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 401–450 of 760 papers

TitleStatusHype
Abstractive Document Summarization without Parallel DataCode0
Visual Interaction with Deep Learning Models through Collaborative Semantic InferenceCode0
Overview and Results: CL-SciSumm Shared Task 2019Code0
What is this Article about? Extreme Summarization with Topic-aware Convolutional Neural NetworksCode0
Joint Lifelong Topic Model and Manifold Ranking for Document Summarization—0
Improving Abstractive Document Summarization with Salient Information Modeling—0
Global Optimization under Length Constraint for Neural Text Summarization—0
Single-Document Summarization Using Sentence Embeddings and K-Means Clustering—0
Deep Bayesian Natural Language Processing—0
Learning with fuzzy hypergraphs: a topical approach to query-oriented text summarization—0
Unsupervised Neural Single-Document Summarization of Reviews via Learning Latent Discourse Structure and its RankingCode0
Sentence Centrality Revisited for Unsupervised SummarizationCode0
This Email Could Save Your Life: Introducing the Task of Email Subject Line GenerationCode0
Multi-News: a Large-Scale Multi-Document Summarization Dataset and Abstractive Hierarchical ModelCode0
Single Document Summarization as Tree InductionCode0
Fast Concept Mention Grouping for Concept Map-based Multi-Document SummarizationCode0
Scoring Sentence Singletons and Pairs for Abstractive SummarizationCode0
Improving the Similarity Measure of Determinantal Point Processes for Extractive Multi-Document SummarizationCode0
Hierarchical Transformers for Multi-Document SummarizationCode0
DivGraphPointer: A Graph Pointer Network for Extracting Diverse Keyphrases—0
HIBERT: Document Level Pre-training of Hierarchical Bidirectional Transformers for Document Summarization—0
Unified Language Model Pre-training for Natural Language Understanding and GenerationCode0
An Editorial Network for Enhanced Document Summarization—0
Restructuring Conversations using Discourse Relations for Zero-shot Abstractive Dialogue SummarizationCode0
Neural Extractive Text Summarization with Syntactic CompressionCode0
Query-oriented text summarization based on hypergraph transversals—0
Structuring an unordered text document—0
Language Model Pre-training for Hierarchical Document Representations—0
Sentence transition matrix: An efficient approach that preserves sentence semantics—0
TF-Ranking: Scalable TensorFlow Library for Learning-to-RankCode0
Automatic Text Document Summarization using Semantic-based Analysis—0
CQASUMM: Building References for Community Question Answering Summarization CorporaCode0
DeepChannel: Salience Estimation by Contrastive Learning for Extractive Document SummarizationCode0
Adapting Neural Single-Document Summarization Model for Abstractive Multi-Document Summarization: A Pilot Study—0
Feasible Annotation Scheme for Capturing Policy Argument Reasoning using Argument TemplatesCode0
A Temporally Sensitive Submodularity Framework for Timeline SummarizationCode0
Deep Attentive Sentence Ordering Network—0
Speed Reading: Learning to Read ForBackward via ShuttleCode0
基於基因演算法的組合式多文件摘要方法 (An Ensemble Approach for Multi-document Summarization using Genetic Algorithms) [In Chinese]—0
Improving Neural Abstractive Document Summarization with Explicit Information Selection Modeling—0
On the Abstractiveness of Neural Document Summarization—0
Improving Neural Abstractive Document Summarization with Structural Regularization—0
Bidirectional Attentional Encoder-Decoder Model and Bidirectional Beam Search for Abstractive Summarization—0
Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme SummarizationCode0
Neural Latent Extractive Document Summarization—0
Adapting the Neural Encoder-Decoder Framework from Single to Multi-Document SummarizationCode0
Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion—0
Novelty Goes Deep. A Deep Neural Solution To Document Level Novelty DetectionCode0
Ant Colony System for Multi-Document Summarization—0
Deep Bayesian Learning and Understanding—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