Global Diversity Is Not Enough: Two FixedMarginal Experiments on Local Language Allocation and Recombination in Synthetic Arithmetic Situation–Role Parsing
This study demonstrates that while global diversity in educational item banks is insufficient to ensure robust language parsing, local allocation strategies significantly impact performance, whereas global graph connectivity provides no additional benefit once components have sufficient within-cell exposure.