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ResearchFormerly WizWand

Code Generation on HumanEval+ (Acc, TPF)

80.49AccuracyMBD-LLaDA2-Mini
62.092466.868771.64576.4213Jun 28, 2026
Updated 4mo ago

Evaluation results

MethodLinks
MBD-LLaDA2-MiniBackbone=LLaDA2-Mini, bufsz=2, blksz=322026.0680.497.85
SingleBD (Native)Backbone=LLaDA2-Mini, bufsz=2, blksz=322026.0678.055.53
SingleBD (Native)Backbone=LLaDA2-Mini-DMax, bufsz=2, blksz=322026.0677.447.44
MBD-LLaDA2-Mini-DMaxBackbone=LLaDA2-Mini-DMax, bufsz=2, blksz=322026.0677.4410.78
MultiBD (training-free)Backbone=LLaDA2-Mini-DMax, bufsz=2, blksz=322026.0676.8310.96
MultiBD (training-free)Backbone=LLaDA2-Mini, bufsz=2, blksz=322026.0675.617.37
MultiBD (training-free)Backbone=SDAR-8B-Chat-b4, bufsz=4, blksz=42026.0674.391.47
SingleBD (Native)Backbone=SDAR-8B-Chat-b4, bufsz=4, blksz=42026.0673.71.07
MBD-SDAR-8B-Chat-b4Backbone=SDAR-8B-Chat-b4, bufsz=4, blksz=42026.0672.562.24
SingleBD (Native)Backbone=SDAR-8B-Chat-b32, bufsz=4, blksz=322026.0667.682
MultiBD (training-free)Backbone=SDAR-8B-Chat-b32, bufsz=4, blksz=322026.0665.852.24
MBD-SDAR-8B-Chat-b32Backbone=SDAR-8B-Chat-b32, bufsz=4, blksz=322026.0662.84.82