lay summary

LaySummX at BioLaySumm: Retrieval-Augmented Fine-Tuning for Biomedical Lay Summarization Using Abstracts and Retrieved Full-Text Context 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 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 Team XSZ at BioLaySumm2025: Section-Wise Summarization, Retrieval-Augmented LLM, and Reinforcement Learning Fine-Tuning for Lay Summaries ACL 2025 TLPIQ at BioLaySumm: Hide and Seq, a FLAN-T5 Model for Biomedical Summarization ACL 2025 Towards Understanding LLM-Generated Biomedical Lay Summaries NAACL 2025 Can Large Language Model Summarizers Adapt to Diverse Scientific Communication Goals? ACL 2024 Cochrane-auto: An Aligned Dataset for the Simplification of Biomedical Abstracts EMNLP 2024 HULAT-UC3M at BiolaySumm: Adaptation of BioBART and Longformer models to summarizing biomedical documents ACL 2024 Overview of the BioLaySumm 2024 Shared Task on the Lay Summarization of Biomedical Research Articles ACL 2024 RAG-RLRC-LaySum at BioLaySumm: Integrating Retrieval-Augmented Generation and Readability Control for Layman Summarization of Biomedical Texts ACL 2024 UIUC_BioNLP at BioLaySumm: An Extract-then-Summarize Approach Augmented with Wikipedia Knowledge for Biomedical Lay Summarization ACL 2024 CSIRO Data61 Team at BioLaySumm Task 1: Lay Summarisation of Biomedical Research Articles Using Generative Models ACL 2023 GRASUM at BioLaySumm Task 1: Background Knowledge Grounding for Readable, Relevant, and Factual Biomedical Lay Summaries ACL 2023 LHS712EE at BioLaySumm 2023: Using BART and LED to summarize biomedical research articles ACL 2023 NCUEE-NLP at BioLaySumm Task 2: Readability-Controlled Summarization of Biomedical Articles Using the PRIMERA Models ACL 2023 Overview of the BioLaySumm 2023 Shared Task on Lay Summarization of Biomedical Research Articles ACL 2023 Divide and Conquer: From Complexity to Simplicity for Lay Summarization EMNLP 2020 Summaformers @ LaySumm 20, LongSumm 20 EMNLP 2020 On the Utility of Lay Summaries and AI Safety Disclosures: Toward Robust, Open Research Oversight NAACL 2018