Xu, J. et al. 2026. Thinker: Training LLMs in Hierarchical Thinking for Deep Search via Multi-Turn Interaction. Proceedings of the AAAI Conference on Artificial Intelligence. 40, 40 (Mar. 2026), 34142–34150. DOI:https://doi.org/10.1609/aaai.v40i40.40709.