Natural Language Processing › Generation ›

Summarization

1599 directly classified papers

Papers per year

Papers

Enhancing Event-centric News Cluster Summarization via Data Sharpening and Localization Insights ACL 2025

QQSUM: A Novel Task and Model of Quantitative Query-Focused Summarization for Review-based Product Question Answering ACL 2025

Evaluating LLMs for Portuguese Sentence Simplification with Linguistic Insights ACL 2025

Temporal reasoning for timeline summarisation in social media ACL 2025

Principled Content Selection to Generate Diverse and Personalized Multi-Document Summaries ACL 2025

Map&Make: Schema Guided Text to Table Generation ACL 2025

Astute RAG: Overcoming Imperfect Retrieval Augmentation and Knowledge Conflicts for Large Language Models ACL 2025

Natural Language Processing in Support of Evidence-based Medicine: A Scoping Review ACL 2025

SUWMIT at BioLaySumm2025: Instruction-based Summarization with Contrastive Decoding ACL 2025

Aspect-Based Opinion Summarization with Argumentation Schemes ACL 2025

CiteFix: Enhancing RAG Accuracy Through Post-Processing Citation Correction ACL 2025

Beyond N-Grams: Rethinking Evaluation Metrics and Strategies for Multilingual Abstractive Summarization ACL 2025

Multi-document Summarization through Multi-document Event Relation Graph Reasoning in LLMs: a case study in Framing Bias Mitigation ACL 2025

CUTN_Bio at BioLaySumm: Multi-Task Prompt Tuning with External Knowledge and Readability adaptation for Layman Summarization ACL 2025

From Single to Multi: How LLMs Hallucinate in Multi-Document 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

GraphRAG Analysis for Financial Narrative Summarization and A Framework for Optimizing Domain Adaptation COLING 2025

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

Towards Understanding LLM-Generated Biomedical Lay Summaries NAACL 2025

LLM Based Efficient CSR Summarization using Structured Fact Extraction and Feedback NAACL 2025

Who Remembers What? Tracing Information Fidelity in Human-AI Chains IJCNLP 2025

Towards Knowledge-Guided Biomedical Lay Summarization using Large Language Models NAACL 2025

IRSum: One Model to Rule Summarization and Retrieval ACL 2025

DTCRS: Dynamic Tree Construction for Recursive Summarization ACL 2025