For a college graduate, that is the starting point. Test results are supposed to signal that the person can learn new things. While a fresh graduate needs a lot of supervision, they should quickly become more capable and productive.

For a language model, test results are the end. They are supposed to measure what the model is capable of. If you need better performance, you must train a better model.