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Grade School Math Word Problems on GSM8k (512 tokens)

82.6Pass@1d-TreeRPO
70.53673.66876.879.932Dec 10, 2025

Evaluation results

MethodLinks
d-TreeRPOBase Model=LLaDA-8B-Instruct, Generation Length=5122025.1282.6
TraceRLBase Model=LLaDA-8B-Instruct, Generation Length=5122025.1282.4
wd1Base Model=LLaDA-8B-Instruct, Generation Length=5122025.1282.3
SAPOBase Model=LLaDA-8B-Instruct, Generation Length=5122025.1282.1
GDPOBase Model=LLaDA-8B-Instruct, Generation Length=5122025.1282
Diffu-GRPOBase Model=LLaDA-8B-Instruct, Generation Length=5122025.1281.9
VRPO (LLaDA-1.5)Base Model=LLaDA-8B-Instruct, Generation Length=5122025.1281.5
LLaDA-8B-InstructBase Model=LLaDA-8B-Instruct, Generation Length=5122025.1278.2
d-TreeRPOBase Model=LLaDA-MoE-7BA1B-Instruct, Generation Length=5122025.1277.4
SAPOBase Model=LLaDA-MoE-7BA1B-Instruct, Generation Length=5122025.1276.8
wd1Base Model=LLaDA-MoE-7BA1B-Instruct, Generation Length=5122025.1276.4
TraceRLBase Model=LLaDA-MoE-7BA1B-Instruct, Generation Length=5122025.1276.1
GDPOBase Model=LLaDA-MoE-7BA1B-Instruct, Generation Length=5122025.1275.2
Diffu-GRPOBase Model=LLaDA-MoE-7BA1B-Instruct, Generation Length=5122025.1273.7
LLaDA-MoE-7BA1B-InstructBase Model=LLaDA-MoE-7BA1B-Instruct, Generation Length=5122025.1271