@article{dtguardintentdrivenreasoningactivetraini, title = {DT-Guard: Intent-Driven Reasoning-Active Training for Reasoning-Free LLM Safety Guardrail}, author = {He Liu and Changtao Miao and Xinjie Yang and Tianle Song and Yin Wu and Junchi Chen and Bintao He and Xinyuan Zhang and Bo Zhang and Shi Yan and Wei Lu and Wei Wang and Danyang Xu and Jiansheng Cai and Zhe Li}, year = {2026}, eprint = {2607.06326}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2607.06326}, }