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Codesota · Tasks · Code TranslationHome/Tasks/Computer Code/Code Translation

Code Translation.

Converting code between programming languages.

1
Datasets
7
Results
computational-accuracy
Canonical metric
§ 02 · Canonical benchmark

The reference dataset.

TransCoder (GeeksForGeeks)

Code translation benchmark between C++, Java, and Python using 852 GeeksForGeeks programming problems. Each function has correct implementations in all three languages. Primary metric is Computational Accuracy (CA) — translated code must pass all unit tests.

Primary metric: computational-accuracy
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§ 03 · Top 10

Leading models.

Leading models on TransCoder (GeeksForGeeks).

#Modelcomputational-accuracyYearSource
Claude Sonnet 489.42026paper ↗
2GPT-4o88.22026paper ↗
3Qwen2.5-Coder 32B86.32026paper ↗
4DeepSeek-Coder-V2-Instruct84.62026paper ↗
5StarCoder2 15B78.42026paper ↗
6CodeT5+72.12026paper ↗
7TransCoder68.72026paper ↗

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§ 04 · All datasets

Tracked datasets.

1 dataset tracked for this task.

TransCoder (GeeksForGeeks)
CANONICAL
7 results · computational-accuracy
Top: Claude Sonnet 4 89.4
§ 05 · Related tasks

Other tasks in Computer Code.

Bug DetectionCode CompletionCode GenerationCode SummarizationProgram Repair
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