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 601–650 of 760 papers

TitleStatusHype
Optimized Event Storyline Generation based on Mixture-Event-Aspect Model—0
Optimizing an Approximation of ROUGE - a Problem-Reduction Approach to Extractive Multi-Document Summarization—0
Optimizing the role of human evaluation in LLM-based spoken document summarization systems—0
Overview and Insights from the Shared Tasks at Scholarly Document Processing 2020: CL-SciSumm, LaySumm and LongSumm—0
Overview of MSLR2022: A Shared Task on Multi-document Summarization for Literature Reviews—0
Overview of the CL-SciSumm 2016 Shared Task—0
Overview of the Third Workshop on Scholarly Document Processing—0
Overview of the VLSP 2022 -- Abmusu Shared Task: A Data Challenge for Vietnamese Abstractive Multi-document Summarization—0
Parallel Hierarchical Transformer with Attention Alignment for Abstractive Multi-Document Summarization—0
ParaQuery: Making Sense of Paraphrase Collections—0
PeerSum: A Peer Review Dataset for Abstractive Multi-document Summarization—0
PerSum: Novel Systems for Document Summarization in Persian—0
Phrase-based Compressive Cross-Language Summarization—0
PKUSUMSUM : A Java Platform for Multilingual Document Summarization—0
PoBRL: Optimizing Multi-Document Summarization by Blending Reinforcement Learning Policies—0
Porting a Summarizer to the French Language—0
Precise Length Control in Large Language Models—0
Predicting Intervention Approval in Clinical Trials through Multi-Document Summarization—0
Predicting Salient Updates for Disaster Summarization—0
GAE-ISumm: Unsupervised Graph-Based Summarization of Indian LanguagesCode0
MiRANews: Dataset and Benchmarks for Multi-Resource-Assisted News SummarizationCode0
The Next Step for Multi-Document Summarization: A Heterogeneous Multi-Genre Corpus Built with a Novel Construction ApproachCode0
Using Query Expansion in Manifold Ranking for Query-Oriented Multi-Document SummarizationCode0
Generating a Structured Summary of Numerous Academic Papers: Dataset and MethodCode0
From Single to Multi: How LLMs Hallucinate in Multi-Document SummarizationCode0
SNaC: Coherence Error Detection for Narrative SummarizationCode0
Mixture Content Selection for Diverse Sequence GenerationCode0
Generating Wikipedia by Summarizing Long SequencesCode0
GenerationPrograms: Fine-grained Attribution with Executable ProgramsCode0
Flight of the PEGASUS? Comparing Transformers on Few-shot and Zero-shot Multi-document Abstractive SummarizationCode0
Modeling Endorsement for Multi-Document Abstractive SummarizationCode0
GLIMMER: Incorporating Graph and Lexical Features in Unsupervised Multi-Document SummarizationCode0
GLIMPSE: Pragmatically Informative Multi-Document Summarization for Scholarly ReviewsCode0
Unsupervised Neural Single-Document Summarization of Reviews via Learning Latent Discourse Structure and its RankingCode0
The Power of Summary-Source AlignmentsCode0
GlobeSumm: A Challenging Benchmark Towards Unifying Multi-lingual, Cross-lingual and Multi-document News SummarizationCode0
Preference-Guided Reflective Sampling for Aligning Language ModelsCode0
GoSum: Extractive Summarization of Long Documents by Reinforcement Learning and Graph Organized discourse stateCode0
SueNes: A Weakly Supervised Approach to Evaluating Single-Document Summarization via Negative SamplingCode0
Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme SummarizationCode0
Document Modeling with External Attention for Sentence ExtractionCode0
Bengali Abstractive News Summarization(BANS): A Neural Attention ApproachCode0
Distraction-Based Neural Networks for Document SummarizationCode0
GUSUM: Graph-based Unsupervised Summarization Using Sentence Features Scoring and Sentence-BERTCode0
Disentangling Specificity for Abstractive Multi-document SummarizationCode0
Pre-training Meets Clustering: A Hybrid Extractive Multi-document Summarization ModelCode0
Features in Extractive Supervised Single-document Summarization: Case of Persian NewsCode0
Combining Graph Degeneracy and Submodularity for Unsupervised Extractive SummarizationCode0
Feasible Annotation Scheme for Capturing Policy Argument Reasoning using Argument TemplatesCode0
Fast Concept Mention Grouping for Concept Map-based Multi-Document SummarizationCode0
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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