Summarization

Team XSZ at BioLaySumm2025: Section-Wise Summarization, Retrieval-Augmented LLM, and Reinforcement Learning Fine-Tuning for Lay Summaries ACL 2025 TECHSSN at SemEval-2025 Task 10: A Comparative Analysis of Transformer Models for Dominant Narrative-Based News Summarization SemEval 2025 Temporal reasoning for timeline summarisation in social media ACL 2025 Theme-Explanation Structure for Table Summarization using Large Language Models: A Case Study on Korean Tabular Data ACL 2025 The State and Fate of Summarization Datasets: A Survey NAACL 2025 TLPIQ at BioLaySumm: Hide and Seq, a FLAN-T5 Model for Biomedical Summarization ACL 2025 TMATH A Dataset for Evaluating Large Language Models in Generating Educational Hints for Math Word Problems COLING 2025 Towards a Holistic and Automated Evaluation Framework for Multi-Level Comprehension of LLMs in Book-Length Contexts EMNLP 2025 Towards compact and efficient Slovak summarization models ACL 2025 Towards Comprehensive Lecture Slides Understanding: Large-scale Dataset and Effective Method ICCV 2025 Towards Knowledge-Guided Biomedical Lay Summarization using Large Language Models NAACL 2025 Towards Multi-dimensional Evaluation of LLM Summarization across Domains and Languages ACL 2025 Towards Trustworthy Summarization of Cardiovascular Articles: A Factuality-and-Uncertainty-Aware Biomedical LLM Approach EMNLP 2025 Towards Understanding LLM-Generated Biomedical Lay Summaries NAACL 2025 TracSum: A New Benchmark for Aspect-Based Summarization with Sentence-Level Traceability in Medical Domain EMNLP 2025 Transforming Code Understanding: Clustering-Based Retrieval for Improved Summarization in Domain-Specific Languages COLING 2025 TRATES: Trait-Specific Rubric-Assisted Cross-Prompt Essay Scoring ACL 2025 Tutorial on Trustworthy Legal Text Processing with LLMs: Retrieval, Rhetorical Roles, Summarization, and Trustworthy Generation IJCNLP 2025 UMB@PerAnsSumm 2025: Enhancing Perspective-Aware Summarization with Prompt Optimization and Supervised Fine-Tuning NAACL 2025 uMedSum: A Unified Framework for Clinical Abstractive Summarization ACL 2025 Unfolding the Headline: Iterative Self-Questioning for News Retrieval and Timeline Summarization NAACL 2025 Unlocking Legal Knowledge: A Multilingual Dataset for Judicial Summarization in Switzerland EMNLP 2025 Unstructured Evidence Attribution for Long Context Query Focused Summarization EMNLP 2025 V2Xum-LLM: Cross-Modal Video Summarization with Temporal Prompt Instruction Tuning AAAI 2025 Verify with Caution: The Pitfalls of Relying on Imperfect Factuality Metrics ACL 2025