biomedical summarization

5cNLP at BioLaySumm2025: Prompts, Retrieval, and Multimodal Fusion ACL 2025 BDA-UC3M @ BioLaySumm: Efficient Lay Summarization with Small-Scale SoTA LLMs ACL 2025 LaySummX at BioLaySumm: Retrieval-Augmented Fine-Tuning for Biomedical Lay Summarization Using Abstracts and Retrieved Full-Text Context ACL 2025 LLMs Do Not See Age: Assessing Demographic Bias in Automated Systematic Review Synthesis IJCNLP 2025 MIRAGES at BioLaySumm2025: The Impact of Search Terms and Data Curation for Biomedical Lay Summarization ACL 2025 RainCityNLP at BioLaySumm2025: Extract then Summarize at Home 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 TLPIQ at BioLaySumm: Hide and Seq, a FLAN-T5 Model for Biomedical Summarization ACL 2025 Towards Trustworthy Summarization of Cardiovascular Articles: A Factuality-and-Uncertainty-Aware Biomedical LLM Approach EMNLP 2025 HULAT-UC3M at BiolaySumm: Adaptation of BioBART and Longformer models to summarizing biomedical documents ACL 2024 Understanding Faithfulness and Reasoning of Large Language Models on Plain Biomedical Summaries EMNLP 2024 BioNART: A Biomedical Non-AutoRegressive Transformer for Natural Language Generation ACL 2023 LHS712EE at BioLaySumm 2023: Using BART and LED to summarize biomedical research articles ACL 2023 Readability Controllable Biomedical Document Summarization EMNLP 2022 Automated Lay Language Summarization of Biomedical Scientific Reviews AAAI 2021 Supervised Machine Learning for Extractive Query Based Summarisation of Biomedical Data EMNLP 2018