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Summarization

1599 directly classified papers

Papers per year

Papers

QUARTZ: QA-based Unsupervised Abstractive Refinement for Task-oriented Dialogue Summarization EMNLP 2025
Unfolding the Headline: Iterative Self-Questioning for News Retrieval and Timeline Summarization NAACL 2025
From Single to Multi: How LLMs Hallucinate in Multi-Document Summarization NAACL 2025
Discrete Diffusion Language Model for Efficient Text Summarization NAACL 2025
Mutual Reinforcement of LLM Dialogue Synthesis and Summarization Capabilities for Few-Shot Dialogue Summarization NAACL 2025
LLM Based Efficient CSR Summarization using Structured Fact Extraction and Feedback NAACL 2025
Towards Understanding LLM-Generated Biomedical Lay Summaries NAACL 2025
Towards Knowledge-Guided Biomedical Lay Summarization using Large Language Models NAACL 2025
Medifact at PerAnsSumm 2025: Leveraging Lightweight Models for Perspective-Specific Summarization of Clinical Q&A Forums NAACL 2025
WisPerMed @ PerAnsSumm 2025: Strong Reasoning Through Structured Prompting and Careful Answer Selection Enhances Perspective Extraction and Summarization of Healthcare Forum Threads NAACL 2025
DataHacks at PerAnsSumm 2025: LoRA-Driven Prompt Engineering for Perspective Aware Span Identification and Summarization NAACL 2025
LMU at PerAnsSumm 2025: LlaMA-in-the-loop at Perspective-Aware Healthcare Answer Summarization Task 2.2 Factuality NAACL 2025
Lightweight LLM Adaptation for Medical Summarisation: Roux-lette at PerAnsSumm Shared Task NAACL 2025
AICOE at PerAnsSumm 2025: An Ensemble of Large Language Models for Perspective-Aware Healthcare Answer Summarization NAACL 2025
LTRC-IIITH at PerAnsSumm 2025: SpanSense - Perspective-specific span identification and Summarization NAACL 2025
Abdelmalak at PerAnsSumm 2025: Leveraging a Domain-Specific BERT and LLaMA for Perspective-Aware Healthcare Answer Summarization NAACL 2025
UMB@PerAnsSumm 2025: Enhancing Perspective-Aware Summarization with Prompt Optimization and Supervised Fine-Tuning NAACL 2025
Overview of the PerAnsSumm 2025 Shared Task on Perspective-aware Healthcare Answer Summarization NAACL 2025
Expertly Informed, Generatively Summarized: A Hybrid RAG Approach to Informed Consent Summarization with Auxiliary Expert Knowledge NAACL 2025
Quantifying Cognitive Bias Induction in LLM-Generated Content AACL 2025
ChartPoint: Guiding MLLMs with Grounding Reflection for Chart Reasoning ICCV 2025
Towards Comprehensive Lecture Slides Understanding: Large-scale Dataset and Effective Method ICCV 2025
NBDESCRIB: A Dataset for Text Description Generation from Tables and Code in Jupyter Notebooks with Guidelines ACL 2025
MedSummRAG: Domain-Specific Retrieval for Medical Summarization ACL 2025
Learning to Verify Summary Facts with Fine-Grained LLM Feedback COLING 2025