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Marshall, Iain J.

  1. Generating (Factual?) Narrative Summaries of RCTs: Experiments with Neural Multi-Document Summarization
    2020/08/25 by Wallace, Byron C., Saha, Sayantan, Soboczenski, Frank +1 · 5 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  2. Summarizing, Simplifying, and Synthesizing Medical Evidence Using GPT-3 (with Varying Success)
    2023/05/10 by Chantal Shaib, Shaib, Chantal, Millicent Li +9 · 7 citations
    Computer Science · #Computation and Language (cs.CL) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning in Healthcare #Topic Modeling
  3. Do Multi-Document Summarization Models Synthesize?
    2023/01/31 by Jay DeYoung, DeYoung, Jay, Stephanie C. Martinez +5 · 5 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Biomedical Text Mining and Ontologies #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
  4. Paragraph-level Simplification of Medical Texts
    2021/04/12 by Devaraj, Ashwin, Marshall, Iain J., Wallace, Byron C. +1 · 4 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  5. A Corpus with Multi-Level Annotations of Patients, Interventions and\n Outcomes to Support Language Processing for Medical Literature
    2018/06/11 by Benjamin D. Nye, Nye, Benjamin, Junyi Jessy Li +11 · 3 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Biomedical Text Mining and Ontologies #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
  6. Appraising the Potential Uses and Harms of LLMs for Medical Systematic Reviews
    2023/05/19 by Hye Sun Yun, Yun, Hye Sun, Iain Marshall +5 · 5 citations
    Computer Science · Decision Sciences · Medicine · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #Computation and Language (cs.CL) #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Meta-analysis and systematic reviews #Topic Modeling
  7. Learning Disentangled Representations of Texts with Application to Biomedical Abstracts
    2018/04/19 by Jain, Sarthak, Banner, Edward, van de Meent, Jan-Willem +2 · 2 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  8. Evidence Inference 2.0: More Data, Better Models
    2020/05/08 by DeYoung, Jay, Lehman, Eric, Nye, Ben +2 · 2 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  9. Automatically Extracting Numerical Results from Randomized Controlled Trials with Large Language Models
    2024/05/02 by Yun, Hye Sun, Pogrebitskiy, David, Marshall, Iain J. +1 · 3 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
  10. Understanding Clinical Trial Reports: Extracting Medical Entities and Their Relations
    2020/10/07 by Nye, Benjamin E., DeYoung, Jay, Lehman, Eric +3 · 1 citation
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  11. Caught in the Web of Words: Do LLMs Fall for Spin in Medical Literature?
    2025/02/11 by Hye Sun Yun, Karen Y. C. Zhang, Yun, Hye Sun +12 · 1 voice · 1 citation
    Computer Science · Decision Sciences · #Library Science and Information Systems #Research Data Management Practices #cs.AI #cs.CL #scientometrics and bibliometrics research