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ResearchFormerly WizWand

Mathematical Reasoning on GSM8K 200 PROBLEMS

88.6Pass@16LLaDA + ODD
59.89667.34874.882.252Mar 5, 2026
Updated 8mo ago

Evaluation results

MethodLinks
LLaDA + ODDStep Size (α)=128, Temperature (θ)=1.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0388.6
LLaDA + ODDStep Size (α)=64, Temperature (θ)=1.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0387.9
LLaDA + ODDStep Size (α)=128, Temperature (θ)=0.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0387.8
LLaDA + ODDStep Size (α)=128, Temperature (θ)=1.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0387.6
LLaDA + ODDStep Size (α)=128, Temperature (θ)=2.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0387.5
LLaDA + ODDStep Size (α)=64, Temperature (θ)=0.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0387.3
LLaDA + ODDStep Size (α)=64, Temperature (θ)=1.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0386.7
LLaDA + ODDStep Size (α)=32, Temperature (θ)=1.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0386.4
LLaDA + ODDStep Size (α)=32, Temperature (θ)=1.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0386.2
LLaDA + ODDStep Size (α)=64, Temperature (θ)=2.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0385.6
LLaDA + ODDStep Size (α)=32, Temperature (θ)=0.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0385.4
LLaDA + ODDStep Size (α)=32, Temperature (θ)=2.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0384.9
LLaDA + ODDStep Size (α)=16, Temperature (θ)=1.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0384.4
LLaDA + ODDStep Size (α)=16, Temperature (θ)=1.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0384.2
LLaDA + ODDStep Size (α)=8, Temperature (θ)=1.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0384
LLaDA + DPPStep Size (α)=2, Temperature (θ)=1.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0383.9
Baseline (LLaDA)Step Size (α)=0, Temperature (θ)=1.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0383.4
LLaDA + ODDStep Size (α)=8, Temperature (θ)=1.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0383.4
LLaDA + ODDStep Size (α)=2, Temperature (θ)=1.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0383.2
LLaDA + ODDStep Size (α)=2, Temperature (θ)=1.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0383.1
LLaDA + ODDStep Size (α)=16, Temperature (θ)=2.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0383.1
LLaDA + ODDStep Size (α)=16, Temperature (θ)=0.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0382.8
LLaDA + DPPStep Size (α)=8, Temperature (θ)=1.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0382.5
LLaDA + DPPStep Size (α)=2, Temperature (θ)=1.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0382.3
LLaDA + ODDStep Size (α)=8, Temperature (θ)=0.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0381.6
Baseline (LLaDA)Step Size (α)=0, Temperature (θ)=1.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0381.3
LLaDA + ODDStep Size (α)=8, Temperature (θ)=2.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0381.3
LLaDA + DPPStep Size (α)=16, Temperature (θ)=2.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0380.8
LLaDA + ODDStep Size (α)=2, Temperature (θ)=0.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0380.8
LLaDA + DPPStep Size (α)=8, Temperature (θ)=2.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0379.3
LLaDA + ODDStep Size (α)=128, Temperature (θ)=0.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0379
LLaDA + DPPStep Size (α)=16, Temperature (θ)=1.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0378.7
LLaDA + ODDStep Size (α)=2, Temperature (θ)=2.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0378.2
LLaDA + DPPStep Size (α)=32, Temperature (θ)=2.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0378
LLaDA + DPPStep Size (α)=64, Temperature (θ)=2.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0377.2
LLaDA + DPPStep Size (α)=2, Temperature (θ)=2.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0377.1
LLaDA + DPPStep Size (α)=128, Temperature (θ)=2.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0376.9
LLaDA + ODDStep Size (α)=32, Temperature (θ)=0.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0376.9
LLaDA + DPPStep Size (α)=8, Temperature (θ)=1.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0376.6
Baseline (LLaDA)Step Size (α)=0, Temperature (θ)=2.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0376.5
LLaDA + DPPStep Size (α)=2, Temperature (θ)=0.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0375.9
LLaDA + ODDStep Size (α)=64, Temperature (θ)=0.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0375.5
Baseline (LLaDA)Step Size (α)=0, Temperature (θ)=0.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0374.8
LLaDA + ODDStep Size (α)=16, Temperature (θ)=0.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0374.6
LLaDA + DPPStep Size (α)=32, Temperature (θ)=1.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0372.6
LLaDA + ODDStep Size (α)=8, Temperature (θ)=0.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0370.6
LLaDA + DPPStep Size (α)=16, Temperature (θ)=1.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0370.2
LLaDA + ODDStep Size (α)=2, Temperature (θ)=0.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0369.8
LLaDA + DPPStep Size (α)=64, Temperature (θ)=1.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0368.8
LLaDA + DPPStep Size (α)=128, Temperature (θ)=1.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0367.9
LLaDA + DPPStep Size (α)=8, Temperature (θ)=0.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0367.1
LLaDA + DPPStep Size (α)=64, Temperature (θ)=1.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0366.8
LLaDA + DPPStep Size (α)=128, Temperature (θ)=1.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0366.8
LLaDA + DPPStep Size (α)=128, Temperature (θ)=0.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0366.5
LLaDA + DPPStep Size (α)=128, Temperature (θ)=0.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0366.4
LLaDA + DPPStep Size (α)=16, Temperature (θ)=0.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0365.5
LLaDA + DPPStep Size (α)=32, Temperature (θ)=1.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0365.2
LLaDA + DPPStep Size (α)=64, Temperature (θ)=0.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0364.5
LLaDA + DPPStep Size (α)=64, Temperature (θ)=0.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0364.4
LLaDA + DPPStep Size (α)=2, Temperature (θ)=0.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0363.5
LLaDA + DPPStep Size (α)=8, Temperature (θ)=0.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0362.5
LLaDA + DPPStep Size (α)=32, Temperature (θ)=0.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0361.9
LLaDA + DPPStep Size (α)=16, Temperature (θ)=0.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0361.5
Baseline (LLaDA)Step Size (α)=0, Temperature (θ)=0.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0361
LLaDA + DPPStep Size (α)=32, Temperature (θ)=0.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.0361