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Summarization

1599 directly classified papers

Papers per year

Papers

Discrete Diffusion Language Model for Efficient Text Summarization NAACL 2025
CADS: A Systematic Literature Review on the Challenges of Abstractive Dialogue Summarization (Abstract Reprint) IJCAI 2025
LEANCODE: Understanding Models Better for Code Simplification of Pre-trained Large Language Models ACL 2025
SAFE: Structured Argumentation for Fact-checking with Explanations IJCAI 2025
Towards Knowledge-Guided Biomedical Lay Summarization using Large Language Models NAACL 2025
Image Captioning Evaluation in the Age of Multimodal LLMs: Challenges and Future Perspectives IJCAI 2025
Mutual Reinforcement of LLM Dialogue Synthesis and Summarization Capabilities for Few-Shot Dialogue Summarization NAACL 2025
Abstractive Summarization of Low resourced Nepali language using Multilingual Transformers COLING 2025
Bengali ChartSumm: A Benchmark Dataset and study on feasibility of Large Language Models on Bengali Chart to Text Summarization COLING 2025
From Single to Multi: How LLMs Hallucinate in Multi-Document Summarization NAACL 2025
LLM Based Efficient CSR Summarization using Structured Fact Extraction and Feedback NAACL 2025
DataHacks at PerAnsSumm 2025: LoRA-Driven Prompt Engineering for Perspective Aware Span Identification and Summarization NAACL 2025
Chain of Knowledge Graph: Information-Preserving Multi-Document Summarization for Noisy Documents COLING 2025
GraphRAG Analysis for Financial Narrative Summarization and A Framework for Optimizing Domain Adaptation COLING 2025
NusaDialogue: Dialogue Summarization and Generation for Underrepresented and Extremely Low-Resource Languages COLING 2025
Beyond N-Grams: Rethinking Evaluation Metrics and Strategies for Multilingual Abstractive Summarization ACL 2025
CiteFix: Enhancing RAG Accuracy Through Post-Processing Citation Correction ACL 2025
Integrating Video and Text: A Balanced Approach to Multimodal Summary Generation and Evaluation IJCNLP 2025
Who Remembers What? Tracing Information Fidelity in Human-AI Chains IJCNLP 2025
KyuHyunChoi at SemEval-2025 Task 10: Narrative Extraction Using a Summarization-Specific Pretrained Model SEMEVAL 2025
AveniBench: Accessible and Versatile Evaluation of Finance Intelligence COLING 2025
From Information to Insight: Leveraging LLMs for Open Aspect-Based Educational Summarization ACL 2025
Transforming Code Understanding: Clustering-Based Retrieval for Improved Summarization in Domain-Specific Languages COLING 2025
Simplified Rewriting Improves Expert Summarization IJCNLP 2025
Multi-document Summarization through Multi-document Event Relation Graph Reasoning in LLMs: a case study in Framing Bias Mitigation ACL 2025