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 abstractive summarization using ILP based multi-sentence compression—0
Generating Abstractive Summaries from Meeting Transcripts—0
The Role of Discourse Units in Near-Extractive SummarizationCode0
Context-aware Argumentative Relation Mining—0
Beyond Centrality and Structural Features: Learning Information Importance for Text Summarization—0
An Entity-Focused Approach to Generating Company Descriptions—0
MUSEEC: A Multilingual Text Summarization Tool—0
GoWvis: A Web Application for Graph-of-Words-based Text Visualization and Summarization—0
Optimizing an Approximation of ROUGE - a Problem-Reduction Approach to Extractive Multi-Document Summarization—0
Towards Constructing Sports News from Live Text Commentary—0
MDSWriter: Annotation Tool for Creating High-Quality Multi-Document Summarization CorporaCode0
Neural Sentence Ordering—0
Int\'egration de la similarit\'e entre phrases comme crit\`ere pour le r\'esum\'e multi-document (Integrating sentence similarity as a constraint for multi-document summarization)—0
A Sentence Compression Based Framework to Query-Focused Multi-Document Summarization—0
Sort Story: Sorting Jumbled Images and Captions into Stories—0
PerSum: Novel Systems for Document Summarization in Persian—0
Lexical and Syntactic cues to identify Reference Scope of Citance—0
The Instantiation Discourse Relation: A Corpus Analysis of Its Properties and Improved Detection—0
Trainable Citation-enhanced Summarization of Scientific Articles—0
Overview of the CL-SciSumm 2016 Shared Task—0
Identifying Referenced Text in Scientific Publications by Summarisation and Classification Techniques—0
``Making the News'': Identifying Noteworthy Events in News Articles—0
Making Sense of Massive Amounts of Scientific Publications: the Scientific Knowledge Miner Project—0
Data-driven Paraphrasing and Stylistic Harmonization—0
CIST System for CL-SciSumm 2016 Shared Task—0
Sentence Similarity based on Dependency Tree Kernels for Multi-document Summarization—0
Urdu Summary CorpusCode0
Learning-Based Single-Document Summarization with Compression and Anaphoricity Constraints—0
Neural Summarization by Extracting Sentences and WordsCode0
Improved Spoken Document Summarization with Coverage Modeling Techniques—0
Hybrid Approach for Single Text Document Summarization using Statistical and Sentiment Features—0
節錄式語音文件摘要使用表示法學習技術 (Extractive Spoken Document Summarization with Representation Learning Techniques) [In Chinese]—0
Weighted Theta Functions and Embeddings with Applications to Max-Cut, Clustering and Summarization—0
Sentence Boundary Detection for Social Media Text—0
Query-Based Single Document Summarization Using an Ensemble Noisy Auto-Encoder—0
TGSum: Build Tweet Guided Multi-Document Summarization Dataset—0
Max-Sum Diversification, Monotone Submodular Functions and Semi-metric Spaces—0
Joint semantic discourse models for automatic multi-document summarization—0
On Strategies of Human Multi-Document 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
Summarization Based on Embedding Distributions—0
MultiLing 2015: Multilingual Summarization of Single and Multi-Documents, On-line Fora, and Call-center Conversations—0
ExB Text Summarizer—0
The University of Alicante at MultiLing 2015: approach, results and further insights—0
Phrase-based Compressive Cross-Language Summarization—0
A Discursive Grid Approach to Model Local Coherence in Multi-document Summaries—0
AllSummarizer system at MultiLing 2015: Multilingual single and multi-document summarizationCode0
Extractive Summarization by Aggregating Multiple Similarities—0
System Combination for Multi-document Summarization—0
Topical Coherence for Graph-based Extractive Summarization—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