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 101–150 of 760 papers

TitleStatusHype
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
Discourse-Driven Evaluation: Unveiling Factual Inconsistency in Long Document Summarization—0
Scaling Multi-Document Event Summarization: Evaluating Compression vs. Full-Text ApproachesCode0
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
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
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
GLIMMER: Incorporating Graph and Lexical Features in Unsupervised Multi-Document SummarizationCode0
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
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
DLAFormer: An End-to-End Transformer For Document Layout Analysis—0
Thesis: Document Summarization with applications to Keyword extraction and Image Retrieval—0
Hierarchical Attention Graph for Scientific Document Summarization in Global and Local LevelCode0
Disentangling Specificity for Abstractive Multi-document SummarizationCode0
Understanding Position Bias Effects on Fairness in Social Multi-Document Summarization—0
OARelatedWork: A Large-Scale Dataset of Related Work Sections with Full-texts from Open Access SourcesCode0
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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