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Papers Benchmarks Datasets Tasks

Text-to-Code generation research benchmarks · SOTA2 Research

Text-to-Code generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CodeXGLUE (test)

22.65EM

9

Feb 26, 2026

10.6Manim Score

8

Apr 15, 2026

86Task Accuracy

8

Apr 15, 2026

PandasPlotBench

9.7Code Error Rate

8

Apr 15, 2026

mCoNaLa Average

5.71BLEU-4

7

Feb 27, 2026

mCoNaLa Russian

6.55BLEU-4

7

Feb 27, 2026

mCoNaLa Japanese

8.08BLEU-4

7

Feb 27, 2026

mCoNaLa Spanish

2.51BLEU-4

7

Feb 27, 2026

Popular datasets

mCoNaLa CodeXGLUE PandasPlotBench ArtifactsBench DTVBENCH

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