APA (7th ed.) Citation

Zhao, X. (2026). Entropy trajectory shape predicts LLM reasoning reliability: A diagnostic study of uncertainty dynamics in chain-of-thought.

Chicago Style (17th ed.) Citation

Zhao, Xinghao. Entropy Trajectory Shape Predicts LLM Reasoning Reliability: A Diagnostic Study of Uncertainty Dynamics in Chain-of-thought. 2026.

MLA (9th ed.) Citation

Zhao, Xinghao. Entropy Trajectory Shape Predicts LLM Reasoning Reliability: A Diagnostic Study of Uncertainty Dynamics in Chain-of-thought. 2026.

Warning: These citations may not always be 100% accurate.