CodeTransOcean - MultilingualTrans — leaderboard

CodeTransOcean sub-benchmark for translating code across mainstream programming languages. Evaluated by BLEU score.

Metric: BLEU. Source: yuchen814.github.io. 4 models tracked.

Top models

#ModelScore
1CodeT5+ (One-to-Many)6.42
2CodeT5+ (Many-to-Many)5.81
3CodeT5+ (Many-to-One)5.31
4CodeT5+ (One-to-One)5.19

Interactive version: theaggregate.ai/benchmark?slug=codetransocean-multilingualtrans · How the rankings work · Data refreshed daily, snapshot 2026-07-22.