SuperCLUE

Adoption: Widely cited by major companies such as Baidu, Zhipu AI, and ZTE as an authoritative ranking, and frequently mentioned on X and Zhihu, SuperCLUE has established itself as a standard yardstick for Chinese model performance. Usefulness: It covers text understanding, reasoning, code generation, GUI agent tasks, image generation, etc., offering overall and sub-category leaderboards to help developers compare models and enable enterprises and researchers to track progress. Recent specialized benchmarks like SuperCLUE-Image and AgentCLUE-Mobile show its responsiveness to industry trends. Barriers & Costs: According to official information, the leaderboard and reports are freely accessible; however, the submission process, costs, or technical requirements for model evaluation are not disclosed in current evidence (limited sample, conservatively inferred as application-based). It suits model development teams, technical decision-makers, and academic researchers, not end-users. It is not a large language model product—it is more accurately compared to the Open LLM Leaderboard or C-Eval suite adapted for Chinese.