@article{offtheshelfllmsasprocessscorerstrainingf, title = {Off-the-Shelf LLMs as Process Scorers: Training-Free Alternative to PRMs for Mathematical Reasoning}, author = {Atoosa Chegini and Soheil Feizi}, year = {2026}, eprint = {2606.01682}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.01682}, }