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 651–700 of 760 papers

TitleStatusHype
Extractive Summarization and Dialogue Act Modeling on Email Threads: An Integrated Probabilistic Approach—0
Towards segment-based recognition of argumentation structure in short texts—0
Multi-document summarization using distortion-rate ratio—0
Single Document Summarization based on Nested Tree Structure—0
Detection of Topic and its Extrinsic Evaluation Through Multi-Document Summarization—0
Approximation Strategies for Multi-Structure Sentence Compression—0
Cross-narrative Temporal Ordering of Medical Events—0
Query-Chain Focused Summarization—0
Hierarchical Summarization: Scaling Up Multi-Document Summarization—0
Exploiting Timelines to Enhance Multi-document Summarization—0
Multi-layered graph-based multi-document summarization model—0
Summarizing News Clusters on the Basis of Thematic Chains—0
Extracting News Web Page Creation Time with DCTFinder—0
Extending HeidelTime for Temporal Expressions Referring to Historic Dates—0
Priberam Compressive Summarization Corpus: A New Multi-Document Summarization Corpus for European Portuguese—0
The Multilingual Paraphrase Database—0
LQVSumm: A Corpus of Linguistic Quality Violations in Multi-Document Summarization—0
A Repository of State of the Art and Competitive Baseline Summaries for Generic News Summarization—0
Aligning Predicate-Argument Structures for Paraphrase Fragment Extraction—0
The Polish Summaries Corpus—0
A Quantitative Insight into the Impact of Translation on Readability—0
Extractive Summarization using Continuous Vector Space Models—0
Improving the Estimation of Word Importance for News Multi-Document Summarization—0
Efficient Online Summarization of Microblogging Streams—0
Complex Question Answering: Unsupervised Learning Approaches and Experiments—0
Multi-Topic Multi-Document Summarizer—0
Automatic Construction of Amharic Semantic Networks from Unstructured Text Using Amharic WordNet—0
Semantic Textual Similarity: past present and future—0
TopicRank: Graph-Based Topic Ranking for Keyphrase Extraction—0
Mining the Gaps: Towards Polynomial Summarization—0
Using Shallow Semantic Parsing and Relation Extraction for Finding Contradiction in Text—0
A Study of Language Modeling for Chinese Spelling Check—0
Summarizing Complex Events: a Cross-Modal Solution of Storylines Extraction and Reconstruction—0
Single-Document Summarization as a Tree Knapsack Problem—0
Document Summarization via Guided Sentence Compression—0
Fast Joint Compression and Summarization via Graph Cuts—0
Lexical Chain Based Cohesion Models for Document-Level Statistical Machine Translation—0
Optimized Event Storyline Generation based on Mixture-Event-Aspect Model—0
Collective Personal Profile Summarization with Social Networks—0
Automatically Determining a Proper Length for Multi-Document Summarization: A Bayesian Nonparametric Approach—0
Answering Questions from Multiple Documents -- the Role of Multi-Document Summarization—0
Multi-Document Summarization using Automatic Key-Phrase Extraction—0
Knapsack Constrained Contextual Submodular List Prediction with Application to Multi-document Summarization—0
Proceedings of the MultiLing 2013 Workshop on Multilingual Multi-document Summarization—0
A Pilot Study of Readability Prediction with Reading Time—0
Using a Keyness Metric for Single and Multi Document Summarisation—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
The UWB Summariser at Multiling-2013—0
CIST System Report for ACL MultiLing 2013 -- Track 1: Multilingual Multi-document Summarization—0
Show:102550
← PrevPage 14 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