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 51–100 of 760 papers

TitleStatusHype
GLIMMER: Incorporating Graph and Lexical Features in Unsupervised Multi-Document SummarizationCode0
MovieSum: An Abstractive Summarization Dataset for Movie ScreenplaysCode1
SumRecom: A Personalized Summarization Approach by Learning from Users' Feedback—0
Improving Faithfulness of Large Language Models in Summarization via Sliding Generation and Self-Consistency—0
Rethinking Transformer-based Multi-document Summarization: An Empirical Investigation—0
IDEAL: Leveraging Infinite and Dynamic Characterizations of Large Language Models for Query-focused SummarizationCode0
Proposal Report for the 2nd SciCAP Competition 2024—0
TocBERT: Medical Document Structure Extraction Using Bidirectional Transformers—0
LightPAL: Lightweight Passage Retrieval for Open Domain Multi-Document Summarization—0
GLIMPSE: Pragmatically Informative Multi-Document Summarization for Scholarly ReviewsCode0
Key-Element-Informed sLLM Tuning for Document Summarization—0
CheckEmbed: Effective Verification of LLM Solutions to Open-Ended TasksCode1
The Power of Summary-Source AlignmentsCode0
Text Generation: A Systematic Literature Review of Tasks, Evaluation, and ChallengesCode0
Which Information Matters? Dissecting Human-written Multi-document Summaries with Partial Information DecompositionCode0
Thesis: Document Summarization with applications to Keyword extraction and Image Retrieval—0
DLAFormer: An End-to-End Transformer For Document Layout Analysis—0
Hierarchical Attention Graph for Scientific Document Summarization in Global and Local LevelCode0
Disentangling Specificity for Abstractive Multi-document SummarizationCode0
OARelatedWork: A Large-Scale Dataset of Related Work Sections with Full-texts from Open Access SourcesCode0
Understanding Position Bias Effects on Fairness in Social Multi-Document Summarization—0
RST-LoRA: A Discourse-Aware Low-Rank Adaptation for Long Document Abstractive Summarization—0
Large Language Models in the Clinic: A Comprehensive BenchmarkCode1
Multi-News+: Cost-efficient Dataset Cleansing via LLM-based Data AnnotationCode0
Comparative Study of Domain Driven Terms Extraction Using Large Language Models—0
Attribute First, then Generate: Locally-attributable Grounded Text GenerationCode1
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
Detect-Order-Construct: A Tree Construction based Approach for Hierarchical Document Structure AnalysisCode2
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
Embrace Divergence for Richer Insights: A Multi-document Summarization Benchmark and a Case Study on Summarizing Diverse Information from News ArticlesCode1
ODSum: New Benchmarks for Open Domain Multi-Document SummarizationCode1
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
Show:102550
← PrevPage 2 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