Neural Rankers for Effective Screening Prioritisation in Medical
Systematic Review Literature Search

Neural Rankers for Effective Screening Prioritisation in Medical Systematic Review Literature Search

18 December 2022

Harrisen Scells

Guido Zuccon

Papers citing "Neural Rankers for Effective Screening Prioritisation in Medical Systematic Review Literature Search"

9 / 9 papers shown

Title
Pre-training vs. Fine-tuning: A Reproducibility Study on Dense Retrieval Knowledge Acquisition Zheng Yao Shuai Wang Guido Zuccon 21 0 0 12 May 2025
Harnessing PubMed User Query Logs for Post Hoc Explanations of Recommended Similar Articles Ashley Shin Qiao Jin James Anibal Zhiyong Lu 22 0 0 05 Feb 2024
Document Set Expansion with Positive-Unlabeled Learning: A Density Estimation-based Approach Haiyang Zhang Qiuyi Chen Yuanjie Zou Yushan Pan Jia Wang Mark Stevenson 16 0 0 20 Jan 2024
Zero-shot Generative Large Language Models for Systematic Review Screening Automation Shuai Wang Harrisen Scells Shengyao Zhuang Martin Potthast Bevan Koopman Guido Zuccon 25 12 0 12 Jan 2024
Annotating Data for Fine-Tuning a Neural Ranker? Current Active Learning Strategies are not Better than Random Selection Sophia Althammer Guido Zuccon Sebastian Hofstatter Suzan Verberne Allan Hanbury 34 4 0 12 Sep 2023
Generating Natural Language Queries for More Effective Systematic Review Screening Prioritisation Shuai Wang Harrisen Scells Martin Potthast Bevan Koopman Guido Zuccon 22 10 0 11 Sep 2023
Bio-SIEVE: Exploring Instruction Tuning Large Language Models for Systematic Review Automation Ambrose Robinson William Thorne Ben Wu A. Pandor M. Essat Mark Stevenson Xingyi Song ALM LM&MA 20 7 0 12 Aug 2023
Automated MeSH Term Suggestion for Effective Query Formulation in Systematic Reviews Literature Search Shuai Wang Harrisen Scells Bevan Koopman Guido Zuccon AI4CE 21 17 0 19 Sep 2022
Goldilocks: Just-Right Tuning of BERT for Technology-Assisted Review Eugene Yang Sean MacAvaney D. Lewis O. Frieder 82 28 0 03 May 2021