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Computer Code

Code Summarization.

Generating natural language descriptions of code.

1
Datasets
3
Results
bleu
Canonical metric
§ 02 · Canonical benchmark

The reference dataset.

CodeXGLUE Code-to-Text (Python)

Python subset of CodeXGLUE Code-to-Text: generate natural-language docstrings/comments from Python function bodies. Derived from CodeSearchNet. Evaluated with smoothed BLEU-4.

Primary metric: bleu
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§ 03 · Top 10

Leading models.

Leading models on CodeXGLUE Code-to-Text (Python).

#ModelbleuYearSource
★CodeT5-base20.02026paper ↗
2PLBART19.32026paper ↗
3CodeBERT19.12026paper ↗

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§ 04 · All datasets

Tracked datasets.

1 dataset tracked for this task.

CodeXGLUE Code-to-Text (Python)
CANONICAL
3 results · bleu
Top: CodeT5-base — 20.0
§ 05 · Related tasks

Other tasks in Computer Code.

Bug DetectionCode CompletionCode GenerationCode TranslationProgram Repair
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