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Estimate your prompt costTest method, prompts and limits
Five repeats use the same fixed input for each task, not five independently sampled tasks. Scores measure these prepared cases and are not a universal ranking. New evaluations use MiniMax M3.1 Flash; historical MiniMax M3 grades are retained and identified in individual runs. Automated judges can make mistakes; hiding model names reduces one source of bias.
Read sample counts and completion status beside each score. Failed, ungraded and truncated attempts are distinct. A completion is not itself a verified correct answer, and an AI rubric score is not a deterministic valid-answer rate. Request times are client-observed; provider usage and confirmed charges are separate from estimates.
Inspect the actual prompts, synthetic fixtures, reference answers and rubrics below, or download the frozen task references. Reference answers are examples of acceptable answers, not measured candidate outputs. Candidate outputs are not published in this release; individual-run evidence includes metrics and evaluator comments.
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