LiveBench Instruction Following — cost vs performance
Best current row per canonical model in the group “average score · variant=IF” (57 models) against context window (tokens). The dashed line is the Pareto frontier: no model is both better and cheaper than a point on it.
open / restricted weights closed Pareto frontier (5 models)bubble = context window
Frontier models 5
Methodology. Points are the best current row per canonical model in comparability group 'average score · variant=IF'. Price = cheapest current offer across providers (the provider shown). Pareto frontier maximises the score and minimises x; exact ties are all kept. memory_estimate is an estimate (see /methodology). Only the selected comparability group is plotted; points under other configurations are not mixed in. Price = cheapest current offer across providers at the time of the last crawl. Nothing is estimated except where marked.