Identify when benchmark evidence is being overused in a model-selection decision.
The team has evidence in the room, but only one kind is driving the decision. What is the issue with this model choice? Public leaderboard is the only decision evidence Correct. Benchmark results can shortlist models, but choosing from a single leaderboard ignores task-model fit, local failure modes, cost, and latency. Unused real claims examples These are not the mistake by themselves; they are the missing counterweight. Real examples should be used to validate the benchmark signal. Reviewer chair at the table Having reviewers involved is useful. The problem is that their rubric is not yet driving the choice. Cost…
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