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

Showing 726750 of 760 papers

TitleStatusHype
Corpora Evaluation and System Bias Detection in Multi-document SummarizationCode0
Exploring Explainable Selection to Control Abstractive SummarizationCode0
Scoring Sentence Singletons and Pairs for Abstractive SummarizationCode0
Leveraging Graph to Improve Abstractive Multi-Document SummarizationCode0
Beyond Generic Summarization: A Multi-faceted Hierarchical Summarization Corpus of Large Heterogeneous DataCode0
Unified Language Model Pre-training for Natural Language Understanding and GenerationCode0
TAP-DLND 1.0 : A Corpus for Document Level Novelty DetectionCode0
Restructuring Conversations using Discourse Relations for Zero-shot Abstractive Dialogue SummarizationCode0
Universal Evasion Attacks on Summarization ScoringCode0
OpenAsp: A Benchmark for Multi-document Open Aspect-based SummarizationCode0
Text Generation: A Systematic Literature Review of Tasks, Evaluation, and ChallengesCode0
Sentence Centrality Revisited for Unsupervised SummarizationCode0
Abstractive Multi-Document Summarization via Joint Learning with Single-Document SummarizationCode0
A Multi-Document Coverage Reward for RELAXed Multi-Document SummarizationCode0
Overview and Results: CL-SciSumm Shared Task 2019Code0
TF-Ranking: Scalable TensorFlow Library for Learning-to-RankCode0
Zero-Shot Aspect-Based Scientific Document Summarization using Self-Supervised Pre-trainingCode0
Contextual Salience for Fast and Accurate Sentence VectorsCode0
Estimating Optimal Context Length for Hybrid Retrieval-augmented Multi-document SummarizationCode0
Error Analysis of using BART for Multi-Document Summarization: A Study for English and German LanguageCode0
The CL-SciSumm Shared Task 2018: Results and Key InsightsCode0
LTRC @MuP 2022: Multi-Perspective Scientific Document Summarization Using Pre-trained Generation ModelsCode0
Which Information Matters? Dissecting Human-written Multi-document Summaries with Partial Information DecompositionCode0
SgSum:Transforming Multi-document Summarization into Sub-graph SelectionCode0
Shaping Political Discourse using multi-source News SummarizationCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1HAT-BARTROUGE-144.48Unverified
2MatchSum (RoBERTa-base)ROUGE-144.41Unverified
3Hie-BARTROUGE-144.35Unverified
4MatchSum (BERT-base)ROUGE-144.22Unverified
5BertSumExtROUGE-143.85Unverified
6BigBird-PegasusROUGE-143.84Unverified
7T5-11BROUGE-143.52Unverified
8BERTSUM+TransformerROUGE-143.25Unverified
9UniLM (Abstractive Summarization)ROUGE-143.08Unverified
10Selector+Pointer GeneratorROUGE-141.72Unverified
#ModelMetricClaimedVerifiedStatus
1LexRank (query: step title)ROUGE-139.6Unverified
2CES (query: step title)ROUGE-139.3Unverified
3CES (query: step + method titles)ROUGE-138.3Unverified
4LexRank (query: step + method titles)ROUGE-138.2Unverified
5CES (query: step + method + article titles)ROUGE-137Unverified
6LexRank (query: step + method + article titles)ROUGE-136.3Unverified
7GreedyRel (query: step + method titles)ROUGE-130.3Unverified
8GreedyRel (query: step title)ROUGE-130.1Unverified
9BM25-HierSumm (query: step + method titles)ROUGE-123Unverified
10BM25-HierSumm (query: step title)ROUGE-122.3Unverified
#ModelMetricClaimedVerifiedStatus
1LexRank (query: method + article + steps titles)ROUGE-153.5Unverified
2CES (query: method + article + steps titles)ROUGE-152.2Unverified
3GreedyRel (query: method + article + steps titles)ROUGE-148.6Unverified
4CES (query: method title)ROUGE-148.4Unverified
5CES (query: method + article titles)ROUGE-148.3Unverified
6LexRank (query: method title)ROUGE-147.7Unverified
7LexRank (query: method + article titles)ROUGE-147.1Unverified
8GreedyRel (query: method title)ROUGE-143.4Unverified
9GreedyRel (query: method + article titles)ROUGE-142.3Unverified
#ModelMetricClaimedVerifiedStatus
1DeepPyramidionROUGE-147.15Unverified
#ModelMetricClaimedVerifiedStatus
1DeepPyramidionRouge-219.99Unverified
#ModelMetricClaimedVerifiedStatus
1BigBird-PegasusROUGE-147.12Unverified
#ModelMetricClaimedVerifiedStatus
1DOCmT5Rouge-L31.37Unverified