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 451–500 of 760 papers

TitleStatusHype
Subtopic-driven Multi-Document Summarization—0
SumeCzech: Large Czech News-Based Summarization Dataset—0
Summarization Based on Embedding Distributions—0
Summarization of Historical Articles Using Temporal Event Clustering—0
Summarizing Complex Events: a Cross-Modal Solution of Storylines Extraction and Reconstruction—0
Summarizing News Clusters on the Basis of Thematic Chains—0
Summarizing World Speak : A Preliminary Graph Based Approach—0
SumRecom: A Personalized Summarization Approach by Learning from Users' Feedback—0
Supervised Learning of Automatic Pyramid for Optimization-Based Multi-Document Summarization—0
SurveySum: A Dataset for Summarizing Multiple Scientific Articles into a Survey Section—0
System Combination for Multi-document Summarization—0
Tagging Funding Agencies and Grants in Scientific Articles using Sequential Learning Models—0
Taking into account Inter-sentence Similarity for Update Summarization—0
Taxonomy of Abstractive Dialogue Summarization: Scenarios, Approaches and Future Directions—0
Team AINLPML @ MuP in SDP 2021: Scientific Document Summarization by End-to-End Extractive and Abstractive Approach—0
Text Summarization through Entailment-based Minimum Vertex Cover—0
TGSum: Build Tweet Guided Multi-Document Summarization Dataset—0
The Feasibility of Embedding Based Automatic Evaluation for Single Document Summarization—0
The Influence of Data Pre-processing and Post-processing on Long Document Summarization—0
The Instantiation Discourse Relation: A Corpus Analysis of Its Properties and Improved Detection—0
The Multilingual Paraphrase Database—0
The Polish Summaries Corpus—0
The Power of Randomization: Distributed Submodular Maximization on Massive Datasets—0
Thesis: Document Summarization with applications to Keyword extraction and Image Retrieval—0
The SUMMA Platform: A Scalable Infrastructure for Multi-lingual Multi-media Monitoring—0
The University of Alicante at MultiLing 2015: approach, results and further insights—0
The UWB Summariser at Multiling-2013—0
Thread Specific Features are Helpful for Identifying Subjectivity Orientation of Online Forum Threads—0
TL;DR: Mining Reddit to Learn Automatic Summarization—0
TocBERT: Medical Document Structure Extraction Using Bidirectional Transformers—0
Topical Coherence for Graph-based Extractive Summarization—0
Topic-Aware Encoding for Extractive Summarization—0
Topic-based Multi-document Summarization using Differential Evolution forCombinatorial Optimization of Sentences—0
Topic-Centric Unsupervised Multi-Document Summarization of Scientific and News Articles—0
Topic-Guided Abstractive Multi-Document Summarization—0
Topic Models: Accounting Component Structure of Bigrams—0
TopicRank: Graph-Based Topic Ranking for Keyphrase Extraction—0
Towards Abstractive Multi-Document Summarization Using Submodular Function-Based Framework, Sentence Compression and Merging—0
Towards a Neural Network Approach to Abstractive Multi-Document Summarization—0
Towards Automatic Construction of News Overview Articles by News Synthesis—0
Towards Coherent Multi-Document Summarization—0
Towards Constructing Sports News from Live Text Commentary—0
Towards Deterministic Diverse Subset Sampling—0
Towards Generating Personalized Hospitalization Summaries—0
Towards Personalized and Human-in-the-Loop Document Summarization—0
Towards Robust Abstractive Multi-Document Summarization: A Caseframe Analysis of Centrality and Domain—0
Towards segment-based recognition of argumentation structure in short texts—0
Towards Summarizing Healthcare Questions in Low-Resource Setting—0
Towards Syntax-aware Compositional Distributional Semantic Models—0
Trainable Citation-enhanced Summarization of Scientific Articles—0
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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