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Summarization

1599 directly classified papers

Papers per year

Papers

Image Captioning Evaluation in the Age of Multimodal LLMs: Challenges and Future Perspectives IJCAI 2025
Multi-document Summarization through Multi-document Event Relation Graph Reasoning in LLMs: a case study in Framing Bias Mitigation ACL 2025
CiteFix: Enhancing RAG Accuracy Through Post-Processing Citation Correction ACL 2025
DataHacks at PerAnsSumm 2025: LoRA-Driven Prompt Engineering for Perspective Aware Span Identification and Summarization NAACL 2025
CADS: A Systematic Literature Review on the Challenges of Abstractive Dialogue Summarization (Abstract Reprint) IJCAI 2025
LTRC-IIITH at PerAnsSumm 2025: SpanSense - Perspective-specific span identification and Summarization NAACL 2025
Beyond N-Grams: Rethinking Evaluation Metrics and Strategies for Multilingual Abstractive Summarization ACL 2025
Abdelmalak at PerAnsSumm 2025: Leveraging a Domain-Specific BERT and LLaMA for Perspective-Aware Healthcare Answer Summarization NAACL 2025
SAFE: Structured Argumentation for Fact-checking with Explanations IJCAI 2025
Expertly Informed, Generatively Summarized: A Hybrid RAG Approach to Informed Consent Summarization with Auxiliary Expert Knowledge NAACL 2025
IRSum: One Model to Rule Summarization and Retrieval ACL 2025
Meetalk: Retrieval-Augmented and Adaptively Personalized Meeting Summarization with Knowledge Learning from User Corrections ACL 2025
Chain of Knowledge Graph: Information-Preserving Multi-Document Summarization for Noisy Documents COLING 2025
Map&Make: Schema Guided Text to Table Generation ACL 2025
Summary the Savior: Harmful Keyword and Query-based Summarization for LLM Jailbreak Defense NAACL 2025
SUWMIT at BioLaySumm2025: Instruction-based Summarization with Contrastive Decoding ACL 2025
NusaDialogue: Dialogue Summarization and Generation for Underrepresented and Extremely Low-Resource Languages COLING 2025
LLM Based Efficient CSR Summarization using Structured Fact Extraction and Feedback NAACL 2025
Transforming Code Understanding: Clustering-Based Retrieval for Improved Summarization in Domain-Specific Languages COLING 2025
QQSUM: A Novel Task and Model of Quantitative Query-Focused Summarization for Review-based Product Question Answering ACL 2025
Bengali ChartSumm: A Benchmark Dataset and study on feasibility of Large Language Models on Bengali Chart to Text Summarization COLING 2025
Towards Multi-dimensional Evaluation of LLM Summarization across Domains and Languages ACL 2025
An Empirical Study of Many-to-Many Summarization with Large Language Models ACL 2025
Quantifying Cognitive Bias Induction in LLM-Generated Content IJCNLP 2025
DTCRS: Dynamic Tree Construction for Recursive Summarization ACL 2025