lay summarization

AEHRC at BioLaySumm 2025: Leveraging T5 for Lay Summarisation of Radiology Reports ACL 2025 BDA-UC3M @ BioLaySumm: Efficient Lay Summarization with Small-Scale SoTA LLMs ACL 2025 CUTN_Bio at BioLaySumm: Multi-Task Prompt Tuning with External Knowledge and Readability adaptation for Layman Summarization ACL 2025 KHU_LDI at BioLaySumm2025: Fine-tuning and Refinement for Lay Radiology Report Generation ACL 2025 MetninOzU at BioLaySumm2025: Text Summarization with Reverse Data Augmentation and Injecting Salient Sentences ACL 2025 MIRAGES at BioLaySumm2025: The Impact of Search Terms and Data Curation for Biomedical Lay Summarization ACL 2025 Overview of the BioLaySumm 2025 Shared Task on Lay Summarization of Biomedical Research Articles and Radiology Reports ACL 2025 Shared Task at Biolaysumm2025 : Extract then summarize approach Augmented with UMLS based Definition Retrieval for Lay Summary generation. ACL 2025 SUWMIT at BioLaySumm2025: Instruction-based Summarization with Contrastive Decoding ACL 2025 Team XSZ at BioLaySumm2025: Section-Wise Summarization, Retrieval-Augmented LLM, and Reinforcement Learning Fine-Tuning for Lay Summaries ACL 2025 Towards Knowledge-Guided Biomedical Lay Summarization using Large Language Models NAACL 2025 Ctyun AI at BioLaySumm: Enhancing Lay Summaries of Biomedical Articles Through Large Language Models and Data Augmentation ACL 2024 HGP-NLP at BioLaySumm: Leveraging LoRA for Lay Summarization of Biomedical Research Articles using Seq2Seq Transformers ACL 2024 Saama Technologies at BioLaySumm: Abstract based fine-tuned models with LoRA ACL 2024 SINAI at BioLaySumm: Self-Play Fine-Tuning of Large Language Models for Biomedical Lay Summarisation ACL 2024 Team YXZ at BioLaySumm: Adapting Large Language Models for Biomedical Lay Summarization ACL 2024 WisPerMed at BioLaySumm: Adapting Autoregressive Large Language Models for Lay Summarization of Scientific Articles ACL 2024 APTSumm at BioLaySumm Task 1: Biomedical Breakdown, Improving Readability by Relevancy Based Selection ACL 2023 MDC at BioLaySumm Task 1: Evaluating GPT Models for Biomedical Lay Summarization ACL 2023 Pathology Dynamics at BioLaySumm: the trade-off between Readability, Relevance, and Factuality in Lay Summarization ACL 2023 VBD-NLP at BioLaySumm Task 1: Explicit and Implicit Key Information Selection for Lay Summarization on Biomedical Long Documents ACL 2023 Making Science Simple: Corpora for the Lay Summarisation of Scientific Literature EMNLP 2022 Dimsum @LaySumm 20 EMNLP 2020 Divide and Conquer: From Complexity to Simplicity for Lay Summarization EMNLP 2020 Using Pre-Trained Transformer for Better Lay Summarization EMNLP 2020