Big Code Memorization: leaderboard
Code-generation evaluation from the Memorization or Generation of Big Code Models study, comparing HumanEval solutions with transformed HumanEval-ET variants that stress generalization.
Metric: HumanEval pass@1 (%). Source: huggingface.co. 18 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | deepseek-coder-6.7B-instruct | 71.34 | #1335 |
| 2 | CodeQwen1.5-7B Chat | 69.51 | #1144 |
| 3 | GPT-3.5 Turbo (0613) | 65.85 | #1118 |
| 4 | starcoder2-15B | 46.95 | #1495 |
| 5 | CodeQwen1.5-7B | 43.9 | #1514 |
| 6 | starcoder2-7B | 36.59 | #1572 |
No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.
Interactive version: theaggregate.ai/benchmark?slug=big-code-memorization · How It Works · Data refreshed daily, snapshot 2026-10-20.