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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 351–400 of 760 papers

TitleStatusHype
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
Optimized Event Storyline Generation based on Mixture-Event-Aspect Model—0
Optimizing an Approximation of ROUGE - a Problem-Reduction Approach to Extractive Multi-Document Summarization—0
Optimizing the role of human evaluation in LLM-based spoken document summarization systems—0
Overview and Insights from the Shared Tasks at Scholarly Document Processing 2020: CL-SciSumm, LaySumm and LongSumm—0
Overview of MSLR2022: A Shared Task on Multi-document Summarization for Literature Reviews—0
Overview of the CL-SciSumm 2016 Shared Task—0
Overview of the Third Workshop on Scholarly Document Processing—0
Overview of the VLSP 2022 -- Abmusu Shared Task: A Data Challenge for Vietnamese Abstractive Multi-document Summarization—0
Parallel Hierarchical Transformer with Attention Alignment for Abstractive Multi-Document Summarization—0
ParaQuery: Making Sense of Paraphrase Collections—0
PeerSum: A Peer Review Dataset for Abstractive Multi-document Summarization—0
PerSum: Novel Systems for Document Summarization in Persian—0
Phrase-based Compressive Cross-Language Summarization—0
PKUSUMSUM : A Java Platform for Multilingual Document Summarization—0
PoBRL: Optimizing Multi-Document Summarization by Blending Reinforcement Learning Policies—0
Porting a Summarizer to the French Language—0
Precise Length Control in Large Language Models—0
Predicting Intervention Approval in Clinical Trials through Multi-Document Summarization—0
Predicting Salient Updates for Disaster Summarization—0
PrefScore: Pairwise Preference Learning for Reference-free Single-document Summarization Quality Assessment—0
Priberam Compressive Summarization Corpus: A New Multi-Document Summarization Corpus for European Portuguese—0
Privacy-Preserving Multi-Document Summarization—0
Probabilistic Domain Modelling With Contextualized Distributional Semantic Vectors—0
Proceedings of the MultiLing 2013 Workshop on Multilingual Multi-document Summarization—0
Progressive Document-level Text Simplification via Large Language Models—0
Proposal Report for the 2nd SciCAP Competition 2024—0
Show:102550
← PrevPage 8 of 16Next →
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