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 501–550 of 760 papers

TitleStatusHype
LBMT team at VLSP2022-Abmusu: Hybrid method with text correlation and generative models for Vietnamese multi-document summarization—0
Learning-Based Single-Document Summarization with Compression and Anaphoricity Constraints—0
Learning Determinantal Point Processes in Sublinear Time—0
Learning Mixtures of Submodular Functions for Image Collection Summarization—0
Learning Policies for Contextual Submodular Prediction—0
Learning Syntactic and Dynamic Selective Encoding for Document Summarization—0
Learning Thematic Similarity Metric from Article Sections Using Triplet Networks—0
Learning to Create Sentence Semantic Relation Graphs for Multi-Document Summarization—0
Learning to Distill: The Essence Vector Modeling Framework—0
Learning to Generate Coherent Summary with Discriminative Hidden Semi-Markov Model—0
Learning to Order Natural Language Texts—0
Learning to Score System Summaries for Better Content Selection Evaluation.—0
Learning to Summarize Long Texts with Memory Compression and Transfer—0
Learning to Temporally Order Medical Events in Clinical Text—0
Learning with fuzzy hypergraphs: a topical approach to query-oriented text summarization—0
Leveraging Attribute Conditioning for Abstractive Multi Document Summarization—0
Leveraging Information Bottleneck for Scientific Document Summarization—0
Leveraging Long-Context Large Language Models for Multi-Document Understanding and Summarization in Enterprise Applications—0
Leveraging Non-dialogue Summaries for Dialogue Summarization—0
Leveraging Word Embeddings for Spoken Document Summarization—0
Lexical and Syntactic cues to identify Reference Scope of Citance—0
Lexical Chain Based Cohesion Models for Document-Level Statistical Machine Translation—0
Lexical Chains meet Word Embeddings in Document-level Statistical Machine Translation—0
LightPAL: Lightweight Passage Retrieval for Open Domain Multi-Document Summarization—0
LipKey: A Large-Scale News Dataset for Absent Keyphrases Generation and Abstractive Summarization—0
LipKey: A Large-Scale News Dataset with Abstractive Keyphrases and Their Benefits for Summarization—0
LLM Based Multi-Document Summarization Exploiting Main-Event Biased Monotone Submodular Content Extraction—0
LM Agents for Coordinating Multi-User Information Gathering—0
Long Document Summarization in a Low Resource Setting using Pretrained Language Models—0
Long Document Summarization with Top-Down and Bottom-Up Representation Inference—0
LQVSumm: A Corpus of Linguistic Quality Violations in Multi-Document Summarization—0
Making Sense of Massive Amounts of Scientific Publications: the Scientific Knowledge Miner Project—0
``Making the News'': Identifying Noteworthy Events in News Articles—0
Manifold Precis: An Annealing Technique for Diverse Sampling of Manifolds—0
Massive Multi-Document Summarization of Product Reviews with Weak Supervision—0
Max-Sum Diversification, Monotone Submodular Functions and Semi-metric Spaces—0
Max-Sum Diversification, Monotone Submodular Functions and Dynamic Updates—0
Measuring Semantic Similarity for Bengali Tweets Using WordNet—0
Mem2Mem: Learning to Summarize Long Texts with Memory Compression and Transfer—0
Mining both Commonality and Specificity from Multiple Documents for Multi-Document Summarization—0
Mining the Gaps: Towards Polynomial Summarization—0
Mitigating Framing Bias with Polarity Minimization Loss—0
Mitigating Knowledge Conflicts in Language Model-Driven Question Answering—0
Mitigating Preference Hacking in Policy Optimization with Pessimism—0
Monolingual Distributional Similarity for Text-to-Text Generation—0
Monolingual versus Multilingual BERTology for Vietnamese Extractive Multi-Document Summarization—0
Monolingual vs multilingual BERTology for Vietnamese extractive multi-document summarization—0
Moving beyond word lists: towards abstractive topic labels for human-like topics of scientific documents—0
Multi2: Multi-Agent Test-Time Scalable Framework for Multi-Document Processing—0
Multi-document abstractive summarization using ILP based multi-sentence compression—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