerifiedStatus
1DeepPyramidionRouge-219.99—Unverified
#ModelMetricClaimedVerifiedStatus
1BigBird-PegasusROUGE-147.12—Unverified
#ModelMetricClaimedVerifiedStatus
1DOCmT5Rouge-L31.37—Unverified