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ResearchFormerly WizWand

Code Synthesis on MBPP Sanitized (Acc, Steps)

64.59AccuracyKLASS
26.68236.523546.36556.2065Nov 7, 2025
Updated 7mo ago

Evaluation results

MethodLinks
KLASSParallel=Yes, Backbone=Dream 7B Instruct2025.1164.59111.24
Top-1Parallel=No, Backbone=Dream 7B Instruct2025.1163.81256
KL divergenceParallel=Yes, Backbone=Dream 7B Instruct2025.1162.65108.15
ConfidenceParallel=Yes, Backbone=Dream 7B Instruct2025.1157.5972.49
KLASSParallel=Yes, Backbone=LLaDA 8B Instruct2025.1147.86119.59
ConfidenceParallel=Yes, Backbone=LLaDA 8B Instruct2025.1147.0885.2
Top-2Parallel=Yes, Backbone=Dream 7B Instruct2025.1147.08128
Top-1Parallel=No, Backbone=LLaDA 8B Instruct2025.1146.69256
KL divergenceParallel=Yes, Backbone=LLaDA 8B Instruct2025.1145.53150.47
Top-2Parallel=Yes, Backbone=LLaDA 8B Instruct2025.1137.74128
RandomParallel=No, Backbone=LLaDA 8B Instruct2025.1129.18256
RandomParallel=No, Backbone=Dream 7B Instruct2025.1128.14256