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 151–200 of 760 papers

TitleStatusHype
RST-LoRA: A Discourse-Aware Low-Rank Adaptation for Long Document Abstractive Summarization—0
Multi-News+: Cost-efficient Dataset Cleansing via LLM-based Data AnnotationCode0
Comparative Study of Domain Driven Terms Extraction Using Large Language Models—0
Investigating Text Shortening Strategy in BERT: Truncation vs SummarizationCode0
EROS: Entity-Driven Controlled Policy Document Summarization—0
NewsQs: Multi-Source Question Generation for the Inquiring Mind—0
SKT5SciSumm -- Revisiting Extractive-Generative Approach for Multi-Document Scientific Summarization—0
Benchmarking LLMs on the Semantic Overlap Summarization Task—0
Shaping Political Discourse using multi-source News SummarizationCode0
OpenAsp: A Benchmark for Multi-document Open Aspect-based SummarizationCode0
Supervising the Centroid Baseline for Extractive Multi-Document SummarizationCode0
Overview of the VLSP 2022 -- Abmusu Shared Task: A Data Challenge for Vietnamese Abstractive Multi-document Summarization—0
PELMS: Pre-training for Effective Low-Shot Multi-Document SummarizationCode0
Non-Parametric Memory Guidance for Multi-Document SummarizationCode0
Mitigating Framing Bias with Polarity Minimization Loss—0
Abstractive Summarization of Large Document Collections Using GPT—0
LLM Based Multi-Document Summarization Exploiting Main-Event Biased Monotone Submodular Content Extraction—0
Controllable Multi-document Summarization: Coverage & Coherence Intuitive Policy with Large Language Model Based Rewards—0
Finding Pragmatic Differences Between Disciplines—0
Bias in News Summarization: Measures, Pitfalls and CorporaCode0
Multi-document Summarization: A Comparative Evaluation—0
Unsupervised Multi-document Summarization with Holistic Inference—0
A Comparative Study of Sentence Embedding Models for Assessing Semantic Variation—0
A Personalized Reinforcement Learning Summarization Service for Learning Structure from Unstructured Data—0
Vietnamese multi-document summary using subgraph selection approach -- VLSP 2022 AbMuSu Shared Task—0
Absformer: Transformer-based Model for Unsupervised Multi-Document Abstractive Summarization—0
Hybrid Long Document Summarization using C2F-FAR and ChatGPT: A Practical Study—0
Contrastive Hierarchical Discourse Graph for Scientific Document Summarization—0
Neural Natural Language Processing for Long Texts: A Survey on Classification and Summarization—0
Pre-training Meets Clustering: A Hybrid Extractive Multi-document Summarization ModelCode0
AWESOME: GPU Memory-constrained Long Document Summarization using Memory Mechanism and Global Salient Content—0
Revisiting Sentence Union Generation as a Testbed for Text ConsolidationCode0
Automated Metrics for Medical Multi-Document Summarization Disagree with Human EvaluationsCode0
Fast Submodular Function Maximization—0
A Hierarchical Encoding-Decoding Scheme for Abstractive Multi-document SummarizationCode0
CovSumm: an unsupervised transformer-cum-graph-based hybrid document summarization model for CORD-19—0
LBMT team at VLSP2022-Abmusu: Hybrid method with text correlation and generative models for Vietnamese multi-document summarization—0
XWikiGen: Cross-lingual Summarization for Encyclopedic Text Generation in Low Resource LanguagesCode0
Compressed Heterogeneous Graph for Abstractive Multi-Document SummarizationCode0
Automatically Summarizing Evidence from Clinical Trials: A Prototype Highlighting Current Challenges—0
Mining both Commonality and Specificity from Multiple Documents for Multi-Document Summarization—0
PDSum: Prototype-driven Continuous Summarization of Evolving Multi-document Sets StreamCode0
Generating a Structured Summary of Numerous Academic Papers: Dataset and MethodCode0
Do Multi-Document Summarization Models Synthesize?—0
The Exploration of Knowledge-Preserving Prompts for Document Summarisation—0
Document Summarization with Text Segmentation—0
Transformer Based Implementation for Automatic Book Summarization—0
BUS: Efficient and Effective Vision-Language Pre-Training with Bottom-Up Patch Summarization.—0
GAE-ISumm: Unsupervised Graph-Based Summarization of Indian LanguagesCode0
Open Domain Multi-document Summarization: A Comprehensive Study of Model Brittleness under Retrieval—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