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 351–400 of 760 papers

TitleStatusHype
GO FIGURE: A Meta Evaluation of Factuality in Summarization—0
ReadOnce Transformers: Reusable Representations of Text for Transformers—0
Learning to Summarize Long Texts with Memory Compression and Transfer—0
Enhancing Extractive Text Summarization with Topic-Aware Graph Neural Networks—0
SupMMD: A Sentence Importance Model for Extractive Summarization using Maximum Mean DiscrepancyCode0
Corpora Evaluation and System Bias Detection in Multi-document SummarizationCode0
Unsupervised Summarization by Jointly Extracting Sentences and Keywords—0
Global-aware Beam Search for Neural Abstractive SummarizationCode0
Experiments in Extractive Summarization: Integer Linear Programming, Term/Sentence Scoring, and Title-driven Models—0
Massive Multi-Document Summarization of Product Reviews with Weak Supervision—0
Multi-Granularity Interaction Network for Extractive and Abstractive Multi-Document Summarization—0
Read what you need: Controllable Aspect-based Opinion Summarization of Tourist ReviewsCode0
基於端對端模型化技術之語音文件摘要 (Spoken Document Summarization Using End-to-End Modeling Techniques)—0
Leveraging Graph to Improve Abstractive Multi-Document SummarizationCode0
GLEAKE: Global and Local Embedding Automatic Keyphrase Extraction—0
SueNes: A Weakly Supervised Approach to Evaluating Single-Document Summarization via Negative SamplingCode0
Artemis: A Novel Annotation Methodology for Indicative Single Document Summarization—0
A Summarization Dataset of Slovak News ArticlesCode0
A Multi-level Annotated Corpus of Scientific Papers for Scientific Document Summarization and Cross-document Relation Discovery—0
Combining Word Embeddings and N-grams for Unsupervised Document Summarization—0
On Sparsifying Encoder Outputs in Sequence-to-Sequence ModelsCode0
Exploring Explainable Selection to Control Abstractive SummarizationCode0
Neural Abstractive Summarization with Structural Attention—0
At Which Level Should We Extract? An Empirical Analysis on Extractive Document Summarization—0
Query Focused Multi-Document Summarization with Distant Supervision—0
Pre-training for Abstractive Document Summarization by Reinstating Source Text—0
Learning Syntactic and Dynamic Selective Encoding for Document Summarization—0
Selective Attention Encoders by Syntactic Graph Convolutional Networks for Document Summarization—0
StructSum: Summarization via Structured RepresentationsCode0
Rough Set based Aggregate Rank Measure & its Application to Supervised Multi Document Summarization—0
Hybrid MemNet for Extractive Summarization—0
Extractive Multi-document Summarization using K-means, Centroid-based Method, MMR, and Sentence PositionCode0
The Feasibility of Embedding Based Automatic Evaluation for Single Document Summarization—0
Transformer-based Model for Single Documents Neural Summarization—0
Unsupervised Aspect-Based Multi-Document Abstractive Summarization—0
Subtopic-driven Multi-Document Summarization—0
Attention Optimization for Abstractive Document Summarization—0
Multi-Document Summarization with Determinantal Point Processes and Contextualized Representations—0
Using Local Knowledge Graph Construction to Scale Seq2Seq Models to Multi-Document InputsCode0
Abstractive Dialog Summarization with Semantic ScaffoldsCode0
Generating Abstractive Summaries with Finetuned Language Models—0
Learning to Create Sentence Semantic Relation Graphs for Multi-Document Summarization—0
On Extractive and Abstractive Neural Document Summarization with Transformer Language ModelsCode0
Features in Extractive Supervised Single-document Summarization: Case of Persian NewsCode0
An Entity-Driven Framework for Abstractive Summarization—0
Mixture Content Selection for Diverse Sequence GenerationCode0
The CL-SciSumm Shared Task 2018: Results and Key InsightsCode0
Discourse-Aware Hierarchical Attention Network for Extractive Single-Document Summarization—0
Generating an Overview Report over Many Documents—0
Learning towards Abstractive Timeline SummarizationCode0
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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