ResearchBenchmarksMultilingual Code Generation on HumanEval-X GoMultilingual Code Generation on HumanEval-X GoFollow98.2Quality (%)Okshot91.02492.88794.7596.613Jun 25, 2026Evaluation resultsMethodMethodLinksQuality (%)Cost ($)Error Rate Reduction (%)Okshotk-shot=10k-shot=102026.0698.20.33978.9Okshotk=1k=12026.0697.70.03473.9SOTA LLM2026.0691.30.006—SOTA LLM2026.0691.30.006—