Mathematical Reasoning on GSM8K 200 PROBLEMS
88.6Pass@16LLaDA + ODD
Evaluation Results
| Method | Links | |
|---|---|---|
| LLaDA + ODDStep Size (α)=128, Temperature (θ)=1.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 88.6 | |
| LLaDA + ODDStep Size (α)=64, Temperature (θ)=1.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 87.9 | |
| LLaDA + ODDStep Size (α)=128, Temperature (θ)=0.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 87.8 | |
| LLaDA + ODDStep Size (α)=128, Temperature (θ)=1.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 87.6 | |
| LLaDA + ODDStep Size (α)=128, Temperature (θ)=2.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 87.5 | |
| LLaDA + ODDStep Size (α)=64, Temperature (θ)=0.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 87.3 | |
| LLaDA + ODDStep Size (α)=64, Temperature (θ)=1.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 86.7 | |
| LLaDA + ODDStep Size (α)=32, Temperature (θ)=1.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 86.4 | |
| LLaDA + ODDStep Size (α)=32, Temperature (θ)=1.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 86.2 | |
| LLaDA + ODDStep Size (α)=64, Temperature (θ)=2.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 85.6 | |
| LLaDA + ODDStep Size (α)=32, Temperature (θ)=0.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 85.4 | |
| LLaDA + ODDStep Size (α)=32, Temperature (θ)=2.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 84.9 | |
| LLaDA + ODDStep Size (α)=16, Temperature (θ)=1.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 84.4 | |
| LLaDA + ODDStep Size (α)=16, Temperature (θ)=1.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 84.2 | |
| LLaDA + ODDStep Size (α)=8, Temperature (θ)=1.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 84 | |
| LLaDA + DPPStep Size (α)=2, Temperature (θ)=1.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 83.9 | |
| Baseline (LLaDA)Step Size (α)=0, Temperature (θ)=1.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 83.4 | |
| LLaDA + ODDStep Size (α)=8, Temperature (θ)=1.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 83.4 | |
| LLaDA + ODDStep Size (α)=2, Temperature (θ)=1.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 83.2 | |
| LLaDA + ODDStep Size (α)=2, Temperature (θ)=1.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 83.1 | |
| LLaDA + ODDStep Size (α)=16, Temperature (θ)=2.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 83.1 | |
| LLaDA + ODDStep Size (α)=16, Temperature (θ)=0.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 82.8 | |
| LLaDA + DPPStep Size (α)=8, Temperature (θ)=1.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 82.5 | |
| LLaDA + DPPStep Size (α)=2, Temperature (θ)=1.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 82.3 | |
| LLaDA + ODDStep Size (α)=8, Temperature (θ)=0.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 81.6 | |
| Baseline (LLaDA)Step Size (α)=0, Temperature (θ)=1.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 81.3 | |
| LLaDA + ODDStep Size (α)=8, Temperature (θ)=2.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 81.3 | |
| LLaDA + DPPStep Size (α)=16, Temperature (θ)=2.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 80.8 | |
| LLaDA + ODDStep Size (α)=2, Temperature (θ)=0.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 80.8 | |
| LLaDA + DPPStep Size (α)=8, Temperature (θ)=2.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 79.3 | |
| LLaDA + ODDStep Size (α)=128, Temperature (θ)=0.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 79 | |
| LLaDA + DPPStep Size (α)=16, Temperature (θ)=1.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 78.7 | |
| LLaDA + ODDStep Size (α)=2, Temperature (θ)=2.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 78.2 | |
| LLaDA + DPPStep Size (α)=32, Temperature (θ)=2.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 78 | |
| LLaDA + DPPStep Size (α)=64, Temperature (θ)=2.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 77.2 | |
| LLaDA + DPPStep Size (α)=2, Temperature (θ)=2.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 77.1 | |
| LLaDA + DPPStep Size (α)=128, Temperature (θ)=2.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 76.9 | |
| LLaDA + ODDStep Size (α)=32, Temperature (θ)=0.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 76.9 | |
| LLaDA + DPPStep Size (α)=8, Temperature (θ)=1.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 76.6 | |
| Baseline (LLaDA)Step Size (α)=0, Temperature (θ)=2.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 76.5 | |
| LLaDA + DPPStep Size (α)=2, Temperature (θ)=0.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 75.9 | |
| LLaDA + ODDStep Size (α)=64, Temperature (θ)=0.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 75.5 | |
| Baseline (LLaDA)Step Size (α)=0, Temperature (θ)=0.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 74.8 | |
| LLaDA + ODDStep Size (α)=16, Temperature (θ)=0.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 74.6 | |
| LLaDA + DPPStep Size (α)=32, Temperature (θ)=1.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 72.6 | |
| LLaDA + ODDStep Size (α)=8, Temperature (θ)=0.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 70.6 | |
| LLaDA + DPPStep Size (α)=16, Temperature (θ)=1.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 70.2 | |
| LLaDA + ODDStep Size (α)=2, Temperature (θ)=0.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 69.8 | |
| LLaDA + DPPStep Size (α)=64, Temperature (θ)=1.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 68.8 | |
| LLaDA + DPPStep Size (α)=128, Temperature (θ)=1.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 67.9 | |
| LLaDA + DPPStep Size (α)=8, Temperature (θ)=0.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 67.1 | |
| LLaDA + DPPStep Size (α)=64, Temperature (θ)=1.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 66.8 | |
| LLaDA + DPPStep Size (α)=128, Temperature (θ)=1.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 66.8 | |
| LLaDA + DPPStep Size (α)=128, Temperature (θ)=0.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 66.5 | |
| LLaDA + DPPStep Size (α)=128, Temperature (θ)=0.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 66.4 | |
| LLaDA + DPPStep Size (α)=16, Temperature (θ)=0.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 65.5 | |
| LLaDA + DPPStep Size (α)=32, Temperature (θ)=1.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 65.2 | |
| LLaDA + DPPStep Size (α)=64, Temperature (θ)=0.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 64.5 | |
| LLaDA + DPPStep Size (α)=64, Temperature (θ)=0.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 64.4 | |
| LLaDA + DPPStep Size (α)=2, Temperature (θ)=0.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 63.5 | |
| LLaDA + DPPStep Size (α)=8, Temperature (θ)=0.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 62.5 | |
| LLaDA + DPPStep Size (α)=32, Temperature (θ)=0.5, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 61.9 | |
| LLaDA + DPPStep Size (α)=16, Temperature (θ)=0.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 61.5 | |
| Baseline (LLaDA)Step Size (α)=0, Temperature (θ)=0.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 61 | |
| LLaDA + DPPStep Size (α)=32, Temperature (θ)=0.0, Backbone=LLaDA-8B-Instruct, Quantization=4-bit2026.03 | 61 |