ResearchBenchmarksMultilingual Code Generation on HumanEval-X PythonMultilingual Code Generation on HumanEval-X PythonFollow100QualityOkshot97.29697.99898.799.402Jun 25, 2026Evaluation resultsMethodMethodLinksQualityCost ($)Error Rate Reduction (%)Okshotk-shot=10k-shot=102026.061000.29100Okshotk=1k=12026.0699.60.02983.7SOTA LLM2026.0697.40.003—SOTA LLM2026.0697.40.003—