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 1–50 of 760 papers

TitleStatusHype
Extending Context Window of Large Language Models via Positional InterpolationCode6
Arctic Long Sequence Training: Scalable And Efficient Training For Multi-Million Token SequencesCode3
GLM: General Language Model Pretraining with Autoregressive Blank InfillingCode3
UniHDSA: A Unified Relation Prediction Approach for Hierarchical Document Structure AnalysisCode2
What is Wrong with Perplexity for Long-context Language Modeling?Code2
Detect-Order-Construct: A Tree Construction based Approach for Hierarchical Document Structure AnalysisCode2
Legal Case Document Summarization: Extractive and Abstractive Methods and their EvaluationCode2
L-CiteEval: Do Long-Context Models Truly Leverage Context for Responding?Code1
MovieSum: An Abstractive Summarization Dataset for Movie ScreenplaysCode1
CheckEmbed: Effective Verification of LLM Solutions to Open-Ended TasksCode1
Large Language Models in the Clinic: A Comprehensive BenchmarkCode1
Attribute First, then Generate: Locally-attributable Grounded Text GenerationCode1
Embrace Divergence for Richer Insights: A Multi-document Summarization Benchmark and a Case Study on Summarizing Diverse Information from News ArticlesCode1
ODSum: New Benchmarks for Open Domain Multi-Document SummarizationCode1
Fourier Transformer: Fast Long Range Modeling by Removing Sequence Redundancy with FFT OperatorCode1
Summarizing Multiple Documents with Conversational Structure for Meta-Review GenerationCode1
Enhancing Large Language Model with Self-Controlled Memory FrameworkCode1
Long Text and Multi-Table Summarization: Dataset and MethodCode1
Follow the Timeline! Generating Abstractive and Extractive Timeline Summary in Chronological OrderCode1
Evaluating and Improving Factuality in Multimodal Abstractive SummarizationCode1
Toward Unifying Text Segmentation and Long Document SummarizationCode1
HEGEL: Hypergraph Transformer for Long Document SummarizationCode1
Overview of the First Shared Task on Multi Perspective Scientific Document Summarization (MuP)Code1
An Efficient Coarse-to-Fine Facet-Aware Unsupervised Summarization Framework based on Semantic BlocksCode1
An Empirical Survey on Long Document Summarization: Datasets, Models and MetricsCode1
Multi-LexSum: Real-World Summaries of Civil Rights Lawsuits at Multiple GranularitiesCode1
Factorizing Content and Budget Decisions in Abstractive Summarization of Long DocumentsCode1
SQuALITY: Building a Long-Document Summarization Dataset the Hard WayCode1
Improving Multi-Document Summarization through Referenced Flexible Extraction with Credit-AwarenessCode1
SummaReranker: A Multi-Task Mixture-of-Experts Re-ranking Framework for Abstractive SummarizationCode1
PeerSum: A Peer Review Dataset for Abstractive Multi-document SummarizationCode1
Proposition-Level Clustering for Multi-Document SummarizationCode1
Proposition-Level Clustering for Multi-Document SummarizationCode1
Massive-scale Decoding for Text Generation using LatticesCode1
PRIMERA: Pyramid-based Masked Sentence Pre-training for Multi-document SummarizationCode1
MSˆ2: Multi-Document Summarization of Medical StudiesCode1
PRIMERA: Pyramid-based Masked Sentence Pre-training for Multi-document SummarizationCode1
Summ^N: A Multi-Stage Summarization Framework for Long Input Dialogues and DocumentsCode1
HETFORMER: Heterogeneous Transformer with Sparse Attention for Long-Text Extractive SummarizationCode1
HowSumm: A Multi-Document Summarization Dataset Derived from WikiHow ArticlesCode1
SummerTime: Text Summarization Toolkit for Non-expertsCode1
Summary Explorer: Visualizing the State of the Art in Text SummarizationCode1
TWAG: A Topic-Guided Wikipedia Abstract GeneratorCode1
A Training-free and Reference-free Summarization Evaluation Metric via Centrality-weighted Relevance and Self-referenced RedundancyCode1
Efficiently Summarizing Text and Graph Encodings of Multi-Document ClustersCode1
Transfer Learning for Sequence Generation: from Single-source to Multi-sourceCode1
Long-Span Summarization via Local Attention and Content SelectionCode1
MS2: Multi-Document Summarization of Medical StudiesCode1
Efficient Attentions for Long Document SummarizationCode1
Data Augmentation for Abstractive Query-Focused Multi-Document SummarizationCode1
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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