What belongs in a benchmark report?

Beyond a single score: the task, the dataset, the method, and the limits of comparison.

Example content

This is an editable example report, not a completed evaluation. No model performance results are claimed.

Methodology

Document model versions, prompts, sampling settings, dataset splits, evaluation code, and metric definitions.

Describe data contamination, uncertainty, model access constraints, and the limits of comparisons.