AI Scaling vs Human Scaling

Do AI models scale as well with more tokens as humans do with more time?That is, does an AI get the same benefit from 10x the number of available tokens as a human does from 10x the amount of time to do the task? Or might the AI require a larger scale-up of tokens (such as 20x or 100x) to match the performance improvement when scaling up the time available to a human by 10x?People often think of giving AIs more tokens to complete a task as akin to giving a human worker more time — especially whe...