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 651700 of 760 papers

TitleStatusHype
The Role of Discourse Units in Near-Extractive SummarizationCode0
Clustering Sentences with Density Peaks for Multi-document SummarizationCode0
Centroid-based Text Summarization through Compositionality of Word EmbeddingsCode0
Hierarchical Attention Graph for Scientific Document Summarization in Global and Local LevelCode0
Align to Structure: Aligning Large Language Models with Structural InformationCode0
Abstractive Dialog Summarization with Semantic ScaffoldsCode0
Speed Reading: Learning to Read ForBackward via ShuttleCode0
Hierarchical Transformers for Multi-Document SummarizationCode0
Automatic Argumentative-Zoning Using Word2vecCode0
A Hierarchical Encoding-Decoding Scheme for Abstractive Multi-document SummarizationCode0
Bringing Structure into Summaries: Crowdsourcing a Benchmark Corpus of Concept MapsCode0
How "Multi" is Multi-Document Summarization?Code0
Fair Summarization: Bridging Quality and Diversity in Extractive SummariesCode0
Protecting Intellectual Property of Language Generation APIs with Lexical WatermarkCode0
StructSum: Summarization via Structured RepresentationsCode0
WSL-DS: Weakly Supervised Learning with Distant Supervision for Query Focused Multi-Document Abstractive SummarizationCode0
QA-Align: Representing Cross-Text Content Overlap by Aligning Question-Answer PropositionsCode0
This Email Could Save Your Life: Introducing the Task of Email Subject Line GenerationCode0
IDEAL: Leveraging Infinite and Dynamic Characterizations of Large Language Models for Query-focused SummarizationCode0
Multi-Document Summarization with Centroid-Based PretrainingCode0
DiMSum: Distributed and Multilingual Summarization of Financial NarrativesCode0
Bridging the gap between extractive and abstractive summaries: Creation and evaluation of coherent extracts from heterogeneous sourcesCode0
Multi Graph Neural Network for Extractive Long Document SummarizationCode0
Agent-Enhanced Large Language Models for Researching Political InstitutionsCode0
DESCGEN: A Distantly Supervised Datasetfor Generating Entity DescriptionsCode0
Improving Fairness of Large Language Models in Multi-document SummarizationCode0
Automated Metrics for Medical Multi-Document Summarization Disagree with Human EvaluationsCode0
Extractive Summarization with SWAP-NET: Sentences and Words from Alternating Pointer NetworksCode0
AllSummarizer system at MultiLing 2015: Multilingual single and multi-document summarizationCode0
XWikiGen: Cross-lingual Summarization for Encyclopedic Text Generation in Low Resource LanguagesCode0
UPER: Boosting Multi-Document Summarization with an Unsupervised Prompt-based ExtractorCode0
Urdu Summary CorpusCode0
A General Optimization Framework for Multi-Document Summarization Using Genetic Algorithms and Swarm IntelligenceCode0
Ranking Sentences for Extractive Summarization with Reinforcement LearningCode0
Auto-hMDS: Automatic Construction of a Large Heterogeneous Multilingual Multi-Document Summarization CorpusCode0
Multi-News: a Large-Scale Multi-Document Summarization Dataset and Abstractive Hierarchical ModelCode0
Multi-News+: Cost-efficient Dataset Cleansing via LLM-based Data AnnotationCode0
A Two-Stage Parsing Method for Text-Level Discourse AnalysisCode0
Global-aware Beam Search for Neural Abstractive SummarizationCode0
Bias in News Summarization: Measures, Pitfalls and CorporaCode0
Investigating Text Shortening Strategy in BERT: Truncation vs SummarizationCode0
A Temporally Sensitive Submodularity Framework for Timeline SummarizationCode0
Read Top News First: A Document Reordering Approach for Multi-Document News SummarizationCode0
DeepChannel: Salience Estimation by Contrastive Learning for Extractive Document SummarizationCode0
Read what you need: Controllable Aspect-based Opinion Summarization of Tourist ReviewsCode0
Summ^N: A Multi-Stage Summarization Framework for Long Input Dialogues and DocumentsCode0
A Summarization Dataset of Slovak News ArticlesCode0
Visual Interaction with Deep Learning Models through Collaborative Semantic InferenceCode0
SumREN: Summarizing Reported Speech about Events in NewsCode0
Result Diversification by Multi-objective Evolutionary Algorithms with Theoretical GuaranteesCode0
Show:102550
← PrevPage 14 of 16Next →

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