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Code Generation on MBPP (pass@1, Precision(h), Recall(h), F1(h))

34.2Pass@1SemStamp
14.23219.41624.629.784Jan 14, 2026

Evaluation results

MethodLinks
SemStamp2026.0134.266.971.869.261.70.60.8
No Watermark2026.0133.8——————
SeqMark2026.0133.6768680.779.4086
SWEET2026.0133.279.562.370.274.812.424
KGW2026.011587.53145.771.2817