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SWE-bench Verified — cost vs performance

Best current row per canonical model in the group “resolved · board=Verified · system=Undisclosed” (2 models) against context window (tokens). The dashed line is the Pareto frontier: no model is both better and cheaper than a point on it.

XOutput priceInput priceParametersContextMemory (est.)ScaleloglinearBubblecontextparamsnone
Group

open / restricted weights closed Pareto frontier (2 models)bubble = context window

Frontier models 2

Pareto frontier
Modelresolved on SWE-bench VerifiedRankcontext window (tokens)ProviderTrust
GLM 4.6Z.ai (Zhipu AI) · Open weights68.2%1204.8KCommunity
GLM 4.5Z.ai (Zhipu AI) · Open weights64.2%2131.1KCommunity

Methodology. Points are the best current row per canonical model in comparability group 'resolved · board=Verified · system=Undisclosed'. 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.