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 251–300 of 760 papers

TitleStatusHype
Automatic Related Work Generation: A Meta Study—0
Exploring Text Links for Coherent Multi-Document Summarization—0
Open Domain Multi-document Summarization: A Comprehensive Study of Model Brittleness under Retrieval—0
Exploring the limits of a base BART for multi-document summarization in the medical domain—0
An Entity-Driven Framework for Abstractive Summarization—0
A Dynamic Programming Algorithm for Tree Trimming-based Text Summarization—0
Etat de l’art en compression multi-phrases pour la synthèse de documents (State-of-the-art of multi-sentence compression for document summarization)—0
Automatic Identification of Rhetorical Questions—0
ES-LDA: Entity Summarization using Knowledge-based Topic Modeling—0
Automatic Generation of Related Work Sections in Scientific Papers: An Optimization Approach—0
EROS: Entity-Driven Controlled Policy Document Summarization—0
Entity-Supported Summarization of Biomedical Abstracts—0
Entity-Aware Abstractive Multi-Document Summarization—0
Automatic Construction of Amharic Semantic Networks from Unstructured Text Using Amharic WordNet—0
An Enhanced Latent Semantic Analysis Approach for Arabic Document Summarization—0
Enhancing Extractive Text Summarization with Topic-Aware Graph Neural Networks—0
Automatically Summarizing Evidence from Clinical Trials: A Prototype Highlighting Current Challenges—0
End-to-End Long Document Summarization using Gradient Caching—0
End-to-end Argument Generation System in Debating—0
Automatically Determining a Proper Length for Multi-Document Summarization: A Bayesian Nonparametric Approach—0
Encoding World Knowledge in the Evaluation of Local Coherence—0
Empirical analysis of exploiting review helpfulness for extractive summarization of online reviews—0
Knowledge-aware Document Summarization: A Survey of Knowledge, Embedding Methods and Architectures—0
An Empirical Analysis of Edit Importance between Document Versions—0
A Discursive Grid Approach to Model Local Coherence in Multi-document Summaries—0
Abstractive Multi-document Summarization with Semantic Information Extraction—0
Efficient Online Summarization of Microblogging Streams—0
A Unified Retrieval Framework with Document Ranking and EDU Filtering for Multi-document Summarization—0
EASE: Extractive-Abstractive Summarization with Explanations—0
An Editorial Network for Enhanced Document Summarization—0
E2LLM: Encoder Elongated Large Language Models for Long-Context Understanding and Reasoning—0
At Which Level Should We Extract? An Empirical Analysis on Extractive Document Summarization—0
DualSum: a Topic-Model based approach for update summarization—0
Dual Coordinate Descent Algorithms for Efficient Large Margin Structured Prediction—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
Drug Extraction from the Web: Summarizing Drug Experiences with Multi-Dimensional Topic Models—0
Attention Optimization for Abstractive Document Summarization—0
Do Multi-Document Summarization Models Synthesize?—0
Document Summarization with Text Segmentation—0
Attention Head Masking for Inference Time Content Selection in Abstractive Summarization—0
An Anchor-Based Automatic Evaluation Metric for Document Summarization—0
Document Summarization via Guided Sentence Compression—0
Document Clustering using K-Means and K-Medoids—0
Document-aware Positional Encoding and Linguistic-guided Encoding for Abstractive Multi-document Summarization—0
Analyzing Stemming Approaches for Turkish Multi-Document Summarization—0
Abstractive Multi-Document Summarization via Phrase Selection and Merging—0
Document Attribution: Examining Citation Relationships using Large Language Models—0
DOCmT5: Document-Level Pretraining of Multilingual Language Models—0
DOC2PPT: Automatic Presentation Slides Generation from Scientific Documents—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