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 401–450 of 760 papers

TitleStatusHype
Provable Fast Greedy Compressive Summarization with Any Monotone Submodular Function—0
PublicHearingBR: A Brazilian Portuguese Dataset of Public Hearing Transcripts for Summarization of Long Documents—0
QBSUM: a Large-Scale Query-Based Document Summarization Dataset from Real-world Applications—0
Query-Based Single Document Summarization Using an Ensemble Noisy Auto-Encoder—0
Query-Chain Focused Summarization—0
Query Focused Abstractive Summarization: Incorporating Query Relevance, Multi-Document Coverage, and Summary Length Constraints into seq2seq Models—0
Query-focused Multi-document Summarization: Combining a Novel Topic Model with Graph-based Semi-supervised Learning—0
Query-focused Multi-Document Summarization: Combining a Topic Model with Graph-based Semi-supervised Learning—0
Query Focused Multi-Document Summarization with Distant Supervision—0
Query-oriented text summarization based on hypergraph transversals—0
Readability Controllable Biomedical Document Summarization—0
Reader-Aware Multi-Document Summarization: An Enhanced Model and The First Dataset—0
Reader-Aware Multi-Document Summarization via Sparse Coding—0
ReadOnce Transformers: Reusable Representations of Text for Transformers—0
REDTABS: A Collection of Report Document Datasets for Long Text and Multi-Table Summarization—0
Reinforced Abstractive Summarization with Adaptive Length Controlling—0
Reinforcing Semantic-Symmetry for Document Summarization—0
RelationListwise for Query-Focused Multi-Document Summarization—0
Rethinking Transformer-based Multi-document Summarization: An Empirical Investigation—0
Review of coreference resolution in English and Persian—0
Revisiting the Centroid-based Method: A Strong Baseline for Multi-Document Summarization—0
Revisiting the Centroid-based Method: A Strong Baseline for Multi-Document Summarization—0
Revisiting the Evaluation for Cross Document Event Coreference—0
Rough Set based Aggregate Rank Measure & its Application to Supervised Multi Document Summarization—0
RST-LoRA: A Discourse-Aware Low-Rank Adaptation for Long Document Abstractive Summarization—0
SAGAN: A Machine Translation Approach for Cross-Lingual Textual Entailment—0
Scientific document summarization via citation contextualization and scientific discourse—0
Selective Attention Encoders by Syntactic Graph Convolutional Networks for Document Summarization—0
Semantic Textual Similarity: past present and future—0
Semeval-2012 Task 8: Cross-lingual Textual Entailment for Content Synchronization—0
Semeval-2013 Task 8: Cross-lingual Textual Entailment for Content Synchronization—0
Sentence Boundary Detection for Social Media Text—0
Sentence Compression with Semantic Role Constraints—0
Sentence Similarity based on Dependency Tree Kernels for Multi-document Summarization—0
Sentence transition matrix: An efficient approach that preserves sentence semantics—0
Sentential Paraphrase Generation for Agglutinative Languages Using SVM with a String Kernel—0
SentTopic-MultiRank: a Novel Ranking Model for Multi-Document Summarization—0
SgSum: Transforming Multi-document Summarization into Sub-graph Selection—0
Single Document Keyphrase Extraction Using Label Information—0
Single-Document Summarization as a Tree Knapsack Problem—0
Single Document Summarization based on Nested Tree Structure—0
Single-Document Summarization Using Sentence Embeddings and K-Means Clustering—0
SKT5SciSumm -- Revisiting Extractive-Generative Approach for Multi-Document Scientific Summarization—0
Sort Story: Sorting Jumbled Images and Captions into Stories—0
Sparse Optimization for Unsupervised Extractive Summarization of Long Documents with the Frank-Wolfe Algorithm—0
Sparsifying Transformer Models with Trainable Representation Pooling—0
Sparsity and Sentence Structure in Encoder-Decoder Attention of Summarization Systems—0
Speech Summarization using Restricted Self-Attention—0
Pre-training for Abstractive Document Summarization by Reinstating Source Text—0
Structuring an unordered text document—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