An interesting way to take Noam at his word in regards to always keeping a constant inference budget for any eval reporting -

is that open models have a lot more dollar per token mileage than closed model APIs. So anyone launching an open model today or situationally incentivized toward open models should obviously report thinking levels measured by dollar inference on popular inference providers， instead of by number of tokens on the x axis