@article{beyondsinglepointjudgmentdistribution, title = {Beyond Single-Point Judgment: Distribution Alignment for LLM-as-a-Judge}, author = {Luyu Chen and Zeyu Zhang and Haoran Tan and Quanyu Dai and Hao Yang and Zhenhua Dong and Xu Chen}, year = {2025}, eprint = {2505.12301}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.12301v1}, }