Benchmarks can rank models similarly partly because they compare generations far apart in capability. Epoch AI's correlation analysis finds broad agreement across different kinds of tests, while warning that the particular models included strongly influence the result. Source.
A recent model outperforming a much older one on many tasks does not show that two tests are interchangeable for choosing among today's close competitors. Sparse shared coverage and release-date differences limit that inferenceRunning a trained model to get answers — the phase where AI is actually used, as opposed to trained.Full definition →. The analysis supports looking for common capabilities while retaining task-specific evidence when the decision is narrow.
Terms in this piece · Glossary
inference — Running a trained model to get answers — the phase where AI is actually used, as opposed to trained.
