Natural Language Processing › Generation ›

Summarization

1599 directly classified papers

Papers per year

Papers

WisPerMed @ PerAnsSumm 2025: Strong Reasoning Through Structured Prompting and Careful Answer Selection Enhances Perspective Extraction and Summarization of Healthcare Forum Threads NAACL 2025

Theme-Explanation Structure for Table Summarization using Large Language Models: A Case Study on Korean Tabular Data ACL 2025

Chain of Knowledge Graph: Information-Preserving Multi-Document Summarization for Noisy Documents COLING 2025

CMHG: A Dataset and Benchmark for Headline Generation of Minority Languages in China EMNLP 2025

ArgCMV: An Argument Summarization Benchmark for the LLM-era EMNLP 2025

Aspect-Oriented Summarization for Psychiatric Short-Term Readmission Prediction EMNLP 2025

uMedSum: A Unified Framework for Clinical Abstractive Summarization ACL 2025

SciRIFF: A Resource to Enhance Language Model Instruction-Following over Scientific Literature EMNLP 2025

Learning to Summarize from LLM-generated Feedback NAACL 2025

Can Reasoning LLMs Synthesize Complex Climate Statements? ACL 2025

LEANCODE: Understanding Models Better for Code Simplification of Pre-trained Large Language Models ACL 2025

Enhancing Criminal Investigation Analysis with Summarization and Memory-based Retrieval-Augmented Generation: A Comprehensive Evaluation of Real Case Data COLING 2025

LTRC-IIITH at PerAnsSumm 2025: SpanSense - Perspective-specific span identification and Summarization NAACL 2025

From Information to Insight: Leveraging LLMs for Open Aspect-Based Educational Summarization 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

Quantifying Cognitive Bias Induction in LLM-Generated Content IJCNLP 2025

Simplified Rewriting Improves Expert Summarization IJCNLP 2025

COSMMIC: Comment-Sensitive Multimodal Multilingual Indian Corpus for Summarization and Headline Generation ACL 2025

DTCRS: Dynamic Tree Construction for Recursive Summarization ACL 2025

Transforming Code Understanding: Clustering-Based Retrieval for Improved Summarization in Domain-Specific Languages COLING 2025

An Empirical Study of Many-to-Many Summarization with Large Language Models ACL 2025

IRSum: One Model to Rule Summarization and Retrieval ACL 2025

Towards Multi-dimensional Evaluation of LLM Summarization across Domains and Languages ACL 2025

Abdelmalak at PerAnsSumm 2025: Leveraging a Domain-Specific BERT and LLaMA for Perspective-Aware Healthcare Answer Summarization NAACL 2025