Bi, Z. et al. 2026. JudgeBoard: Benchmarking and Enhancing Small Language Models for Reasoning Evaluation. Proceedings of the AAAI Conference on Artificial Intelligence. 40, 36 (Mar. 2026), 30076–30084. DOI:https://doi.org/10.1609/aaai.v40i36.40256.