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

Showing 701725 of 760 papers

TitleStatusHype
Ask, Retrieve, Summarize: A Modular Pipeline for Scientific Literature SummarizationCode0
An Extractive-Abstractive Approach for Multi-document Summarization of Scientific Articles for Literature ReviewCode0
Extractive Multi-document Summarization using K-means, Centroid-based Method, MMR, and Sentence PositionCode0
Extending Multi-Text Sentence Fusion Resources via Pyramid AnnotationsCode0
Neural Document Summarization by Jointly Learning to Score and Select SentencesCode0
Neural Extractive Summarization with Side InformationCode0
Neural Extractive Text Summarization with Syntactic CompressionCode0
Revisiting Sentence Union Generation as a Testbed for Text ConsolidationCode0
Improving the Similarity Measure of Determinantal Point Processes for Extractive Multi-Document SummarizationCode0
Supervising the Centroid Baseline for Extractive Multi-Document SummarizationCode0
Extending Multi-Document Summarization Evaluation to the Interactive SettingCode0
Neural Summarization by Extracting Sentences and WordsCode0
SupMMD: A Sentence Importance Model for Extractive Summarization using Maximum Mean DiscrepancyCode0
What is this Article about? Extreme Summarization with Topic-aware Convolutional Neural NetworksCode0
An Evaluation Framework for Legal Document SummarizationCode0
Non-Parametric Memory Guidance for Multi-Document SummarizationCode0
Novelty Goes Deep. A Deep Neural Solution To Document Level Novelty DetectionCode0
Adapting the Neural Encoder-Decoder Framework from Single to Multi-Document SummarizationCode0
Nutri-bullets: Summarizing Health Studies by Composing SegmentsCode0
OARelatedWork: A Large-Scale Dataset of Related Work Sections with Full-texts from Open Access SourcesCode0
CQASUMM: Building References for Community Question Answering Summarization CorporaCode0
Scaling Multi-Document Event Summarization: Evaluating Compression vs. Full-Text ApproachesCode0
On Extractive and Abstractive Neural Document Summarization with Transformer Language ModelsCode0
Coverage-based Fairness in Multi-document SummarizationCode0
Learning towards Abstractive Timeline SummarizationCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1HAT-BARTROUGE-144.48Unverified
2MatchSum (RoBERTa-base)ROUGE-144.41Unverified
3Hie-BARTROUGE-144.35Unverified
4MatchSum (BERT-base)ROUGE-144.22Unverified
5BertSumExtROUGE-143.85Unverified
6BigBird-PegasusROUGE-143.84Unverified
7T5-11BROUGE-143.52Unverified
8BERTSUM+TransformerROUGE-143.25Unverified
9UniLM (Abstractive Summarization)ROUGE-143.08Unverified
10Selector+Pointer GeneratorROUGE-141.72Unverified
#ModelMetricClaimedVerifiedStatus
1LexRank (query: step title)ROUGE-139.6Unverified
2CES (query: step title)ROUGE-139.3Unverified
3CES (query: step + method titles)ROUGE-138.3Unverified
4LexRank (query: step + method titles)ROUGE-138.2Unverified
5CES (query: step + method + article titles)ROUGE-137Unverified
6LexRank (query: step + method + article titles)ROUGE-136.3Unverified
7GreedyRel (query: step + method titles)ROUGE-130.3Unverified
8GreedyRel (query: step title)ROUGE-130.1Unverified
9BM25-HierSumm (query: step + method titles)ROUGE-123Unverified
10BM25-HierSumm (query: step title)ROUGE-122.3Unverified
#ModelMetricClaimedVerifiedStatus
1LexRank (query: method + article + steps titles)ROUGE-153.5Unverified
2CES (query: method + article + steps titles)ROUGE-152.2Unverified
3GreedyRel (query: method + article + steps titles)ROUGE-148.6Unverified
4CES (query: method title)ROUGE-148.4Unverified
5CES (query: method + article titles)ROUGE-148.3Unverified
6LexRank (query: method title)ROUGE-147.7Unverified
7LexRank (query: method + article titles)ROUGE-147.1Unverified
8GreedyRel (query: method title)ROUGE-143.4Unverified
9GreedyRel (query: method + article titles)ROUGE-142.3Unverified
#ModelMetricClaimedVerifiedStatus
1DeepPyramidionROUGE-147.15Unverified
#ModelMetricClaimedVerifiedStatus
1DeepPyramidionRouge-219.99Unverified
#ModelMetricClaimedVerifiedStatus
1BigBird-PegasusROUGE-147.12Unverified
#ModelMetricClaimedVerifiedStatus
1DOCmT5Rouge-L31.37Unverified