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 201–250 of 760 papers

TitleStatusHype
From Single to Multi: How LLMs Hallucinate in Multi-Document SummarizationCode0
Sentence Centrality Revisited for Unsupervised SummarizationCode0
GAE-ISumm: Unsupervised Graph-Based Summarization of Indian LanguagesCode0
Single Document Summarization as Tree InductionCode0
A Temporally Sensitive Submodularity Framework for Timeline SummarizationCode0
Flight of the PEGASUS? Comparing Transformers on Few-shot and Zero-shot Multi-document Abstractive SummarizationCode0
Fast Interleaved Bidirectional Sequence GenerationCode0
Feasible Annotation Scheme for Capturing Policy Argument Reasoning using Argument TemplatesCode0
Agent-Enhanced Large Language Models for Researching Political InstitutionsCode0
Global-aware Beam Search for Neural Abstractive SummarizationCode0
Bringing Structure into Summaries: Crowdsourcing a Benchmark Corpus of Concept MapsCode0
Fast Concept Mention Grouping for Concept Map-based Multi-Document SummarizationCode0
Features in Extractive Supervised Single-document Summarization: Case of Persian NewsCode0
SumREN: Summarizing Reported Speech about Events in NewsCode0
Generating a Structured Summary of Numerous Academic Papers: Dataset and MethodCode0
Bridging the gap between extractive and abstractive summaries: Creation and evaluation of coherent extracts from heterogeneous sourcesCode0
Extractive Summarization with SWAP-NET: Sentences and Words from Alternating Pointer NetworksCode0
TAP-DLND 1.0 : A Corpus for Document Level Novelty DetectionCode0
A Two-Stage Parsing Method for Text-Level Discourse AnalysisCode0
A General Optimization Framework for Multi-Document Summarization Using Genetic Algorithms and Swarm IntelligenceCode0
Extractive Multi-document Summarization using K-means, Centroid-based Method, MMR, and Sentence PositionCode0
The CL-SciSumm Shared Task 2018: Results and Key InsightsCode0
An Extractive-Abstractive Approach for Multi-document Summarization of Scientific Articles for Literature ReviewCode0
Beyond Generic Summarization: A Multi-faceted Hierarchical Summarization Corpus of Large Heterogeneous DataCode0
Extending Multi-Document Summarization Evaluation to the Interactive SettingCode0
Exploring Explainable Selection to Control Abstractive SummarizationCode0
Scoring Sentence Singletons and Pairs for Abstractive SummarizationCode0
Extending Multi-Text Sentence Fusion Resources via Pyramid AnnotationsCode0
Fair Summarization: Bridging Quality and Diversity in Extractive SummariesCode0
Unified Language Model Pre-training for Natural Language Understanding and GenerationCode0
BERT-VBD: Vietnamese Multi-Document Summarization Framework—0
A New Framework for Distributed Submodular Maximization—0
Benchmarking LLMs on the Semantic Overlap Summarization Task—0
Exploiting Category-Specific Information for Multi-Document Summarization—0
BASS: Boosting Abstractive Summarization with Unified Semantic Graph—0
Affinity-Preserving Random Walk for Multi-Document Summarization—0
AWESOME: GPU Memory-constrained Long Document Summarization using Memory Mechanism and Global Salient Content—0
Evolutionary Hierarchical Dirichlet Process for Timeline Summarization—0
A Weakly Supervised Approach to Evaluating Single-Document Summarization via Negative Sampling—0
An Entity-Focused Approach to Generating Company Descriptions—0
EventSum: A Large-Scale Event-Centric Summarization Dataset for Chinese Multi-News Documents—0
Evaluating the Effects of Embedding with Speaker Identity Information in Dialogue Summarization—0
Automatic Text Document Summarization using Semantic-based Analysis—0
ExB Text Summarizer—0
Experimental Design to Improve Topic Analysis Based Summarization—0
Experiments in Extractive Summarization: Integer Linear Programming, Term/Sentence Scoring, and Title-driven Models—0
Evaluating Pre-Trained Language Models on Multi-Document Summarization for Literature Reviews—0
Exploiting Timegraphs in Temporal Relation Classification—0
Exploiting Timelines to Enhance Multi-document Summarization—0
Automatic Related Work Generation: A Meta Study—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