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 601–650 of 760 papers

TitleStatusHype
A Spectral Method for Unsupervised Multi-Document Summarization—0
Aspectual Type and Temporal Relation Classification—0
Assessing the performance of Olelo, a real-time biomedical question answering application—0
A Study of Language Modeling for Chinese Spelling Check—0
表示法學習技術於節錄式語音文件摘要之研究(A Study on Representation Learning Techniques for Extractive Spoken Document Summarization) [In Chinese]—0
A Study on Summarizing and Evaluating Long Documents—0
A Subjective Logic Framework for Multi-Document Summarization—0
A Supervised Aggregation Framework for Multi-Document Summarization—0
A Survey of Named Entity Recognition in Assamese and other Indian Languages—0
A Survey on Medical Document Summarization—0
ATA-Sem: Chunk-based Determination of Semantic Text Similarity—0
Attention Head Masking for Inference Time Content Selection in Abstractive Summarization—0
Attention Optimization for Abstractive Document Summarization—0
At Which Level Should We Extract? An Empirical Analysis on Extractive Document Summarization—0
A Unified Retrieval Framework with Document Ranking and EDU Filtering for Multi-document Summarization—0
Automatically Determining a Proper Length for Multi-Document Summarization: A Bayesian Nonparametric Approach—0
Automatically Summarizing Evidence from Clinical Trials: A Prototype Highlighting Current Challenges—0
Automatic Construction of Amharic Semantic Networks from Unstructured Text Using Amharic WordNet—0
Automatic Generation of Related Work Sections in Scientific Papers: An Optimization Approach—0
Automatic Identification of Rhetorical Questions—0
Automatic Related Work Generation: A Meta Study—0
Automatic Text Document Summarization using Semantic-based Analysis—0
A Weakly Supervised Approach to Evaluating Single-Document Summarization via Negative Sampling—0
AWESOME: GPU Memory-constrained Long Document Summarization using Memory Mechanism and Global Salient Content—0
BASS: Boosting Abstractive Summarization with Unified Semantic Graph—0
Benchmarking LLMs on the Semantic Overlap Summarization Task—0
BERT-VBD: Vietnamese Multi-Document Summarization Framework—0
Between Reading Time and Information Structure—0
Beyond Centrality and Structural Features: Learning Information Importance for Text Summarization—0
Bidirectional Attentional Encoder-Decoder Model and Bidirectional Beam Search for Abstractive Summarization—0
Biomedical Large Languages Models Seem not to be Superior to Generalist Models on Unseen Medical Data—0
BrailleSUM: A News Summarization System for the Blind and Visually Impaired People—0
BUS: Efficient and Effective Vision-Language Pre-Training with Bottom-Up Patch Summarization.—0
Can one size fit all?: Measuring Failure in Multi-Document Summarization Domain Transfer—0
Cascaded Attention based Unsupervised Information Distillation for Compressive Summarization—0
CCSBench: Evaluating Compositional Controllability in LLMs for Scientific Document Summarization—0
Centrality Meets Centroid: A Graph-based Approach for Unsupervised Document Summarization—0
CIST@CL-SciSumm 2020, LongSumm 2020: Automatic Scientific Document Summarization—0
CIST System for CL-SciSumm 2016 Shared Task—0
CIST System Report for ACL MultiLing 2013 -- Track 1: Multilingual Multi-document Summarization—0
Classify or Select: Neural Architectures for Extractive Document Summarization—0
Coarse-to-Fine Attention Models for Document Summarization—0
Coarse-to-Fine Query Focused Multi-Document Summarization—0
Coherence Modeling for the Automated Assessment of Spontaneous Spoken Responses—0
Collective Personal Profile Summarization with Social Networks—0
Combining State-of-the-Art Models with Maximal Marginal Relevance for Few-Shot and Zero-Shot Multi-Document Summarization—0
Combining Word Embeddings and N-grams for Unsupervised Document Summarization—0
Comparative Study of Domain Driven Terms Extraction Using Large Language Models—0
Complex Question Answering: Unsupervised Learning Approaches and Experiments—0
Concept-Map-Based Multi-Document Summarization using Concept Coreference Resolution and Global Importance Optimization—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