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
HOLMS: Alternative Summary Evaluation with Large Language Models—0
Flight of the PEGASUS? Comparing Transformers on Few-shot and Zero-shot Multi-document Abstractive SummarizationCode0
Hindi History Note Generation with Unsupervised Extractive Summarization—0
Latent Programmer: Discrete Latent Codes for Program Synthesis—0
DebateSum: A large-scale argument mining and summarization datasetCode1
Multi-document Summarization via Deep Learning Techniques: A Survey—0
Topic-Centric Unsupervised Multi-Document Summarization of Scientific and News Articles—0
WSL-DS: Weakly Supervised Learning with Distant Supervision for Query Focused Multi-Document Abstractive SummarizationCode0
IITP-AI-NLP-ML@ CL-SciSumm 2020, CL-LaySumm 2020, LongSumm 2020—0
Overview and Insights from the Shared Tasks at Scholarly Document Processing 2020: CL-SciSumm, LaySumm and LongSumm—0
CIST@CL-SciSumm 2020, LongSumm 2020: Automatic Scientific Document Summarization—0
Abstractive Multi-Document Summarization via Joint Learning with Single-Document SummarizationCode0
A Spectral Method for Unsupervised Multi-Document Summarization—0
Coarse-to-Fine Query Focused Multi-Document Summarization—0
Friendly Topic Assistant for Transformer Based Abstractive Summarization—0
Multi-XScience: A Large-scale Dataset for Extreme Multi-document Summarization of Scientific ArticlesCode1
QBSUM: a Large-Scale Query-Based Document Summarization Dataset from Real-world Applications—0
Fast Interleaved Bidirectional Sequence GenerationCode0
ReadOnce Transformers: Reusable Representations of Text for Transformers—0
GO FIGURE: A Meta Evaluation of Factuality in Summarization—0
AQuaMuSe: Automatically Generating Datasets for Query-Based Multi-Document SummarizationCode1
Learning to Summarize Long Texts with Memory Compression and Transfer—0
Dimsum @LaySumm 20: BART-based Approach for Scientific Document SummarizationCode1
Unsupervised Extractive Summarization by Pre-training Hierarchical TransformersCode1
Enhancing Extractive Text Summarization with Topic-Aware Graph Neural Networks—0
Quantitative Argument Summarization and Beyond: Cross-Domain Key Point AnalysisCode1
SupMMD: A Sentence Importance Model for Extractive Summarization using Maximum Mean DiscrepancyCode0
Unsupervised Reference-Free Summary Quality Evaluation via Contrastive LearningCode1
Corpora Evaluation and System Bias Detection in Multi-document SummarizationCode0
Multi-document Summarization with Maximal Marginal Relevance-guided Reinforcement LearningCode1
Unsupervised Summarization by Jointly Extracting Sentences and Keywords—0
Global-aware Beam Search for Neural Abstractive SummarizationCode0
Sparsifying Transformer Models with Trainable Representation PoolingCode1
Summary-Source Proposition-level Alignment: Task, Datasets and Supervised BaselineCode1
Generating (Factual?) Narrative Summaries of RCTs: Experiments with Neural Multi-Document SummarizationCode1
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
SummPip: Unsupervised Multi-Document Summarization with Sentence Graph CompressionCode1
Multi-Granularity Interaction Network for Extractive and Abstractive Multi-Document Summarization—0
Pre-training via ParaphrasingCode1
DynE: Dynamic Ensemble Decoding for Multi-Document SummarizationCode1
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
A Large-Scale Multi-Document Summarization Dataset from the Wikipedia Current Events PortalCode1
GLEAKE: Global and Local Embedding Automatic Keyphrase Extraction—0
SueNes: A Weakly Supervised Approach to Evaluating Single-Document Summarization via Negative SamplingCode0
SUPERT: Towards New Frontiers in Unsupervised Evaluation Metrics for Multi-Document SummarizationCode1
Artemis: A Novel Annotation Methodology for Indicative Single Document Summarization—0
CAiRE-COVID: A Question Answering and Query-focused Multi-Document Summarization System for COVID-19 Scholarly Information ManagementCode1
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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