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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 51–100 of 760 papers

TitleStatusHype
Evaluating and Improving Factuality in Multimodal Abstractive SummarizationCode1
CheckEmbed: Effective Verification of LLM Solutions to Open-Ended TasksCode1
Enhancing Large Language Model with Self-Controlled Memory FrameworkCode1
Unsupervised Extractive Summarization by Pre-training Hierarchical TransformersCode1
An Efficient Coarse-to-Fine Facet-Aware Unsupervised Summarization Framework based on Semantic BlocksCode1
Summary-Source Proposition-level Alignment: Task, Datasets and Supervised BaselineCode1
An Empirical Survey on Long Document Summarization: Datasets, Models and MetricsCode1
A Divide-and-Conquer Approach to the Summarization of Long DocumentsCode1
Quantitative Argument Summarization and Beyond: Cross-Domain Key Point AnalysisCode1
Proposition-Level Clustering for Multi-Document SummarizationCode1
Pre-training via ParaphrasingCode1
On Generating Extended Summaries of Long DocumentsCode1
CAiRE-COVID: A Question Answering and Query-focused Multi-Document Summarization System for COVID-19 Scholarly Information ManagementCode1
Data Augmentation for Abstractive Query-Focused Multi-Document SummarizationCode1
Attribute First, then Generate: Locally-attributable Grounded Text GenerationCode1
A Training-free and Reference-free Summarization Evaluation Metric via Centrality-weighted Relevance and Self-referenced RedundancyCode1
Bottom-Up Abstractive SummarizationCode1
Dimsum @LaySumm 20: BART-based Approach for Scientific Document SummarizationCode1
Efficient Attentions for Long Document SummarizationCode1
Efficiently Summarizing Text and Graph Encodings of Multi-Document ClustersCode1
Extractive Summarization as Text MatchingCode1
Factorizing Content and Budget Decisions in Abstractive Summarization of Long DocumentsCode1
Fourier Transformer: Fast Long Range Modeling by Removing Sequence Redundancy with FFT OperatorCode1
GameWikiSum: a Novel Large Multi-Document Summarization DatasetCode1
HEGEL: Hypergraph Transformer for Long Document SummarizationCode1
Heterogeneous Graph Neural Networks for Extractive Document SummarizationCode1
Proposition-Level Clustering for Multi-Document SummarizationCode1
AQuaMuSe: Automatically Generating Datasets for Query-Based Multi-Document SummarizationCode1
DebateSum: A large-scale argument mining and summarization datasetCode1
L-CiteEval: Do Long-Context Models Truly Leverage Context for Responding?Code1
Large Language Models in the Clinic: A Comprehensive BenchmarkCode1
AREDSUM: Adaptive Redundancy-Aware Iterative Sentence Ranking for Extractive Document SummarizationCode1
Massive-scale Decoding for Text Generation using LatticesCode1
Monotonic Chunkwise AttentionCode1
SummaRuNNer: A Recurrent Neural Network based Sequence Model for Extractive Summarization of DocumentsCode1
A New Framework for Distributed Submodular Maximization—0
Affinity-Preserving Random Walk for Multi-Document Summarization—0
Abstractive Multi-document Summarization with Semantic Information Extraction—0
An Entity-Focused Approach to Generating Company Descriptions—0
An Entity-Driven Framework for Abstractive Summarization—0
A Dynamic Programming Algorithm for Tree Trimming-based Text Summarization—0
Automatic Related Work Generation: A Meta Study—0
An Enhanced Latent Semantic Analysis Approach for Arabic Document Summarization—0
An Empirical Analysis of Edit Importance between Document Versions—0
A Discursive Grid Approach to Model Local Coherence in Multi-document Summaries—0
Improving Faithfulness of Large Language Models in Summarization via Sliding Generation and Self-Consistency—0
Automatic Text Document Summarization using Semantic-based Analysis—0
An Editorial Network for Enhanced Document Summarization—0
An Assessment of the Accuracy of Automatic Evaluation in Summarization—0
A Dataset and Evaluation Metrics for Abstractive Compression of Sentences and Short Paragraphs—0
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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