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 151200 of 760 papers

TitleStatusHype
Hierarchical Attention Graph for Scientific Document Summarization in Global and Local LevelCode0
Hierarchical Transformers for Multi-Document SummarizationCode0
Improving Fairness of Large Language Models in Multi-document SummarizationCode0
MiRANews: Dataset and Benchmarks for Multi-Resource-Assisted News SummarizationCode0
Compressed Heterogeneous Graph for Abstractive Multi-Document SummarizationCode0
GoSum: Extractive Summarization of Long Documents by Reinforcement Learning and Graph Organized discourse stateCode0
GLIMPSE: Pragmatically Informative Multi-Document Summarization for Scholarly ReviewsCode0
GlobeSumm: A Challenging Benchmark Towards Unifying Multi-lingual, Cross-lingual and Multi-document News SummarizationCode0
GUSUM: Graph-based Unsupervised Summarization Using Sentence Features Scoring and Sentence-BERTCode0
GenerationPrograms: Fine-grained Attribution with Executable ProgramsCode0
How "Multi" is Multi-Document Summarization?Code0
Combining Graph Degeneracy and Submodularity for Unsupervised Extractive SummarizationCode0
Abstractive Document Summarization without Parallel DataCode0
Generating Wikipedia by Summarizing Long SequencesCode0
GLIMMER: Incorporating Graph and Lexical Features in Unsupervised Multi-Document SummarizationCode0
Bias in News Summarization: Measures, Pitfalls and CorporaCode0
From Single to Multi: How LLMs Hallucinate in Multi-Document SummarizationCode0
GAE-ISumm: Unsupervised Graph-Based Summarization of Indian LanguagesCode0
Corpora Evaluation and System Bias Detection in Multi-document SummarizationCode0
Clustering Sentences with Density Peaks for Multi-document SummarizationCode0
Restructuring Conversations using Discourse Relations for Zero-shot Abstractive Dialogue SummarizationCode0
Feasible Annotation Scheme for Capturing Policy Argument Reasoning using Argument TemplatesCode0
Fast Interleaved Bidirectional Sequence GenerationCode0
LTRC @MuP 2022: Multi-Perspective Scientific Document Summarization Using Pre-trained Generation ModelsCode0
Features in Extractive Supervised Single-document Summarization: Case of Persian NewsCode0
A Hierarchical Encoding-Decoding Scheme for Abstractive Multi-document SummarizationCode0
Fast Concept Mention Grouping for Concept Map-based Multi-Document SummarizationCode0
Flight of the PEGASUS? Comparing Transformers on Few-shot and Zero-shot Multi-document Abstractive SummarizationCode0
Generating a Structured Summary of Numerous Academic Papers: Dataset and MethodCode0
Centroid-based Text Summarization through Compositionality of Word EmbeddingsCode0
Extractive Multi-document Summarization using K-means, Centroid-based Method, MMR, and Sentence PositionCode0
Extending Multi-Document Summarization Evaluation to the Interactive SettingCode0
Multi-News: a Large-Scale Multi-Document Summarization Dataset and Abstractive Hierarchical ModelCode0
DeepChannel: Salience Estimation by Contrastive Learning for Extractive Document SummarizationCode0
Extending Multi-Text Sentence Fusion Resources via Pyramid AnnotationsCode0
Neural Document Summarization by Jointly Learning to Score and Select SentencesCode0
Extractive Summarization with SWAP-NET: Sentences and Words from Alternating Pointer NetworksCode0
DESCGEN: A Distantly Supervised Datasetfor Generating Entity DescriptionsCode0
Novelty Goes Deep. A Deep Neural Solution To Document Level Novelty DetectionCode0
Nutri-bullets: Summarizing Health Studies by Composing SegmentsCode0
Estimating Optimal Context Length for Hybrid Retrieval-augmented Multi-document SummarizationCode0
Agent-Enhanced Large Language Models for Researching Political InstitutionsCode0
Bringing Structure into Summaries: Crowdsourcing a Benchmark Corpus of Concept MapsCode0
OpenAsp: A Benchmark for Multi-document Open Aspect-based SummarizationCode0
A Summarization Dataset of Slovak News ArticlesCode0
Error Analysis of using BART for Multi-Document Summarization: A Study for English and German LanguageCode0
A Multi-Document Coverage Reward for RELAXed Multi-Document SummarizationCode0
Exploring Explainable Selection to Control Abstractive SummarizationCode0
Bridging the gap between extractive and abstractive summaries: Creation and evaluation of coherent extracts from heterogeneous sourcesCode0
A General Optimization Framework for Multi-Document Summarization Using Genetic Algorithms and Swarm IntelligenceCode0
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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