3 papers
cs.AI2025
How Focused Are LLMs? A Quantitative Study via Repetitive Deterministic Prediction Tasks
Wanda Hou, Leon Zhou, Hong-Ye Hu +3
We investigate the performance of large language models on repetitive deterministic prediction tasks and study how the sequence accuracy rate scales with output length. Each such t…
q-bio.PE2025
Suppression of errors in collectively coded information
Martin J. Falk, Leon Zhou, Yoshiya J. Matsubara +3
Modern life largely transmits genetic information from mother to daughter through the duplication of single physically intact molecules that encode information. However, copying an…
cs.CL2024
SPIN: Self-Supervised Prompt INjection
Leon Zhou, Junfeng Yang, Chengzhi Mao
Large Language Models (LLMs) are increasingly used in a variety of important applications, yet their safety and reliability remain as major concerns. Various adversarial and jailbr…