3 papers
cs.IR2026
Confidence-Based Stopping Methods for Systematic Reviews
Aaron Fletcher, Mark Stevenson
Technology Assisted Review stopping methods aim to ensure that no more documents are screened than necessary. Most existing approaches focus on achieving a target recall, which doe…
cs.IR2026
Decision-Theoretic Stopping Rules for Document Screening
Aaron H. A. Fletcher, Mark Stevenson
Deciding when to stop reviewing the results of a search is a common problem with multiple applications. Existing stopping rules developed within Technology-Assisted Review (TAR) ai…
cs.IR2025
A Generalised and Adaptable Reinforcement Learning Stopping Method
Reem Bin-Hezam, Mark Stevenson
This paper presents a Technology Assisted Review (TAR) stopping approach based on Reinforcement Learning (RL). Previous such approaches offered limited control over stopping behavi…