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 251–300 of 760 papers

TitleStatusHype
Exploring Synaptic Resonance in Large Language Models: A Novel Approach to Contextual Memory Integration—0
Exploring Text Links for Coherent Multi-Document Summarization—0
Open Domain Multi-document Summarization: A Comprehensive Study of Model Brittleness under Retrieval—0
Exploring the limits of a base BART for multi-document summarization in the medical domain—0
Identifying Helpful Sentences in Product Reviews—0
Complex Question Answering: Unsupervised Learning Approaches and Experiments—0
A Hybrid Architecture with Efficient Fine Tuning for Abstractive Patent Document Summarization—0
Comparative Study of Domain Driven Terms Extraction Using Large Language Models—0
Combining Word Embeddings and N-grams for Unsupervised Document Summarization—0
Hierarchical Discriminative Classification for Text-Based Geolocation—0
Combining State-of-the-Art Models with Maximal Marginal Relevance for Few-Shot and Zero-Shot Multi-Document Summarization—0
A Preliminary Study of Tweet Summarization using Information Extraction—0
A Hybrid Approach to Multi-document Summarization of Opinions in Reviews—0
Collective Personal Profile Summarization with Social Networks—0
Coherence Modeling for the Automated Assessment of Spontaneous Spoken Responses—0
Approximation Strategies for Multi-Structure Sentence Compression—0
Abstractive Text Summarization: State of the Art, Challenges, and Improvements—0
Hierarchical Learning for Generation with Long Source Sequences—0
Coarse-to-Fine Query Focused Multi-Document Summarization—0
Coarse-to-Fine Attention Models for Document Summarization—0
A Pilot Study of Readability Prediction with Reading Time—0
A Hierarchical Structured Self-Attentive Model for Extractive Document Summarization (HSSAS)—0
Classify or Select: Neural Architectures for Extractive Document Summarization—0
HIBERT: Document Level Pre-training of Hierarchical Bidirectional Transformers for Document Summarization—0
HIBRIDS: Attention with Hierarchical Biases for Structure-aware Long Document Summarization—0
3M:Multi-document Summarization Considering Main and Minor Relationship—0
CIST System for CL-SciSumm 2016 Shared Task—0
基於基因演算法的組合式多文件摘要方法 (An Ensemble Approach for Multi-document Summarization using Genetic Algorithms) [In Chinese]—0
Framework of Automatic Text Summarization Using Reinforcement Learning—0
CIST@CL-SciSumm 2020, LongSumm 2020: Automatic Scientific Document Summarization—0
An Unsupervised Multi-Document Summarization Framework Based on Neural Document Model—0
Hie-BART: Document Summarization with Hierarchical BART—0
Hierarchical Summarization: Scaling Up Multi-Document Summarization—0
Ant Colony System for Multi-Document Summarization—0
Finding Pragmatic Differences Between Disciplines—0
GUSUM: Graph-Based Unsupervised Summarization using Sentence-BERT and Sentence Features—0
AgreeSum: Agreement-Oriented Multi-Document Summarization—0
Centrality Meets Centroid: A Graph-based Approach for Unsupervised Document Summarization—0
GUIR @ MuP 2022: Towards Generating Topic-aware Multi-perspective Summaries for Scientific Documents—0
Friendly Topic Assistant for Transformer Based Abstractive Summarization—0
Hallucinate at the Last in Long Response Generation: A Case Study on Long Document Summarization—0
From TimeLines to StoryLines: A preliminary proposal for evaluating narratives—0
CIST System Report for ACL MultiLing 2013 -- Track 1: Multilingual Multi-document Summarization—0
Fear the REAPER: A System for Automatic Multi-Document Summarization with Reinforcement Learning—0
Generating Abstractive Summaries from Meeting Transcripts—0
Generating Abstractive Summaries with Finetuned Language Models—0
Generating an Overview Report over Many Documents—0
A Personalized Reinforcement Learning Summarization Service for Learning Structure from Unstructured Data—0
Fast Submodular Function Maximization—0
CCSBench: Evaluating Compositional Controllability in LLMs for Scientific Document 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