@article{semanticconsistencypolicyoptimizationfor, title = {Semantic Consistency Policy Optimization for Reinforcement Learning of LLM Agents}, author = {Peng Xu and Sijia Chen and Junzhuo Li and Xuming Hu}, year = {2026}, eprint = {2606.25852}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.25852}, }