Measuring Mid-2025 LLM-Assistance on Novice Performance in Biology. - Shen Zhou Hong; Alex Kleinman; Alyssa Mathiowetz; Adam Howes; Julian Cohen; Suveer Ganta; Alex Letizia; Dora Liao; Deepika Pahari; Xavier Roberts-Gaal; Luca Righetti; Joe Torres (CoRR, 2026)

RCTs & Human Uplift Studies: Methodological Challenges and Practical Solutions for Frontier AI Evaluation. - Patricia Paskov; Kevin Wei; Shen Zhou Hong; Dan Bateyko; Xavier Roberts-Gaal; Carson Ezell; Gailius Praninskas; Valerie Chen; Umang Bhatt; Ella Guest (CoRR, 2026)