Big Code Memorization - HumanEval-ET pass@1: leaderboard

HumanEval-ET transformed coding tasks from the Memorization or Generation of Big Code Models study, using deterministic Python solution generation.

Metric: HumanEval-ET pass@1 (%). Source: huggingface.co. Saturation forecast: Estimated already saturated. 18 models tracked.

Top models

#ModelScoreOverall rank
1deepseek-coder-6.7B-instruct62.8#1335
2CodeQwen1.5-7B Chat60.98#1144
3GPT-3.5 Turbo (0613)51.22#1118
4starcoder2-15B40.24#1495
5CodeQwen1.5-7B38.41#1514
6starcoder2-7B32.32#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-humaneval-et-pass-1 · How It Works · Data refreshed daily, snapshot 2026-10-20.