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 301–350 of 760 papers

TitleStatusHype
Generating Supplementary Travel Guides from Social Media—0
Coarse-to-Fine Query Focused Multi-Document Summarization—0
Interactive Abstractive Summarization for Event News Tweets—0
AgreeSum: Agreement-Oriented Multi-Document Summarization—0
GLEAKE: Global and Local Embedding Automatic Keyphrase Extraction—0
Collective Personal Profile Summarization with Social Networks—0
Centrality Meets Centroid: A Graph-based Approach for Unsupervised Document Summarization—0
Globalizing BERT-based Transformer Architectures for Long Document Summarization—0
Global Optimization under Length Constraint for Neural Text Summarization—0
Combining State-of-the-Art Models with Maximal Marginal Relevance for Few-Shot and Zero-Shot Multi-Document Summarization—0
Int\'egration de la similarit\'e entre phrases comme crit\`ere pour le r\'esum\'e multi-document (Integrating sentence similarity as a constraint for multi-document summarization)—0
GO FIGURE: A Meta Evaluation of Factuality in Summarization—0
GoWvis: A Web Application for Graph-of-Words-based Text Visualization and Summarization—0
Graph-Based Approach to Recognizing CST Relations in Polish Texts—0
Investigating Entropy for Extractive Document Summarization—0
GUIR @ MuP 2022: Towards Generating Topic-aware Multi-perspective Summaries for Scientific Documents—0
GUSUM: Graph-Based Unsupervised Summarization using Sentence-BERT and Sentence Features—0
Complex Question Answering: Unsupervised Learning Approaches and Experiments—0
Fear the REAPER: A System for Automatic Multi-Document Summarization with Reinforcement Learning—0
HEADS: Headline Generation as Sequence Prediction Using an Abstract Feature-Rich Space—0
Fast Submodular Function Maximization—0
HeterGraphLongSum: Heterogeneous Graph Neural Network with Passage Aggregation for Extractive Long Document Summarization—0
CCSBench: Evaluating Compositional Controllability in LLMs for Scientific Document Summarization—0
Fast Joint Compression and Summarization via Graph Cuts—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
Fast Interleaved Bidirectional Sequence Generation—0
Cascaded Attention based Unsupervised Information Distillation for Compressive Summarization—0
Hierarchical Discriminative Classification for Text-Based Geolocation—0
Hierarchical Learning for Generation with Long Source Sequences—0
Answering Questions from Multiple Documents -- the Role of Multi-Document Summarization—0
Hierarchical Summarization: Scaling Up Multi-Document Summarization—0
Highlight-Transformer: Leveraging Key Phrase Aware Attention to Improve Abstractive Multi-Document Summarization—0
Hindi History Note Generation with Unsupervised Extractive Summarization—0
HOLMS: Alternative Summary Evaluation with Large Language Models—0
Controllable Multi-document Summarization: Coverage & Coherence Intuitive Policy with Large Language Model Based Rewards—0
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
Hybrid Approach for Single Text Document Summarization using Statistical and Sentiment Features—0
Hybrid Deep Learning for Legal Text Analysis: Predicting Punishment Durations in Indonesian Court Rulings—0
Hybrid Long Document Summarization using C2F-FAR and ChatGPT: A Practical Study—0
Hybrid MemNet for Extractive Summarization—0
HyGen: Efficient LLM Serving via Elastic Online-Offline Request Co-location—0
Can one size fit all?: Measuring Failure in Multi-Document Summarization Domain Transfer—0
Identifying Helpful Sentences in Product Reviews—0
Identifying Referenced Text in Scientific Publications by Summarisation and Classification Techniques—0
IITP-AI-NLP-ML@ CL-SciSumm 2020, CL-LaySumm 2020, LongSumm 2020—0
IJCNLP-2017 Task 3: Review Opinion Diversification (RevOpiD-2017)—0
Improved Spoken Document Summarization with Coverage Modeling Techniques—0
Improving Abstractive Document Summarization with Salient Information Modeling—0
Fast and Robust Compressive Summarization with Dual Decomposition and Multi-Task Learning—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