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cs.CL2026
What Counts as a Mistake? Annotating Recitation Events in Quran Memorization Transcripts
Mohamad Al Mdfaa, Nursultan Askarbekuly, Ahmed Helaly +2
Checking Quran recitation from an ASR transcript requires distinguishing unresolved mistakes from repetitions, repairs, opening formulas and accepted spelling differences. We repor…
cs.SE2026
Autoresearch with Coding Agents: Generalizers and Metric-Maximizers on Quran Recitation Data
Nursultan Askarbekuly, Mohamad Al Mdfaa, Ahmed Helaly +2
Coding agents can now be left alone to improve software against a score. In this pattern--recently popularized as "autoresearch"--the agent receives a dataset, an evaluation script…