This is a submission for the Kaggle Benchmarking Challenge . What I Benchmarked I wanted to test a narrow mistake in contest discovery: reading a Korean prize notice and reporting the headline prize pool or a gift voucher as the first-place cash award. A contest listing that says “total prizes: 10 million won” may pay only 3 million won to the winner. I wrote ten original, synthetic Korean notices with hand-checked answers. The task asks each model to return only the KRW cas...