What we correct
We correct factual errors, entity-matching mistakes, duplicated or omitted observations, calculation errors, broken citations, and descriptions that materially misstate what the data supports.
What a correction contains
- The original publication or result.
- The affected fact, observation, or calculation.
- What changed and why.
- The date of the correction.
- Whether rankings or conclusions changed materially.
Methodology revisions
A new scoring rule or material change in prompt design receives a new methodology version. Historical releases remain labeled with the method used at the time. We do not retroactively describe old results as if they were produced by a newer method.
Company responses
A company may submit evidence of an error or provide relevant context. Responses are evaluated on their merits. A commercial relationship, threat, compliment, or request for preferred treatment does not change the standard.
What to expect after submission
We aim to acknowledge a specific, evidence-backed correction request within five business days. Review time depends on the underlying evidence. If the record changes, the public correction will identify what changed, why, when, and whether the ranking or conclusion changed materially. An acknowledgment is not agreement with the claim.
Correction log
No public benchmark corrections have been issued.