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AI Atlas

LiveBench Mathematics — cost vs performance

Best current row per canonical model in the group “average score · variant=Mathematics” (57 models) against ESTIMATED memory at 4-bit, 8K context (GB). 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 (4 models)Estimated

Frontier models 4

Pareto frontier
Modelaverage score on LiveBench MathematicsRankESTIMATED memory at 4-bit, 8K context (GB)ProviderTrust
Z.ai GLM 5.2Z.ai (Zhipu AI) · Open weights89.8%27433.7 GBest.Official board
DeepSeek V4 Flash Vision ExpDeepSeek · Open weights87.8%35175.7 GBest.Official board
DeepSeek V4 Flash (0731)DeepSeek · Open weights86.8%39175.4 GBest.Official board
Qwen3.8 27BQwen · Open weights86.2%4116.5 GBest.Official board

Methodology. Points are the best current row per canonical model in comparability group 'average score · variant=Mathematics'. 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.