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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 151–200 of 760 papers

TitleStatusHype
A Method of Accounting Bigrams in Topic Models—0
Abstractive Headline Generation for Spoken Content by Attentive Recurrent Neural Networks with ASR Error Modeling—0
A Sentence Compression Based Framework to Query-Focused Multi-Document Summarization—0
Cross-narrative Temporal Ordering of Medical Events—0
Artemis: A Novel Annotation Methodology for Indicative Single Document Summarization—0
ACL 2013 MultiLing Pilot Overview—0
Knowledge-aware Document Summarization: A Survey of Knowledge, Embedding Methods and Architectures—0
DualSum: a Topic-Model based approach for update summarization—0
CovSumm: an unsupervised transformer-cum-graph-based hybrid document summarization model for CORD-19—0
A Repository of State of the Art and Competitive Baseline Summaries for Generic News Summarization—0
Abstract Meaning Representation for Multi-Document Summarization—0
Controllable Multi-document Summarization: Coverage & Coherence Intuitive Policy with Large Language Model Based Rewards—0
A Redundancy-Aware Sentence Regression Framework for Extractive Summarization—0
Abstractive Document Summarization with Word Embedding Reconstruction—0
E2LLM: Encoder Elongated Large Language Models for Long-Context Understanding and Reasoning—0
Controllable Abstractive Summarization—0
Contrastive Hierarchical Discourse Graph for Scientific Document Summarization—0
Coreference Resolution in FreeLing 4.0—0
A Repository of Corpora for Summarization—0
Corpus-based Web Document Summarization using Statistical and Linguistic Approach—0
Context-aware Argumentative Relation Mining—0
Aligning Predicate-Argument Structures for Paraphrase Fragment Extraction—0
A Rhetorical Relations-Based Framework for Tailored Multimedia Document Summarization—0
Creation and use of Language Resources in a Question-Answering eHealth System—0
Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion—0
Content Selection for Real-time Sports News Construction from Commentary Texts—0
Data-driven Paraphrasing and Stylistic Harmonization—0
Content based Weighted Consensus Summarization—0
Deconstructing Human Literature Reviews -- A Framework for Multi-Document Summarization—0
Decoupling Encoder and Decoder Networks for Abstractive Document Summarization—0
Deep Attentive Sentence Ordering Network—0
Deep Bayesian Learning and Understanding—0
Deep Bayesian Natural Language Processing—0
Aspectual Type and Temporal Relation Classification—0
Deep Latent-Variable Models for Text Generation—0
Dependency-based Discourse Parser for Single-Document Summarization—0
ARC: Argument Representation and Coverage Analysis for Zero-Shot Long Document Summarization with Instruction Following LLMs—0
A Study of Language Modeling for Chinese Spelling Check—0
Detecting (Un)Important Content for Single-Document News Summarization—0
Detection of Topic and its Extrinsic Evaluation Through Multi-Document Summarization—0
ConServe: Harvesting GPUs for Low-Latency and High-Throughput Large Language Model Serving—0
A Study on Summarizing and Evaluating Long Documents—0
Concept-Map-Based Multi-Document Summarization using Concept Coreference Resolution and Global Importance Optimization—0
DiscoGraMS: Enhancing Movie Screen-Play Summarization using Movie Character-Aware Discourse Graph—0
Discourse-Aware Hierarchical Attention Network for Extractive Single-Document Summarization—0
Discourse-Driven Evaluation: Unveiling Factual Inconsistency in Long Document Summarization—0
Discourse Parsing with Attention-based Hierarchical Neural Networks—0
Discriminative Marginalized Probabilistic Neural Method for Multi-Document Summarization of Medical Literature—0
A Survey of Named Entity Recognition in Assamese and other Indian Languages—0
A Quantitative Insight into the Impact of Translation on Readability—0
Show:102550
← PrevPage 4 of 16Next →
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