@article{apcdadaptivepathcontrastivedecodingforre, title = {APCD: Adaptive Path-Contrastive Decoding for Reliable Large Language Model Generation}, author = {Tianyu Zheng and Hong Wu and Jiaji Zhong}, year = {2026}, eprint = {2605.09492}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.09492}, }