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Arithmetic Reasoning on Countdown 256 tokens

71.1Pass@1d-TreeRPO
17.43631.36845.359.232Dec 10, 2025

Evaluation results

MethodLinks
d-TreeRPOBase Model=LLaDA-8B-Instruct, Generation Length=2562025.1271.1
d-TreeRPOBase Model=LLaDA-MoE-7BA1B-Instruct, Generation Length=2562025.1267.2
GDPOBase Model=LLaDA-8B-Instruct, Generation Length=2562025.1264.1
GDPOBase Model=LLaDA-MoE-7BA1B-Instruct, Generation Length=2562025.1258.1
wd1Base Model=LLaDA-MoE-7BA1B-Instruct, Generation Length=2562025.1256.6
SAPOBase Model=LLaDA-MoE-7BA1B-Instruct, Generation Length=2562025.1254.2
TraceRLBase Model=LLaDA-MoE-7BA1B-Instruct, Generation Length=2562025.1254.2
SAPOBase Model=LLaDA-8B-Instruct, Generation Length=2562025.1252
wd1Base Model=LLaDA-8B-Instruct, Generation Length=2562025.1251.2
TraceRLBase Model=LLaDA-8B-Instruct, Generation Length=2562025.1250.4
Diffu-GRPOBase Model=LLaDA-MoE-7BA1B-Instruct, Generation Length=2562025.1250.1
LLaDA-MoE-7BA1B-InstructBase Model=LLaDA-MoE-7BA1B-Instruct, Generation Length=2562025.1242.6
Diffu-GRPOBase Model=LLaDA-8B-Instruct, Generation Length=2562025.1231.3
VRPO (LLaDA-1.5)Base Model=LLaDA-8B-Instruct, Generation Length=2562025.1222.3
LLaDA-8B-InstructBase Model=LLaDA-8B-Instruct, Generation Length=2562025.1219.5