@article{requestingexpertreasoningaugmentingllmag, title = {Requesting Expert Reasoning: Augmenting LLM Agents with Learned Collaborative Intervention}, author = {Zhiming Wang and Jinwei He and Feng Lu}, year = {2026}, eprint = {2602.22546}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2602.22546}, }