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 551–600 of 760 papers

TitleStatusHype
ACL 2013 MultiLing Pilot Overview—0
ACM -- Attribute Conditioning for Abstractive Multi Document Summarization—0
A Comparative Study of Sentence Embedding Models for Assessing Semantic Variation—0
Adapting Neural Single-Document Summarization Model for Abstractive Multi-Document Summarization: A Pilot Study—0
A Dataset and Evaluation Metrics for Abstractive Compression of Sentences and Short Paragraphs—0
A Discursive Grid Approach to Model Local Coherence in Multi-document Summaries—0
A Dynamic Programming Algorithm for Tree Trimming-based Text Summarization—0
Affinity-Preserving Random Walk for Multi-Document Summarization—0
A Finer-grain Universal Dialogue Semantic Structures based Model For Abstractive Dialogue Summarization—0
AgreeSum: Agreement-Oriented Multi-Document Summarization—0
A Hierarchical Structured Self-Attentive Model for Extractive Document Summarization (HSSAS)—0
A Hybrid Approach to Multi-document Summarization of Opinions in Reviews—0
A Hybrid Architecture with Efficient Fine Tuning for Abstractive Patent Document Summarization—0
Aligning Predicate-Argument Structures for Paraphrase Fragment Extraction—0
A Method of Accounting Bigrams in Topic Models—0
AMEX AI-Labs: An Investigative Study on Extractive Summarization of Financial Documents—0
Amortized Context Vector Inference for Sequence-to-Sequence Networks—0
A Multi-Document Coverage Reward for RELAXed Multi-Document Summarization—0
A Multi-level Annotated Corpus of Scientific Papers for Scientific Document Summarization and Cross-document Relation Discovery—0
Analysis of GraphSum's Attention Weights to Improve the Explainability of Multi-Document Summarization—0
Analyzing Stemming Approaches for Turkish Multi-Document Summarization—0
An Anchor-Based Automatic Evaluation Metric for Document Summarization—0
An Assessment of the Accuracy of Automatic Evaluation in Summarization—0
An Editorial Network for Enhanced Document Summarization—0
An Empirical Analysis of Edit Importance between Document Versions—0
An Enhanced Latent Semantic Analysis Approach for Arabic Document Summarization—0
An Entity-Driven Framework for Abstractive Summarization—0
An Entity-Focused Approach to Generating Company Descriptions—0
A New Framework for Distributed Submodular Maximization—0
An Exploitation of Heterogeneous Graph Neural Network for Extractive Long Document Summarization—0
Annotation and Analysis of Extractive Summaries for the Kyutech Corpus—0
A novel extractive multi-document text summarization system using quantum-inspired genetic algorithm: MTSQIGA—0
A Novel Feature-based Bayesian Model for Query Focused Multi-document Summarization—0
A Novel LLM-based Two-stage Summarization Approach for Long Dialogues—0
Answering Questions from Multiple Documents -- the Role of Multi-Document Summarization—0
Ant Colony System for Multi-Document Summarization—0
An Unsupervised Multi-Document Summarization Framework Based on Neural Document Model—0
基於基因演算法的組合式多文件摘要方法 (An Ensemble Approach for Multi-document Summarization using Genetic Algorithms) [In Chinese]—0
A Personalized Reinforcement Learning Summarization Service for Learning Structure from Unstructured Data—0
A Pilot Study of Readability Prediction with Reading Time—0
Approximation Strategies for Multi-Structure Sentence Compression—0
A Preliminary Study of Tweet Summarization using Information Extraction—0
A Quantitative Insight into the Impact of Translation on Readability—0
ARC: Argument Representation and Coverage Analysis for Zero-Shot Long Document Summarization with Instruction Following LLMs—0
A Redundancy-Aware Sentence Regression Framework for Extractive Summarization—0
A Repository of Corpora for Summarization—0
A Repository of State of the Art and Competitive Baseline Summaries for Generic News Summarization—0
A Rhetorical Relations-Based Framework for Tailored Multimedia Document Summarization—0
Artemis: A Novel Annotation Methodology for Indicative Single Document Summarization—0
A Sentence Compression Based Framework to Query-Focused Multi-Document Summarization—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