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 301–325 of 760 papers

TitleStatusHype
Generating Supplementary Travel Guides from Social Media—0
Coarse-to-Fine Query Focused Multi-Document Summarization—0
Hybrid Approach for Single Text Document Summarization using Statistical and Sentiment Features—0
Hybrid Long Document Summarization using C2F-FAR and ChatGPT: A Practical Study—0
GLEAKE: Global and Local Embedding Automatic Keyphrase Extraction—0
Collective Personal Profile Summarization with Social Networks—0
A Preliminary Study of Tweet Summarization using Information Extraction—0
Globalizing BERT-based Transformer Architectures for Long Document Summarization—0
Global Optimization under Length Constraint for Neural Text Summarization—0
Combining State-of-the-Art Models with Maximal Marginal Relevance for Few-Shot and Zero-Shot Multi-Document Summarization—0
Fear the REAPER: A System for Automatic Multi-Document Summarization with Reinforcement Learning—0
GO FIGURE: A Meta Evaluation of Factuality in Summarization—0
GoWvis: A Web Application for Graph-of-Words-based Text Visualization and Summarization—0
Graph-Based Approach to Recognizing CST Relations in Polish Texts—0
Fast Submodular Function Maximization—0
GUIR @ MuP 2022: Towards Generating Topic-aware Multi-perspective Summaries for Scientific Documents—0
GUSUM: Graph-Based Unsupervised Summarization using Sentence-BERT and Sentence Features—0
Complex Question Answering: Unsupervised Learning Approaches and Experiments—0
CCSBench: Evaluating Compositional Controllability in LLMs for Scientific Document Summarization—0
HEADS: Headline Generation as Sequence Prediction Using an Abstract Feature-Rich Space—0
Fast Joint Compression and Summarization via Graph Cuts—0
HeterGraphLongSum: Heterogeneous Graph Neural Network with Passage Aggregation for Extractive Long Document Summarization—0
Fast Interleaved Bidirectional Sequence Generation—0
Cascaded Attention based Unsupervised Information Distillation for Compressive Summarization—0
Answering Questions from Multiple Documents -- the Role of Multi-Document Summarization—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