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 251–300 of 760 papers

TitleStatusHype
Entity-Aware Abstractive Multi-Document Summarization—0
Highlight-Transformer: Leveraging Key Phrase Aware Attention to Improve Abstractive Multi-Document Summarization—0
DESCGEN: A Distantly Supervised Datasetfor Generating Entity DescriptionsCode0
Using Query Expansion in Manifold Ranking for Query-Oriented Multi-Document SummarizationCode0
Multi-Document Summarization withDeterminantal Point Process Attention—0
On Training Instance Selection for Few-Shot Neural Text Generation—0
TWAG: A Topic-Guided Wikipedia Abstract GeneratorCode1
A Training-free and Reference-free Summarization Evaluation Metric via Centrality-weighted Relevance and Self-referenced RedundancyCode1
Zero-Shot Controlled Generation with Encoder-Decoder Transformers—0
AgreeSum: Agreement-Oriented Multi-Document Summarization—0
UETrice at MEDIQA 2021: A Prosper-thy-neighbour Extractive Multi-document Summarization Model—0
Etat de l’art en compression multi-phrases pour la synthèse de documents (State-of-the-art of multi-sentence compression for document summarization)—0
Unsupervised document summarization using pre-trained sentence embeddings and graph centrality—0
Efficiently Summarizing Text and Graph Encodings of Multi-Document ClustersCode1
Nutri-bullets Hybrid: Consensual Multi-document Summarization—0
Hie-BART: Document Summarization with Hierarchical BART—0
Extending Multi-Document Summarization Evaluation to the Interactive SettingCode0
Transfer Learning for Sequence Generation: from Single-source to Multi-sourceCode1
Towards Deterministic Diverse Subset Sampling—0
Neighborhood Rough Set based Multi-document Summarization—0
BASS: Boosting Abstractive Summarization with Unified Semantic Graph—0
Analysis of GraphSum's Attention Weights to Improve the Explainability of Multi-Document Summarization—0
PoBRL: Optimizing Multi-Document Summarization by Blending Reinforcement Learning Policies—0
A Study on Summarizing and Evaluating Long Documents—0
EASE: Extractive-Abstractive Summarization with Explanations—0
Long-Span Summarization via Local Attention and Content SelectionCode1
Error Analysis of using BART for Multi-Document Summarization: A Study for English and German LanguageCode0
Identifying Helpful Sentences in Product Reviews—0
Multi-objective Evolutionary Algorithms are Generally Good: Maximizing Monotone Submodular Functions over Sequences—0
Generating Related Work—0
Hierarchical Learning for Generation with Long Source Sequences—0
MS2: Multi-Document Summarization of Medical StudiesCode1
What's in a Summary? Laying the Groundwork for Advances in Hospital-Course Summarization—0
Attention Head Masking for Inference Time Content Selection in Abstractive Summarization—0
Efficient Attentions for Long Document SummarizationCode1
Globalizing BERT-based Transformer Architectures for Long Document Summarization—0
Centrality Meets Centroid: A Graph-based Approach for Unsupervised Document Summarization—0
Nutri-bullets: Summarizing Health Studies by Composing SegmentsCode0
GLM: General Language Model Pretraining with Autoregressive Blank InfillingCode3
Multi-document Summarization using Semantic Role Labeling and Semantic Graph for Indonesian News Article—0
Data Augmentation for Abstractive Query-Focused Multi-Document SummarizationCode1
Long Document Summarization in a Low Resource Setting using Pretrained Language Models—0
DOC2PPT: Automatic Presentation Slides Generation from Scientific Documents—0
Mem2Mem: Learning to Summarize Long Texts with Memory Compression and Transfer—0
A novel extractive multi-document text summarization system using quantum-inspired genetic algorithm: MTSQIGA—0
On Generating Extended Summaries of Long DocumentsCode1
Bengali Abstractive News Summarization(BANS): A Neural Attention ApproachCode0
AMEX AI-Labs: An Investigative Study on Extractive Summarization of Financial Documents—0
Neural Abstractive Multi-Document Summarization: Hierarchical or Flat Structure?—0
An Anchor-Based Automatic Evaluation Metric for Document Summarization—0
Show:102550
← PrevPage 6 of 16Next →
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