Alexander Hoffman

Author directory

2026

Using the LBIDAT protocol, we evaluated items generated by three LLMs (Claude, Gemini, GPT) across six zero-shot prompting tiers for 8th-grade standards. Neither prompt tier nor model affected defect severity. ELA items were consistently poor; mathematics items passed the low bar while falling short of appropriate grade-level cognitive complexity.