TWAG : A Topic-Guided Wikipedia Abstract Generator
A Training-free and Reference-free Summarization Evaluation Metric via Centrality-weighted Relevance and Self-referenced Redundancy
Long-Span Summarization via Local Attention and Content Selection
Generating Query Focused Summaries from Query-Free Resources
PASS: Perturb-and-Select Summarizer for Product Reviews
Cross-Lingual Abstractive Summarization with Limited Parallel Resources
Generating SOAP Notes from Doctor-Patient dialogue Using Modular Summarization
Dissecting Generation Modes for Abstractive Summarization Models via Ablation and Attribution
ConvoSumm : dialogue Summarization Benchmark and Improved Abstractive Summarization with Argument Mining
Self-Supervised Multimodal Opinion Summarization
Language Model as an Annotator: Exploring DialoGPT for Dialogue Summarization
BASS : Boosting Abstractive Summarization with Unified Semantic Graph
Focus Attention: Promoting Faithfulness and Diversity in Summarization 
Improving Factual Consistency of Abstractive Summarization via Question Answering
Unsupervised Extractive Summarization-Based Representations for Accurate and Explainable Collaborative Filtering
RepSum : Unsupervised Dialogue Summarization based on Replacement Strategy
Deep Differential Amplifier for Extractive Summarization
Multi-TimeLine Summarization (MTLS): Improving Timeline Summarization by Generating Multiple Summaries
EmailSum: Abstractive Email Thread Summarization
Reinforcement Learning for Abstractive Question Summarization with Question-aware Semantic Rewards
Demoting the Lead Bias in News Summarization via Alternating Adversarial Learning
SimCLS : A Simple Framework for Contrastive Learning of Abstractive Summarization
Bringing Structure into Summaries: a Faceted Summarization Dataset for Long Scientific Documents
WikiSum : Coherent Summarization Dataset for Efficient Human-Evaluation
Summary-Oriented Question Generation for Informational Queries
SummVis : Interactive Visual Analysis of Models, Data, and Evaluation for Text Summarization
How well do you know your summarization datasets ?
XL-Sum Large-Scale Multilingual Abstractive Summarization for 44 Languages
DialSumm : A Real-Life Scenario Dialogue Summarization Dataset
Controllable Abstractive Dialogue Summarization with Sketch Supervision
To Point or Not to Point: Understanding How Abstractive Summarizers Paraphrase Text
AgreeSum : Agreement-Oriented Multi-Document Summarization
Word Graph Guided Summarization for Radiology Findings
Entity-Aware Abstractive Multi-Document Summarization
TransSum : Translating Aspect and Sentiment Embeddings for Self-Supervised Opinion Summarization
Improving Unsupervised Extractive Summarization with Facet-Aware Modeling
Contrastive Aligned Joint Learning for Multilingual Summarization
A Joint Model for Structure-based News Genre Classification with Application to Text Summarization
GO FIGURE : A Meta Evaluation of Factual in Summarization
Is Human Scoring the Best Criteria for Summary Evaluation ?
ZmBART : An Unsupervised Cross-lingual Transfer Framework for Language Generation
Evaluating the Efficacy of Summarization Evaluation across Languages
Summary Grounded dialogue Generation
Evaluating the Efficacy of Summarization Evaluation across Languages
LenAtten : An Effective Length Controlling Unit For Text Summarization
Improve Query Focused Abstractive Summarization by Incorporating Answer Relevance
Highlight-Transformer : Leveraging Key Phrase Aware Attention to Improve Abstractive Multi-Document Summarization