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 101–150 of 760 papers

TitleStatusHype
A Dataset and Evaluation Metrics for Abstractive Compression of Sentences and Short Paragraphs—0
An Assessment of the Accuracy of Automatic Evaluation in Summarization—0
Creation and use of Language Resources in a Question-Answering eHealth System—0
Attention Optimization for Abstractive Document Summarization—0
Attention Head Masking for Inference Time Content Selection in Abstractive Summarization—0
An Anchor-Based Automatic Evaluation Metric for Document Summarization—0
Analyzing Stemming Approaches for Turkish Multi-Document Summarization—0
At Which Level Should We Extract? An Empirical Analysis on Extractive Document Summarization—0
An Editorial Network for Enhanced Document Summarization—0
A Unified Retrieval Framework with Document Ranking and EDU Filtering for Multi-document Summarization—0
Abstractive Multi-Document Summarization via Phrase Selection and Merging—0
A Discursive Grid Approach to Model Local Coherence in Multi-document Summaries—0
Automatically Determining a Proper Length for Multi-Document Summarization: A Bayesian Nonparametric Approach—0
Automatically Summarizing Evidence from Clinical Trials: A Prototype Highlighting Current Challenges—0
Abstractive and Extractive Text Summarization using Document Context Vector and Recurrent Neural Networks—0
Cross-narrative Temporal Ordering of Medical Events—0
Analysis of GraphSum's Attention Weights to Improve the Explainability of Multi-Document Summarization—0
Automatic Identification of Rhetorical Questions—0
Automatic Related Work Generation: A Meta Study—0
Automatic Text Document Summarization using Semantic-based Analysis—0
A Weakly Supervised Approach to Evaluating Single-Document Summarization via Negative Sampling—0
AWESOME: GPU Memory-constrained Long Document Summarization using Memory Mechanism and Global Salient Content—0
BASS: Boosting Abstractive Summarization with Unified Semantic Graph—0
Benchmarking LLMs on the Semantic Overlap Summarization Task—0
A New Framework for Distributed Submodular Maximization—0
BERT-VBD: Vietnamese Multi-Document Summarization Framework—0
ATA-Sem: Chunk-based Determination of Semantic Text Similarity—0
Adapting Neural Single-Document Summarization Model for Abstractive Multi-Document Summarization: A Pilot Study—0
A Survey on Medical Document Summarization—0
A Survey of Named Entity Recognition in Assamese and other Indian Languages—0
A Multi-level Annotated Corpus of Scientific Papers for Scientific Document Summarization and Cross-document Relation Discovery—0
Corpus-based Web Document Summarization using Statistical and Linguistic Approach—0
A Supervised Aggregation Framework for Multi-Document Summarization—0
A Comparative Study of Sentence Embedding Models for Assessing Semantic Variation—0
Abstractive Multi-document Summarization by Partial Tree Extraction, Recombination and Linearization—0
A Subjective Logic Framework for Multi-Document Summarization—0
A Study on Summarizing and Evaluating Long Documents—0
A Multi-Document Coverage Reward for RELAXed Multi-Document Summarization—0
Coreference Resolution in FreeLing 4.0—0
CovSumm: an unsupervised transformer-cum-graph-based hybrid document summarization model for CORD-19—0
Deep Bayesian Natural Language Processing—0
表示法學習技術於節錄式語音文件摘要之研究(A Study on Representation Learning Techniques for Extractive Spoken Document Summarization) [In Chinese]—0
A Study of Language Modeling for Chinese Spelling Check—0
Amortized Context Vector Inference for Sequence-to-Sequence Networks—0
Assessing the performance of Olelo, a real-time biomedical question answering application—0
Aspectual Type and Temporal Relation Classification—0
AMEX AI-Labs: An Investigative Study on Extractive Summarization of Financial Documents—0
ACM -- Attribute Conditioning for Abstractive Multi Document Summarization—0
A Spectral Method for Unsupervised Multi-Document Summarization—0
A Method of Accounting Bigrams in Topic Models—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