Repeating questions turns your diagnostic into a memory test
Same stem in a benchmarking test and a weekly drill means inflated scores and progress reports that lie. You can't tell who actually improved.


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Same stem in a benchmarking test and a weekly drill means inflated scores and progress reports that lie. You can't tell who actually improved.
If your content comes from the released tests, Reddit threads, and reshared PDFs, exposure bias is baked into every score. Then you only measure familiarity and miss ability.
LLM-generated content sometimes gets the surface right and the logic wrong. One flawed explanation in front of a sharp parent, and your credibility takes the hit.



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