ResearchBenchmarksCode Generation on LiveCodeBench v6, HumanEval, HumanEval+, MBPP, and MBPP+Code Generation on LiveCodeBench v6, HumanEval, HumanEval+, MBPP, and MBPP+Follow43.2LCB v6 AccuracyTeacher13.45621.17828.936.622May 13, 2026Evaluation resultsMethodMethodLinksLCB v6 AccuracyHumanEval AccuracyHumanEval+ AccuracyMBPP AccuracyMBPP+ AccuracyOverall Average AccuracyTeacher2026.0543.282.8809276.374.9FastOPD2026.0522.96661.359.848.451.7Ours2026.0522.967.563.660.349.752.8OPD2026.0520.359.955.259.549.248.8Student2026.0514.657.252.712.310.729.4