ResearchBenchmarksMultilingual Code Generation on HumanEval-X CPPMultilingual Code Generation on HumanEval-X CPPFollow100QualityOkshot94.90496.22797.5598.873Jun 25, 2026Evaluation resultsMethodMethodLinksQualityCost ($)Error Rate Reduction (%)Okshotk-shot=10k-shot=102026.061000.288100Okshotk=1k=12026.0699.50.02988.8SOTA LLM2026.0695.10.002—SOTA LLM2026.0695.10.002—