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 701–750 of 760 papers

TitleStatusHype
Multilingual Single-Document Summarization with MUSE—0
Multilingual Multi-Document Summarization with POLY2—0
Multi-document multilingual summarization and evaluation tracks in ACL 2013 MultiLing Workshop—0
Multi-document multilingual summarization corpus preparation, Part 2: Czech, Hebrew and Spanish—0
Multi-document multilingual summarization corpus preparation, Part 1: Arabic, English, Greek, Chinese, Romanian—0
A Pilot Study of Readability Prediction with Reading Time—0
Evolutionary Hierarchical Dirichlet Process for Timeline Summarization—0
Learning to Order Natural Language Texts—0
The UWB Summariser at Multiling-2013—0
Towards Robust Abstractive Multi-Document Summarization: A Caseframe Analysis of Centrality and Domain—0
ACL 2013 MultiLing Pilot Overview—0
Using a Keyness Metric for Single and Multi Document Summarisation—0
Using Supervised Bigram-based ILP for Extractive Summarization—0
Fast and Robust Compressive Summarization with Dual Decomposition and Multi-Task Learning—0
INAOE\_UPV-CORE: Extracting Word Associations from Document Corpora to estimate Semantic Textual Similarity—0
Semeval-2013 Task 8: Cross-lingual Textual Entailment for Content Synchronization—0
UTTime: Temporal Relation Classification using Deep Syntactic Features—0
Towards Coherent Multi-Document Summarization—0
JU\_CSE: A CRF Based Approach to Annotation of Temporal Expression, Event and Temporal Relations—0
A Preliminary Study of Tweet Summarization using Information Extraction—0
Drug Extraction from the Web: Summarizing Drug Experiences with Multi-Dimensional Topic Models—0
Using Document Summarization Techniques for Speech Data Subset Selection—0
Coherence Modeling for the Automated Assessment of Spontaneous Spoken Responses—0
Using POMDPs for Topic-Focused Multi-Document Summarization (L'utilisation des POMDP pour les r\'esum\'es multi-documents orient\'es par une th\'ematique) [in French]—0
Learning Policies for Contextual Submodular Prediction—0
Corpus-based Web Document Summarization using Statistical and Linguistic Approach—0
Dual Coordinate Descent Algorithms for Efficient Large Margin Structured Prediction—0
A Novel Feature-based Bayesian Model for Query Focused Multi-document Summarization—0
Query-focused Multi-document Summarization: Combining a Novel Topic Model with Graph-based Semi-supervised Learning—0
Twitter Topic Summarization by Ranking Tweets using Social Influence and Content Quality—0
Extractive Multi-Document Summarization with Integer Linear Programming and Support Vector Regression—0
A Subjective Logic Framework for Multi-Document Summarization—0
A Supervised Aggregation Framework for Multi-Document Summarization—0
SentTopic-MultiRank: a Novel Ranking Model for Multi-Document Summarization—0
RelationListwise for Query-Focused Multi-Document Summarization—0
Near-Optimal MAP Inference for Determinantal Point Processes—0
Thread Specific Features are Helpful for Identifying Subjectivity Orientation of Online Forum Threads—0
Update Summarization Based on Co-Ranking with Constraints—0
On the Effectiveness of using Sentence Compression Models for Query-Focused Multi-Document Summarization—0
Using Argumentative Zones for Extractive Summarization of Scientific Articles—0
Exploiting Category-Specific Information for Multi-Document Summarization—0
Multiple Aspect Summarization Using Integer Linear Programming—0
Learning to Temporally Order Medical Events in Clinical Text—0
Framework of Automatic Text Summarization Using Reinforcement Learning—0
Using Discourse Information for Paraphrase Extraction—0
Monolingual Distributional Similarity for Text-to-Text Generation—0
DERI\&UPM: Pushing Corpus Based Relatedness to Similarity: Shared Task System Description—0
Sentence Compression with Semantic Role Constraints—0
Semeval-2012 Task 8: Cross-lingual Textual Entailment for Content Synchronization—0
SAGAN: A Machine Translation Approach for Cross-Lingual Textual Entailment—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