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

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Showing 601–650 of 760 papers

TitleStatusHype
Summarization Based on Embedding Distributions—0
Topical Coherence for Graph-based Extractive Summarization—0
Phrase-based Compressive Cross-Language Summarization—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
End-to-end Argument Generation System in Debating—0
BrailleSUM: A News Summarization System for the Blind and Visually Impaired People—0
Automatic Identification of Rhetorical Questions—0
Predicting Salient Updates for Disaster Summarization—0
Using Tweets to Help Sentence Compression for News Highlights Generation—0
Leveraging Word Embeddings for Spoken Document Summarization—0
Abstractive Multi-Document Summarization via Phrase Selection and Merging—0
A Method of Accounting Bigrams in Topic Models—0
Vector Space Models for Scientific Document Summarization—0
Topic Models: Accounting Component Structure of Bigrams—0
Encoding World Knowledge in the Evaluation of Local Coherence—0
Clustering Sentences with Density Peaks for Multi-document SummarizationCode0
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
HEADS: Headline Generation as Sequence Prediction Using an Abstract Feature-Rich Space—0
A Dynamic Programming Algorithm for Tree Trimming-based Text Summarization—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
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
Learning Mixtures of Submodular Functions for Image Collection Summarization—0
Exploiting Timegraphs in Temporal Relation Classification—0
Multi-document Summarization Using Bipartite Graphs—0
Dependency-based Discourse Parser for Single-Document Summarization—0
Automatic Generation of Related Work Sections in Scientific Papers: An Optimization Approach—0
Fear the REAPER: A System for Automatic Multi-Document Summarization with Reinforcement Learning—0
Analyzing Stemming Approaches for Turkish Multi-Document Summarization—0
Improving Multi-documents Summarization by Sentence Compression based on Expanded Constituent Parse Trees—0
Hierarchical Discriminative Classification for Text-Based Geolocation—0
Query-focused Multi-Document Summarization: Combining a Topic Model with Graph-based Semi-supervised Learning—0
Learning to Generate Coherent Summary with Discriminative Hidden Semi-Markov Model—0
Generating Supplementary Travel Guides from Social Media—0
Empirical analysis of exploiting review helpfulness for extractive summarization of online reviews—0
Single Document Keyphrase Extraction Using Label Information—0
Utilizing Microblogs for Automatic News Highlights Extraction—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
Experimental Design to Improve Topic Analysis Based Summarization—0
A Hybrid Approach to Multi-document Summarization of Opinions in Reviews—0
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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