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 301–350 of 760 papers

TitleStatusHype
DLAFormer: An End-to-End Transformer For Document Layout Analysis—0
ATA-Sem: Chunk-based Determination of Semantic Text Similarity—0
Analysis of GraphSum's Attention Weights to Improve the Explainability of Multi-Document Summarization—0
DivGraphPointer: A Graph Pointer Network for Extracting Diverse Keyphrases—0
Diversifying Neural Conversation Model with Maximal Marginal Relevance—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
Adapting Neural Single-Document Summarization Model for Abstractive Multi-Document Summarization: A Pilot Study—0
Discriminative Marginalized Probabilistic Neural Method for Multi-Document Summarization of Medical Literature—0
Discourse Parsing with Attention-based Hierarchical Neural Networks—0
Discourse-Driven Evaluation: Unveiling Factual Inconsistency in Long Document Summarization—0
Discourse-Aware Hierarchical Attention Network for Extractive Single-Document Summarization—0
A Supervised Aggregation Framework for Multi-Document Summarization—0
DiscoGraMS: Enhancing Movie Screen-Play Summarization using Movie Character-Aware Discourse Graph—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
A Comparative Study of Sentence Embedding Models for Assessing Semantic Variation—0
Abstractive Multi-document Summarization by Partial Tree Extraction, Recombination and Linearization—0
Abstractive and Extractive Text Summarization using Document Context Vector and Recurrent Neural Networks—0
Detection of Topic and its Extrinsic Evaluation Through Multi-Document Summarization—0
Detecting (Un)Important Content for Single-Document News Summarization—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
DERI\&UPM: Pushing Corpus Based Relatedness to Similarity: Shared Task System Description—0
A Study of Language Modeling for Chinese Spelling Check—0
Amortized Context Vector Inference for Sequence-to-Sequence Networks—0
Dependency-based Discourse Parser for Single-Document Summarization—0
Deep Latent-Variable Models for Text Generation—0
Assessing the performance of Olelo, a real-time biomedical question answering application—0
Deep Bayesian Natural Language Processing—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
Deep Bayesian Learning and Understanding—0
Deep Attentive Sentence Ordering Network—0
A Spectral Method for Unsupervised Multi-Document Summarization—0
Decoupling Encoder and Decoder Networks for Abstractive Document Summarization—0
Deconstructing Human Literature Reviews -- A Framework for Multi-Document Summarization—0
A Method of Accounting Bigrams in Topic Models—0
Data-driven Paraphrasing and Stylistic Harmonization—0
A Sentence Compression Based Framework to Query-Focused Multi-Document Summarization—0
Cross-narrative Temporal Ordering of Medical Events—0
Artemis: A Novel Annotation Methodology for Indicative Single Document Summarization—0
ACL 2013 MultiLing Pilot Overview—0
Abstractive Headline Generation for Spoken Content by Attentive Recurrent Neural Networks with ASR Error Modeling—0
Improving Abstractive Document Summarization with Salient Information Modeling—0
Creation and use of Language Resources in a Question-Answering eHealth System—0
Improved Spoken Document Summarization with Coverage Modeling Techniques—0
IJCNLP-2017 Task 3: Review Opinion Diversification (RevOpiD-2017)—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