Code Lingua (Code Translation): leaderboard
Code Lingua (codetlingua) — translating code between programming languages and checking it by execution; average Pass@1 (%).
Metric: Avg Pass@1 (%). Source: codetlingua.github.io. 13 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | DeepSeekCoder-33B-INS | 50.59 | |
| 2 | DeepSeekCoder-6.7B-INS | 45.39 | |
| 3 | WizardCoder-33B | 37.46 | |
| 4 | DeepSeekCoder-1.3B-INS | 33.56 | |
| 5 | Mixtral-8x7b-INS-13B | 25.45 | |
| 6 | Magicoder-S-DS-6.7B | 24.23 | #1256 |
| 7 | CodeLlama-7B | 20.54 | |
| 8 | CodeLlama-34B | 18.06 | |
| 9 | WizardCoder-15B | 16.27 | |
| 10 | CodeLlama-13B | 15.64 |
Interactive version: theaggregate.ai/benchmark?slug=code-lingua-code-translation · How It Works · Data refreshed daily, snapshot 2026-10-20.