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Advanced Mathematical Reasoning on Math500 (pass@1, 256 tokens)

41.2Pass@1 Accuracyd-TreeRPO
29.65632.65335.6538.647Dec 10, 2025

Evaluation results

MethodLinks
d-TreeRPOBase Model=LLaDA-MoE-7BA1B-Instruct, Generation Length=2562025.1241.2
TraceRLBase Model=LLaDA-MoE-7BA1B-Instruct, Generation Length=2562025.1240
wd1Base Model=LLaDA-MoE-7BA1B-Instruct, Generation Length=2562025.1239.8
SAPOBase Model=LLaDA-MoE-7BA1B-Instruct, Generation Length=2562025.1238.6
GDPOBase Model=LLaDA-MoE-7BA1B-Instruct, Generation Length=2562025.1238.4
Diffu-GRPOBase Model=LLaDA-MoE-7BA1B-Instruct, Generation Length=2562025.1238.1
d-TreeRPOBase Model=LLaDA-8B-Instruct, Generation Length=2562025.1237.7
GDPOBase Model=LLaDA-8B-Instruct, Generation Length=2562025.1237
VRPO (LLaDA-1.5)Base Model=LLaDA-8B-Instruct, Generation Length=2562025.1235.6
TraceRLBase Model=LLaDA-8B-Instruct, Generation Length=2562025.1235.6
wd1Base Model=LLaDA-8B-Instruct, Generation Length=2562025.1234.4
Diffu-GRPOBase Model=LLaDA-8B-Instruct, Generation Length=2562025.1234.1
SAPOBase Model=LLaDA-8B-Instruct, Generation Length=2562025.1233.8
LLaDA-8B-InstructBase Model=LLaDA-8B-Instruct, Generation Length=2562025.1232.4
LLaDA-MoE-7BA1B-InstructBase Model=LLaDA-MoE-7BA1B-Instruct, Generation Length=2562025.1230.1