ProIQA: Process-Based Framework for Fine-Grained Math Item Quality Assessment

A new arXiv preprint introduces ProIQA, a framework that evaluates the quality of automatically generated math items at a fine-grained, process level. The authors note that while automatic item generation is important for personalized education, verifying the pedagogical value of generated questions remains a bottleneck. They argue existing quality-assessment approaches depend on manual review or shallow signals, which do not scale.