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 201225 of 760 papers

TitleStatusHype
Agent-Enhanced Large Language Models for Researching Political InstitutionsCode0
Scaling Multi-Document Event Summarization: Evaluating Compression vs. Full-Text ApproachesCode0
SgSum:Transforming Multi-document Summarization into Sub-graph SelectionCode0
Shaping Political Discourse using multi-source News SummarizationCode0
Bringing Structure into Summaries: Crowdsourcing a Benchmark Corpus of Concept MapsCode0
SNaC: Coherence Error Detection for Narrative SummarizationCode0
Extractive Multi-document Summarization using K-means, Centroid-based Method, MMR, and Sentence PositionCode0
Bridging the gap between extractive and abstractive summaries: Creation and evaluation of coherent extracts from heterogeneous sourcesCode0
Exploring Explainable Selection to Control Abstractive SummarizationCode0
A General Optimization Framework for Multi-Document Summarization Using Genetic Algorithms and Swarm IntelligenceCode0
Extending Multi-Document Summarization Evaluation to the Interactive SettingCode0
An Extractive-Abstractive Approach for Multi-document Summarization of Scientific Articles for Literature ReviewCode0
Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme SummarizationCode0
Beyond Generic Summarization: A Multi-faceted Hierarchical Summarization Corpus of Large Heterogeneous DataCode0
Error Analysis of using BART for Multi-Document Summarization: A Study for English and German LanguageCode0
Supervising the Centroid Baseline for Extractive Multi-Document SummarizationCode0
SueNes: A Weakly Supervised Approach to Evaluating Single-Document Summarization via Negative SamplingCode0
Scoring Sentence Singletons and Pairs for Abstractive SummarizationCode0
Entity-driven Fact-aware Abstractive Summarization of Biomedical LiteratureCode0
Estimating Optimal Context Length for Hybrid Retrieval-augmented Multi-document SummarizationCode0
Extending Multi-Text Sentence Fusion Resources via Pyramid AnnotationsCode0
TF-Ranking: Scalable TensorFlow Library for Learning-to-RankCode0
From Single to Multi: How LLMs Hallucinate in Multi-Document SummarizationCode0
Bias in News Summarization: Measures, Pitfalls and CorporaCode0
XWikiGen: Cross-lingual Summarization for Encyclopedic Text Generation in Low Resource LanguagesCode0
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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