Who leads the CodeXGLUE Code-to-Text (Python) benchmark?

CodeT5-base currently leads CodeXGLUE Code-to-Text (Python) with a score of 20.01 on Bleu.

What is the state-of-the-art score on CodeXGLUE Code-to-Text (Python)?

The state-of-the-art result on CodeXGLUE Code-to-Text (Python) is 20.01 (Bleu), achieved by CodeT5-base as of 2026.

How many models are tracked on CodeXGLUE Code-to-Text (Python)?

Codesota tracks 3 models on CodeXGLUE Code-to-Text (Python).

When was the CodeXGLUE Code-to-Text (Python) leaderboard last updated?

The CodeXGLUE Code-to-Text (Python) leaderboard on Codesota includes results through 2026.

Codesota · Benchmark · CodeXGLUE Code-to-Text (Python)Home/Leaderboards/Code & Software Engineering/Code Summarization/CodeXGLUE Code-to-Text (Python)

Unknown

CodeXGLUE Code-to-Text (Python).

Name: CodeXGLUE Code-to-Text (Python) Benchmark Results
Creator: Unknown
Published: 2026-01-01
License: https://creativecommons.org/licenses/by/4.0/

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

Paper ↗Leaderboard ↓

§ 01 · Leaderboard

Results by metric.

Only 3 models on this benchmark

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Bleu

Bleu is the reported evaluation metric for CodeXGLUE Code-to-Text (Python). Codesota tracks published model scores on this metric so readers can compare state-of-the-art results across sources and model families.

Higher is better

Trust tiers for Bleuverifiedpapervendorcommunityunverified

Rank	Model	Trust	Score	Year	Links	Fix
01	CodeT5-base CodeT5-base Python subset smoothed BLEU-4. seed — verify	paper	20.01	2026	Source ↗	Looks wrong?
02	PLBART PLBART on CodeXGLUE Code-to-Text Python, smoothed BLEU-4. seed — verify	paper	19.3	2026	Source ↗	Looks wrong?
03	CodeBERT Python subset smoothed BLEU-4, CodeXGLUE leaderboard. seed — verify	paper	19.06	2026	Source ↗	Looks wrong?

§ 04 · Submit a result

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