@article{dgpobeyondpairwisepreferenceswithdirecti, title = {DGPO: Beyond Pairwise Preferences with Directional Consistent Groupwise Optimization}, author = {Mengyi Deng and Zhiwei Li and Xin Li and Tingyu Zhu and Yulan Yuan and Zhijiang Guo and Wei Wang}, year = {2026}, eprint = {2605.10863}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.10863}, }