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 251–300 of 760 papers

TitleStatusHype
PrefScore: Pairwise Preference Learning for Reference-free Single-document Summarization Quality Assessment—0
GUSUM: Graph-Based Unsupervised Summarization using Sentence-BERT and Sentence Features—0
An Exploitation of Heterogeneous Graph Neural Network for Extractive Long Document Summarization—0
Automatic Related Work Generation: A Meta Study—0
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
Reinforced Abstractive Summarization with Adaptive Length Controlling—0
Reinforcing Semantic-Symmetry for Document Summarization—0
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
Sparsifying Transformer Models with Trainable Representation Pooling—0
Summ^N: A Multi-Stage Summarization Framework for Long Input Dialogues and DocumentsCode0
A Multi-Document Coverage Reward for RELAXed Multi-Document Summarization—0
Zero-Shot Aspect-Based Scientific Document Summarization using Self-Supervised Pre-training—0
LipKey: A Large-Scale News Dataset with Abstractive Keyphrases and Their Benefits for Summarization—0
REDTABS: A Collection of Report Document Datasets for Long Text and Multi-Table Summarization—0
PeerSum: A Peer Review Dataset for Abstractive Multi-document Summarization—0
SgSum:Transforming Multi-document Summarization into Sub-graph SelectionCode0
Monolingual vs multilingual BERTology for Vietnamese extractive multi-document summarization—0
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
Modeling Endorsement for Multi-Document Abstractive SummarizationCode0
Speech Summarization using Restricted Self-Attention—0
Extending Multi-Text Sentence Fusion Resources via Pyramid AnnotationsCode0
Leveraging Information Bottleneck for Scientific Document Summarization—0
LawSum: A weakly supervised approach for Indian Legal 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
MiRANews: Dataset and Benchmarks for Multi-Resource-Assisted News SummarizationCode0
Investigating Entropy for Extractive Document Summarization—0
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
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
Entity-Aware Abstractive Multi-Document Summarization—0
DESCGEN: A Distantly Supervised Datasetfor Generating Entity DescriptionsCode0
Highlight-Transformer: Leveraging Key Phrase Aware Attention to Improve Abstractive Multi-Document Summarization—0
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
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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