ResearchBenchmarksMultilingual Code Generation on HumanEval-X JavaMultilingual Code Generation on HumanEval-X JavaFollow100Quality (%)Okshot95.73696.84397.9599.057Jun 25, 2026Evaluation resultsMethodMethodLinksQuality (%)Cost ($)Error Rate Reduction (%)Okshotk-shot=10k-shot=102026.061000.361100Okshotk=1k=12026.0699.40.03685.1SOTA LLM2026.0695.90.002—SOTA LLM2026.0695.90.002—