ResearchBenchmarksCode Generation on BigCodeBench (Quality, Cost, Efficiency Metrics)Follow77.5Quality ScoreOkshot34.13245.39156.6567.909Jun 25, 2026Evaluation ResultsMethodMethodLinksQuality ScoreCost ($)Error Rate ReductionOkshotk-shot=10k-shot=102026.0677.50.31865SOTA LLM2026.0635.80.004—