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 51100 of 760 papers

TitleStatusHype
Follow the Timeline! Generating Abstractive and Extractive Timeline Summary in Chronological OrderCode1
GameWikiSum: a Novel Large Multi-Document Summarization DatasetCode1
Fourier Transformer: Fast Long Range Modeling by Removing Sequence Redundancy with FFT OperatorCode1
HETFORMER: Heterogeneous Transformer with Sparse Attention for Long-Text Extractive SummarizationCode1
An Efficient Coarse-to-Fine Facet-Aware Unsupervised Summarization Framework based on Semantic BlocksCode1
Generating (Factual?) Narrative Summaries of RCTs: Experiments with Neural Multi-Document SummarizationCode1
An Empirical Survey on Long Document Summarization: Datasets, Models and MetricsCode1
A Divide-and-Conquer Approach to the Summarization of Long DocumentsCode1
HowSumm: A Multi-Document Summarization Dataset Derived from WikiHow ArticlesCode1
Get To The Point: Summarization with Pointer-Generator NetworksCode1
Embrace Divergence for Richer Insights: A Multi-document Summarization Benchmark and a Case Study on Summarizing Diverse Information from News ArticlesCode1
DynE: Dynamic Ensemble Decoding for Multi-Document SummarizationCode1
Bottom-Up Abstractive SummarizationCode1
Attribute First, then Generate: Locally-attributable Grounded Text GenerationCode1
Heterogeneous Graph Neural Networks for Extractive Document SummarizationCode1
A Training-free and Reference-free Summarization Evaluation Metric via Centrality-weighted Relevance and Self-referenced RedundancyCode1
Language Models are Unsupervised Multitask LearnersCode1
Large Language Models in the Clinic: A Comprehensive BenchmarkCode1
Improving Multi-Document Summarization through Referenced Flexible Extraction with Credit-AwarenessCode1
Long-Span Summarization via Local Attention and Content SelectionCode1
CheckEmbed: Effective Verification of LLM Solutions to Open-Ended TasksCode1
Monotonic Chunkwise AttentionCode1
MSˆ2: Multi-Document Summarization of Medical StudiesCode1
CAiRE-COVID: A Question Answering and Query-focused Multi-Document Summarization System for COVID-19 Scholarly Information ManagementCode1
Multi-LexSum: Real-World Summaries of Civil Rights Lawsuits at Multiple GranularitiesCode1
Multi-XScience: A Large-scale Dataset for Extreme Multi-document Summarization of Scientific ArticlesCode1
Proposition-Level Clustering for Multi-Document SummarizationCode1
AQuaMuSe: Automatically Generating Datasets for Query-Based Multi-Document SummarizationCode1
A Large-Scale Multi-Document Summarization Dataset from the Wikipedia Current Events PortalCode1
Data Augmentation for Abstractive Query-Focused Multi-Document SummarizationCode1
Monotonic Chunkwise AttentionCode1
AREDSUM: Adaptive Redundancy-Aware Iterative Sentence Ranking for Extractive Document SummarizationCode1
PeerSum: A Peer Review Dataset for Abstractive Multi-document SummarizationCode1
PRIMERA: Pyramid-based Masked Sentence Pre-training for Multi-document SummarizationCode1
Text Summarization with Pretrained EncodersCode1
GLIMPSE: Pragmatically Informative Multi-Document Summarization for Scholarly ReviewsCode0
An Evaluation Framework for Legal Document SummarizationCode0
GlobeSumm: A Challenging Benchmark Towards Unifying Multi-lingual, Cross-lingual and Multi-document News SummarizationCode0
Abstractive Dialog Summarization with Semantic ScaffoldsCode0
GLIMMER: Incorporating Graph and Lexical Features in Unsupervised Multi-Document SummarizationCode0
GoSum: Extractive Summarization of Long Documents by Reinforcement Learning and Graph Organized discourse stateCode0
Generating Wikipedia by Summarizing Long SequencesCode0
Abstractive Multi-Document Summarization via Joint Learning with Single-Document SummarizationCode0
GenerationPrograms: Fine-grained Attribution with Executable ProgramsCode0
GUSUM: Graph-based Unsupervised Summarization Using Sentence Features Scoring and Sentence-BERTCode0
From Single to Multi: How LLMs Hallucinate in Multi-Document SummarizationCode0
GAE-ISumm: Unsupervised Graph-Based Summarization of Indian LanguagesCode0
Flight of the PEGASUS? Comparing Transformers on Few-shot and Zero-shot Multi-document Abstractive SummarizationCode0
Adapting the Neural Encoder-Decoder Framework from Single to Multi-Document SummarizationCode0
Fast Interleaved Bidirectional Sequence GenerationCode0
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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