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 1–50 of 760 papers

TitleStatusHype
GenerationPrograms: Fine-grained Attribution with Executable ProgramsCode0
Arctic Long Sequence Training: Scalable And Efficient Training For Multi-Million Token SequencesCode3
Improving Fairness of Large Language Models in Multi-document SummarizationCode0
ARC: Argument Representation and Coverage Analysis for Zero-Shot Long Document Summarization with Instruction Following LLMs—0
Ask, Retrieve, Summarize: A Modular Pipeline for Scientific Literature SummarizationCode0
Hallucinate at the Last in Long Response Generation: A Case Study on Long Document Summarization—0
Document Attribution: Examining Citation Relationships using Large Language Models—0
A Unified Retrieval Framework with Document Ranking and EDU Filtering for Multi-document Summarization—0
Estimating Optimal Context Length for Hybrid Retrieval-augmented Multi-document SummarizationCode0
Align to Structure: Aligning Large Language Models with Structural InformationCode0
M-DocSum: Do LVLMs Genuinely Comprehend Interleaved Image-Text in Document Summarization?Code0
Can one size fit all?: Measuring Failure in Multi-Document Summarization Domain Transfer—0
UniHDSA: A Unified Relation Prediction Approach for Hierarchical Document Structure AnalysisCode2
Agent-Enhanced Large Language Models for Researching Political InstitutionsCode0
A Hybrid Architecture with Efficient Fine Tuning for Abstractive Patent Document Summarization—0
Mitigating Preference Hacking in Policy Optimization with Pessimism—0
Multi2: Multi-Agent Test-Time Scalable Framework for Multi-Document Processing—0
LAG: LLM agents for Leaderboard Auto Generation on Demanding—0
LM Agents for Coordinating Multi-User Information Gathering—0
Exploring Synaptic Resonance in Large Language Models: A Novel Approach to Contextual Memory Integration—0
Scaling Multi-Document Event Summarization: Evaluating Compression vs. Full-Text ApproachesCode0
Discourse-Driven Evaluation: Unveiling Factual Inconsistency in Long Document Summarization—0
HyGen: Efficient LLM Serving via Elastic Online-Offline Request Co-location—0
Progressive Document-level Text Simplification via Large Language Models—0
End-to-End Long Document Summarization using Gradient Caching—0
A Rhetorical Relations-Based Framework for Tailored Multimedia Document Summarization—0
Precise Length Control in Large Language Models—0
EventSum: A Large-Scale Event-Centric Summarization Dataset for Chinese Multi-News Documents—0
Coverage-based Fairness in Multi-document SummarizationCode0
Mitigating Knowledge Conflicts in Language Model-Driven Question Answering—0
Fair Summarization: Bridging Quality and Diversity in Extractive SummariesCode0
What is Wrong with Perplexity for Long-context Language Modeling?Code2
Hybrid Deep Learning for Legal Text Analysis: Predicting Punishment Durations in Indonesian Court Rulings—0
Natural Language Processing for the Legal Domain: A Survey of Tasks, Datasets, Models, and Challenges—0
Optimizing the role of human evaluation in LLM-based spoken document summarization systems—0
DiscoGraMS: Enhancing Movie Screen-Play Summarization using Movie Character-Aware Discourse Graph—0
From Single to Multi: How LLMs Hallucinate in Multi-Document SummarizationCode0
CCSBench: Evaluating Compositional Controllability in LLMs for Scientific Document Summarization—0
PublicHearingBR: A Brazilian Portuguese Dataset of Public Hearing Transcripts for Summarization of Long Documents—0
A Novel LLM-based Two-stage Summarization Approach for Long Dialogues—0
GlobeSumm: A Challenging Benchmark Towards Unifying Multi-lingual, Cross-lingual and Multi-document News SummarizationCode0
L-CiteEval: Do Long-Context Models Truly Leverage Context for Responding?Code1
ConServe: Harvesting GPUs for Low-Latency and High-Throughput Large Language Model Serving—0
Leveraging Long-Context Large Language Models for Multi-Document Understanding and Summarization in Enterprise Applications—0
BERT-VBD: Vietnamese Multi-Document Summarization Framework—0
E2LLM: Encoder Elongated Large Language Models for Long-Context Understanding and Reasoning—0
Abstractive Text Summarization: State of the Art, Challenges, and Improvements—0
SurveySum: A Dataset for Summarizing Multiple Scientific Articles into a Survey Section—0
Biomedical Large Languages Models Seem not to be Superior to Generalist Models on Unseen Medical Data—0
Preference-Guided Reflective Sampling for Aligning Language ModelsCode0
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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