1D Diffusion-Reaction on PDEBench (Latency, GPU Energy Consumption)
0.99Latency (s)PiERN-PDEBench
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PiERN-PDEBenchModel size=2.4B2025.09 | 0.99 | 269.59 | |
| PiERN-PDEBenchModel size=3.5B2025.09 | 1.85 | 572.6 | |
| PiERN-PDEBenchModel size=15.8B2025.09 | 1.85 | 2,111.61 | |
| PiERN-PDEBenchModel size=33.8B2025.09 | 2.87 | 2,609.06 | |
| PiERN-PDEBenchModel size=5.8B2025.09 | 3.68 | 1,331.76 | |
| PiERN-PDEBenchModel size=9.8B2025.09 | 6.33 | 2,378.52 | |
| Qwen3Model size=0.6B2025.09 | 9.85 | 2,156.93 | |
| Qwen3-30B-A3B-InstructVersion=25072025.09 | 14.46 | 3,253.55 | |
| Qwen3Model size=1.7B2025.09 | 15.34 | 4,079.44 | |
| Qwen3Model size=4B2025.09 | 16.36 | 4,801.23 | |
| Qwen3Model size=8B2025.09 | 29.41 | 10,169.59 | |
| Qwen3Model size=14B2025.09 | 43.81 | 15,737.38 | |
| Tongyi-DeepResearchConfig=30B-A3B2025.09 | 56.15 | 13,221.97 | |
| Qwen3Model size=32B2025.09 | 92.37 | 32,745.18 |