NarraSum : A Large-Scale Dataset for Abstractive Narrative Summarization
Faithful to the Document or to the World ? Mitigating Hallucinations via Entity-Linked Knowledge in Abstractive Summarization
Long Text and Multi-Table Summarization : Dataset and Method
Summarizing Procedural Text : Data and Approach
Generating Multiple-Length Summaries via Reinforcement Learning for Unsupervised Sentence Summarization
Guiding Abstractive Dialogue Summarization with Content Planning
Narrate Dialogues for Better Summarization
FRSUM : Towards Faithful Abstractive Summarization via Enhancing Factual Robustness
M3 : Multi-level dataset for Multi-document summarisation of Medical studies
Learning to Revise References for Faithful Summarization
Learning From the Source Document: Unsupervised Abstractive Summarization
Readability Controllable Biomedical Document Summarization
MedicalSum : A Guided Clinical Abstractive Summarization Model for Generating Medical Reports from Patient-Doctor Conversations
Unsupervised Multi-Granularity Summarization
Toward Unifying Text Segmentation and Long Document Summarization
SNaC : Coherence Error Detection for Narrative Summarization
HydraSum : Disentangling Style Features in Text Summarization with Multi-Decoder Models
SEM-F1 : an Automatic Way for Semantic Evaluation of Multi-Narrative Overlap Summaries at Scale
SQuALITY : Building a Long-Document Summarization Dataset the Hard Way
How Far are We from Robust Long Abstractive Summarization ?
Effective and Efficient Query-aware Snippet Extraction for Web Search
Opinion Summarization by Weak-Supervision from Mix-structured Data
Few-shot Query-Focused Summarization with Prefix-Merging
Summarizing Community-based Question-Answer Pairs
Scientific Paper Extractive Summarization Enhanced by Citation Graphs
Analyzing and Evaluating Faithfulness in Dialogue Summarization
Abstractive Summarization Guided by Latent Hierarchical Document Structure
RACE : Retrieval-augmented Commit Message Generation
How "Multi" is Multi-Document Summarization ?
CTRLsum : Towards Generic Controllable Text Summarization
Mutual Information Alleviates Hallucinations in Abstractive Summarization
Leveraging Locality in Abstractive Text Summarization
Salience Allocation as Guidance for Abstractive Summarization
R-TeaFor : Regularized Teacher-Forcing for Abstractive Summarization
Factorizing Content and Budget Decisions in Abstractive Summarization of Long Documents
Assist Non-native Viewer s : Multimodal Cross-Lingual Summarization for How2 Videos
X-FACTOR : A Cross-metric Evaluation of Factual Correctness in Abstractive Summarization
ClidSum : A Benchmark Dataset for Cross-Lingual Dialogue Summarization
Towards Summary Candidates Fusion
Unsupervised Opinion Summarisation in the Wasserstein Space
Improving Factual Consistency in Summarization with Compression-Based Post-Editing
Why Do You Feel This Way ? Summarizing Triggers of Emotions in Social Media Posts
Evaluating and Improving Factuality in Multimodal Abstractive Summarization
Referee : Reference-Free Sentence Summarization with Sharper Controllability through Symbolic Knowledge Distillation
Learning with Rejection for Abstractive Text Summarization
Correcting Diverse Factual Errors in Abstractive Summarization via Post-Editing and Language Model Infilling
HEGEL : Hypergraph Transformer for Long Document Summarization
SentBS : Sentence-level Beam Search for Controllable Summarization
CiteSum : Citation Text-guided Scientific Extreme Summarization and Domain Adaptation with Limited Supervision
Learning to Generate Overlap Summaries through Noisy Synthetic Data
Improving Faithfulness by Augmenting Negative Summaries from Fake Documents