@article{diffscoretextevaluationbeyondautoregress, title = {DiffScore: Text Evaluation Beyond Autoregressive Likelihood}, author = {Wen Lai and Yingli Shen and Dingnan Jin and Qing Cui and Jun Zhou and Maosong Sun and Alexander Fraser}, year = {2026}, eprint = {2605.11601}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.11601}, }