Benchmarks’ Last Exam

Benchmark quality review

We review your tasks, reference answers and scoring code for flaws that penalize correct work or let an incorrect submission pass.

C1Ground truth or scoring errors
A reference value is wrong, or a reversed comparison gives a higher score to a less accurate result.
C2Unstated scoring requirements
The task never specifies a precision, but the grader accepts only answers rounded to two decimal places.
C3Missed critical errors
A test checks that the program runs. A submission can pass even when its main calculation is wrong.
C4Scoring exploits and answer leaks
Repeating a keyword earns full credit, or a file visible to the model contains the reference answer.
C5Other evaluation issues
The same submission gets different scores under identical conditions, or two instructions in the task contradict each other.