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
Multi-document multilingual summarization corpus preparation, Part 1: Arabic, English, Greek, Chinese, Romanian—0
Multi-document multilingual summarization corpus preparation, Part 2: Czech, Hebrew and Spanish—0
Multi-document multilingual summarization and evaluation tracks in ACL 2013 MultiLing Workshop—0
Multi-Document Summarization withDeterminantal Point Process Attention—0
Multi-document Summarization: A Comparative Evaluation—0
Multi-Document Summarization of Persian Text using Paragraph Vectors—0
Multi-Document Summarization using Distributed Bag-of-Words Model—0
Multi-Document Summarization using Automatic Key-Phrase Extraction—0
Multi-document Summarization Using Bipartite Graphs—0
Multi-document summarization using distortion-rate ratio—0
Multi-document Summarization using Semantic Role Labeling and Semantic Graph for Indonesian News Article—0
Multi-Document Summarization via Discriminative Summary Reranking—0
Multi-document Summarization via Deep Learning Techniques: A Survey—0
Multi-Document Summarization with Determinantal Point Processes and Contextualized Representations—0
Multi-Granularity Interaction Network for Extractive and Abstractive Multi-Document Summarization—0
Multi-layered graph-based multi-document summarization model—0
MultiLing 2015: Multilingual Summarization of Single and Multi-Documents, On-line Fora, and Call-center Conversations—0
MultiLing 2017 Overview—0
Multilingual Financial Documentation Summarization by Team_Tredence for FNS2022—0
Multilingual Multi-Document Summarization with POLY2—0
Multilingual Single-Document Summarization with MUSE—0
Multilingual Summarization: Dimensionality Reduction and a Step Towards Optimal Term Coverage—0
Multilingual summarization system based on analyzing the discourse structure at MultiLing 2013—0
Multi-modal Summarization for Asynchronous Collection of Text, Image, Audio and Video—0
Multi-objective Evolutionary Algorithms are Generally Good: Maximizing Monotone Submodular Functions over Sequences—0
Multi Perspective Scientific Document Summarization With Graph Attention Networks (GATS)—0
Multiple Aspect Summarization Using Integer Linear Programming—0
Multi-Topic Multi-Document Summarizer—0
MUSEEC: A Multilingual Text Summarization Tool—0
Natural Language Processing for the Legal Domain: A Survey of Tasks, Datasets, Models, and Challenges—0
Near-Optimal MAP Inference for Determinantal Point Processes—0
Neighborhood Rough Set based Multi-document Summarization—0
Neural Abstractive Multi-Document Summarization: Hierarchical or Flat Structure?—0
Neural Abstractive Summarization with Structural Attention—0
Neural Clinical Paraphrase Generation with Attention—0
Neural Content Extraction for Poster Generation of Scientific Papers—0
Neural Latent Extractive Document Summarization—0
Neural Natural Language Processing for Long Texts: A Survey on Classification and Summarization—0
Neural Sentence Ordering—0
New Approaches to Long Document Summarization: Fourier Transform Based Attention in a Transformer Model—0
NewsQs: Multi-Source Question Generation for the Inquiring Mind—0
News Stream Summarization using Burst Information Networks—0
Nutri-bullets Hybrid: Consensual Multi-document Summarization—0
On-Demand Distributional Semantic Distance and Paraphrasing—0
On Sparsifying Encoder Outputs in Sequence-to-Sequence Models—0
On Strategies of Human Multi-Document Summarization—0
On the Abstractiveness of Neural Document Summarization—0
On the Effectiveness of using Sentence Compression Models for Query-Focused Multi-Document Summarization—0
On The Feasibility of Open Domain Referring Expression Generation Using Large Scale Folksonomies—0
On Training Instance Selection for Few-Shot Neural Text Generation—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