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 101–150 of 760 papers

TitleStatusHype
Extending Context Window of Large Language Models via Positional InterpolationCode6
Vietnamese multi-document summary using subgraph selection approach -- VLSP 2022 AbMuSu Shared Task—0
Absformer: Transformer-based Model for Unsupervised Multi-Document Abstractive Summarization—0
Hybrid Long Document Summarization using C2F-FAR and ChatGPT: A Practical Study—0
Contrastive Hierarchical Discourse Graph for Scientific Document Summarization—0
Pre-training Meets Clustering: A Hybrid Extractive Multi-document Summarization ModelCode0
Neural Natural Language Processing for Long Texts: A Survey on Classification and Summarization—0
Revisiting Sentence Union Generation as a Testbed for Text ConsolidationCode0
Fourier Transformer: Fast Long Range Modeling by Removing Sequence Redundancy with FFT OperatorCode1
AWESOME: GPU Memory-constrained Long Document Summarization using Memory Mechanism and Global Salient Content—0
Automated Metrics for Medical Multi-Document Summarization Disagree with Human EvaluationsCode0
Fast Submodular Function Maximization—0
A Hierarchical Encoding-Decoding Scheme for Abstractive Multi-document SummarizationCode0
Summarizing Multiple Documents with Conversational Structure for Meta-Review GenerationCode1
CovSumm: an unsupervised transformer-cum-graph-based hybrid document summarization model for CORD-19—0
Enhancing Large Language Model with Self-Controlled Memory FrameworkCode1
LBMT team at VLSP2022-Abmusu: Hybrid method with text correlation and generative models for Vietnamese multi-document summarization—0
XWikiGen: Cross-lingual Summarization for Encyclopedic Text Generation in Low Resource LanguagesCode0
Compressed Heterogeneous Graph for Abstractive Multi-Document SummarizationCode0
Automatically Summarizing Evidence from Clinical Trials: A Prototype Highlighting Current Challenges—0
Mining both Commonality and Specificity from Multiple Documents for Multi-Document Summarization—0
PDSum: Prototype-driven Continuous Summarization of Evolving Multi-document Sets StreamCode0
Generating a Structured Summary of Numerous Academic Papers: Dataset and MethodCode0
Long Text and Multi-Table Summarization: Dataset and MethodCode1
Do Multi-Document Summarization Models Synthesize?—0
The Exploration of Knowledge-Preserving Prompts for Document Summarisation—0
Document Summarization with Text Segmentation—0
Transformer Based Implementation for Automatic Book Summarization—0
Follow the Timeline! Generating Abstractive and Extractive Timeline Summary in Chronological OrderCode1
BUS: Efficient and Effective Vision-Language Pre-Training with Bottom-Up Patch Summarization.—0
GAE-ISumm: Unsupervised Graph-Based Summarization of Indian LanguagesCode0
Open Domain Multi-document Summarization: A Comprehensive Study of Model Brittleness under Retrieval—0
A Survey on Medical Document Summarization—0
SumREN: Summarizing Reported Speech about Events in NewsCode0
Combining State-of-the-Art Models with Maximal Marginal Relevance for Few-Shot and Zero-Shot Multi-Document Summarization—0
GoSum: Extractive Summarization of Long Documents by Reinforcement Learning and Graph Organized discourse stateCode0
Review of coreference resolution in English and Persian—0
Evaluating and Improving Factuality in Multimodal Abstractive SummarizationCode1
Moving beyond word lists: towards abstractive topic labels for human-like topics of scientific documents—0
Toward Unifying Text Segmentation and Long Document SummarizationCode1
Universal Evasion Attacks on Summarization ScoringCode0
How "Multi" is Multi-Document Summarization?Code0
Taxonomy of Abstractive Dialogue Summarization: Scenarios, Approaches and Future Directions—0
Leveraging Non-dialogue Summaries for Dialogue Summarization—0
Legal Case Document Summarization: Extractive and Abstractive Methods and their EvaluationCode2
Readability Controllable Biomedical Document Summarization—0
HEGEL: Hypergraph Transformer for Long Document SummarizationCode1
Overview of the Third Workshop on Scholarly Document Processing—0
LTRC @MuP 2022: Multi-Perspective Scientific Document Summarization Using Pre-trained Generation ModelsCode0
GUSUM: Graph-based Unsupervised Summarization Using Sentence Features Scoring and Sentence-BERTCode0
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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