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
Diversifying Neural Conversation Model with Maximal Marginal Relevance—0
DivGraphPointer: A Graph Pointer Network for Extracting Diverse Keyphrases—0
DLAFormer: An End-to-End Transformer For Document Layout Analysis—0
DOC2PPT: Automatic Presentation Slides Generation from Scientific Documents—0
DOCmT5: Document-Level Pretraining of Multilingual Language Models—0
Document Attribution: Examining Citation Relationships using Large Language Models—0
Content based Weighted Consensus Summarization—0
ARC: Argument Representation and Coverage Analysis for Zero-Shot Long Document Summarization with Instruction Following LLMs—0
Analyzing Stemming Approaches for Turkish Multi-Document Summarization—0
Document Summarization via Guided Sentence Compression—0
Document Summarization with Text Segmentation—0
Do Multi-Document Summarization Models Synthesize?—0
Attention Optimization for Abstractive Document Summarization—0
Drug Extraction from the Web: Summarizing Drug Experiences with Multi-Dimensional Topic Models—0
ConServe: Harvesting GPUs for Low-Latency and High-Throughput Large Language Model Serving—0
DualSum: a Topic-Model based approach for update summarization—0
Concept-Map-Based Multi-Document Summarization using Concept Coreference Resolution and Global Importance Optimization—0
E2LLM: Encoder Elongated Large Language Models for Long-Context Understanding and Reasoning—0
EASE: Extractive-Abstractive Summarization with Explanations—0
A Quantitative Insight into the Impact of Translation on Readability—0
Absformer: Transformer-based Model for Unsupervised Multi-Document Abstractive Summarization—0
Efficient Online Summarization of Microblogging Streams—0
Extractive Summarization using Continuous Vector Space Models—0
Fast and Robust Compressive Summarization with Dual Decomposition and Multi-Task Learning—0
Empirical analysis of exploiting review helpfulness for extractive summarization of online reviews—0
Encoding World Knowledge in the Evaluation of Local Coherence—0
End-to-end Argument Generation System in Debating—0
End-to-End Long Document Summarization using Gradient Caching—0
Automatically Summarizing Evidence from Clinical Trials: A Prototype Highlighting Current Challenges—0
Enhancing Extractive Text Summarization with Topic-Aware Graph Neural Networks—0
Complex Question Answering: Unsupervised Learning Approaches and Experiments—0
A Hybrid Architecture with Efficient Fine Tuning for Abstractive Patent Document Summarization—0
Entity-Supported Summarization of Biomedical Abstracts—0
EROS: Entity-Driven Controlled Policy Document Summarization—0
Comparative Study of Domain Driven Terms Extraction Using Large Language Models—0
ES-LDA: Entity Summarization using Knowledge-based Topic Modeling—0
Automatic Identification of Rhetorical Questions—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
Combining Word Embeddings and N-grams for Unsupervised Document Summarization—0
Evaluating Pre-Trained Language Models on Multi-Document Summarization for Literature Reviews—0
Evaluating the Effects of Embedding with Speaker Identity Information in Dialogue Summarization—0
EventSum: A Large-Scale Event-Centric Summarization Dataset for Chinese Multi-News Documents—0
Evolutionary Hierarchical Dirichlet Process for Timeline Summarization—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
Exploiting Category-Specific Information for Multi-Document Summarization—0
Exploiting Timegraphs in Temporal Relation Classification—0
Exploiting Timelines to Enhance Multi-document Summarization—0
Extractive Multi Document Summarization using Dynamical Measurements of Complex Networks—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