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 201–250 of 760 papers

TitleStatusHype
Topic-Aware Encoding for Extractive Summarization—0
DOCmT5: Document-Level Pretraining of Multilingual Language Models—0
Neural Content Extraction for Poster Generation of Scientific Papers—0
Proposition-Level Clustering for Multi-Document SummarizationCode1
Reinforcing Semantic-Symmetry for Document Summarization—0
Reinforced Abstractive Summarization with Adaptive Length Controlling—0
Massive-scale Decoding for Text Generation using LatticesCode1
Protecting Intellectual Property of Language Generation APIs with Lexical WatermarkCode0
The Influence of Data Pre-processing and Post-processing on Long Document Summarization—0
New Approaches to Long Document Summarization: Fourier Transform Based Attention in a Transformer Model—0
REDTABS: A Collection of Report Document Datasets for Long Text and Multi-Table Summarization—0
LipKey: A Large-Scale News Dataset with Abstractive Keyphrases and Their Benefits for Summarization—0
PeerSum: A Peer Review Dataset for Abstractive Multi-document Summarization—0
Summ^N: A Multi-Stage Summarization Framework for Long Input Dialogues and DocumentsCode0
Zero-Shot Aspect-Based Scientific Document Summarization using Self-Supervised Pre-training—0
A Multi-Document Coverage Reward for RELAXed Multi-Document Summarization—0
PRIMERA: Pyramid-based Masked Sentence Pre-training for Multi-document SummarizationCode1
Sparsifying Transformer Models with Trainable Representation Pooling—0
Monolingual vs multilingual BERTology for Vietnamese extractive multi-document summarization—0
MSˆ2: Multi-Document Summarization of Medical StudiesCode1
SgSum:Transforming Multi-document Summarization into Sub-graph SelectionCode0
A Finer-grain Universal Dialogue Semantic Structures based Model For Abstractive Dialogue Summarization—0
SgSum: Transforming Multi-document Summarization into Sub-graph SelectionCode0
Topic-Guided Abstractive Multi-Document Summarization—0
Result Diversification by Multi-objective Evolutionary Algorithms with Theoretical GuaranteesCode0
3M:Multi-document Summarization Considering Main and Minor Relationship—0
Summ^N: A Multi-Stage Summarization Framework for Long Input Dialogues and DocumentsCode1
PRIMERA: Pyramid-based Masked Sentence Pre-training for Multi-document SummarizationCode1
Modeling Endorsement for Multi-Document Abstractive SummarizationCode0
Speech Summarization using Restricted Self-Attention—0
HETFORMER: Heterogeneous Transformer with Sparse Attention for Long-Text Extractive SummarizationCode1
Extending Multi-Text Sentence Fusion Resources via Pyramid AnnotationsCode0
HowSumm: A Multi-Document Summarization Dataset Derived from WikiHow ArticlesCode1
LawSum: A weakly supervised approach for Indian Legal Document Summarization—0
Leveraging Information Bottleneck for Scientific Document Summarization—0
Unsupervised Multi-document Summarization for News Corpus with Key Synonyms and Contextual Embeddings—0
Long Document Summarization with Top-Down and Bottom-Up Representation Inference—0
Leveraging Attribute Conditioning for Abstractive Multi Document Summarization—0
QA-Align: Representing Cross-Text Content Overlap by Aligning Question-Answer PropositionsCode0
Dependency Structure for News Document Summarization—0
Investigating Entropy for Extractive Document Summarization—0
MiRANews: Dataset and Benchmarks for Multi-Resource-Assisted News SummarizationCode0
Sparsity and Sentence Structure in Encoder-Decoder Attention of Summarization Systems—0
Abstractive Document Summarization with Word Embedding Reconstruction—0
Monolingual versus Multilingual BERTology for Vietnamese Extractive Multi-Document Summarization—0
SummerTime: Text Summarization Toolkit for Non-expertsCode1
Using BERT Encoding and Sentence-Level Language Model for Sentence Ordering—0
VerbCL: A Dataset of Verbatim Quotes for Highlight Extraction in Case LawCode0
Towards Personalized and Human-in-the-Loop Document Summarization—0
Summary Explorer: Visualizing the State of the Art in Text SummarizationCode1
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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