GPT-5 leads English CS certifications, Qwen-Plus leads Chinese ones, DeepSeek-R1 is most balanced, and Llama-3.3 lags in higher reasoning and robustness, with performance dropping on complex questions.
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Are LLMs Ready for Computer Science Education? A Cross-Domain, Cross-Lingual and Cognitive-Level Evaluation Using Professional Certification Exams
GPT-5 leads English CS certifications, Qwen-Plus leads Chinese ones, DeepSeek-R1 is most balanced, and Llama-3.3 lags in higher reasoning and robustness, with performance dropping on complex questions.