RTL Design Optimization on 60 circuits
9.56Improvement @15 (Area)AutoPPA-DS
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AutoPPA-DSBackbone=DeepSeek-V32026.04 | 9.56 | 1.66 | 10.84 | 11.91 | 2.57 | 13.44 | 12.45 | 2.05 | 13.58 | 15.31 | 0.43 | 15.97 | |
| DeepSeek-V3Category=General Models2026.04 | 8.98 | 1.63 | 9.95 | 10.55 | 1.85 | 11.4 | 11.04 | 2.09 | 11.97 | 11.2 | 2.36 | 12.29 | |
| AutoPPA-QwBackbone=Qwen-Coder2026.04 | 4.98 | 2.12 | 5.41 | 8.83 | 3.25 | 9.97 | 9.5 | 2.94 | 11.13 | 11.05 | 4.87 | 14.31 | |
| Qwen-CoderCategory=General Models2026.04 | 4.79 | 1.29 | 5.52 | 6.9 | 1.97 | 8 | 8.74 | 2.87 | 10.1 | 10.6 | 3.97 | 12.37 | |
| DS-R1-DistCategory=Reasoning Models2026.04 | 3.74 | 0.55 | 3.86 | 6.01 | 1.21 | 6.27 | 7.78 | 1.9 | 8.11 | 9.22 | 2.76 | 9.55 | |
| Qwen-CoderCategory=General Models2026.04 | 3.61 | 2.76 | 4.51 | 4.02 | 4.61 | 5.11 | 4.56 | 6.11 | 5.89 | 5.83 | 7.74 | 7.49 | |
| AutoPPA-QwBackbone=Qwen-Coder2026.04 | 3.1 | 4.65 | 4.62 | 4.82 | 6.15 | 5.52 | 9.75 | 9.8 | 11.79 | 8 | 11.28 | 10.87 | |
| CodeVCategory=RTL-Specific Models2026.04 | 1.98 | 1.92 | 2.5 | 2.49 | 2.49 | 3.36 | 2.39 | 2.8 | 3.34 | 1.69 | 3.15 | 2.61 | |
| DS-R1-DistCategory=Reasoning Models2026.04 | 1.87 | 1.51 | 2.32 | 2.47 | 2.52 | 3 | 2.48 | 3.02 | 3.06 | 2 | 3.33 | 2.56 | |
| DeepSeek-V3Category=General Models2026.04 | 1.65 | 4.2 | 2.9 | 2.11 | 5.15 | 3.44 | 2.48 | 5.67 | 3.96 | 2.9 | 6.37 | 4.49 | |
| CodeVCategory=RTL-Specific Models2026.04 | 1.35 | 0.47 | 1.61 | 3.1 | 1.06 | 3.53 | 4.36 | 1.63 | 4.75 | 5.32 | 2.27 | 5.45 | |
| HaVenCategory=RTL-Specific Models2026.04 | 1.33 | 0.12 | 1.48 | 3.02 | 0.33 | 3.46 | 4.14 | 0.51 | 4.82 | 4.77 | 0.6 | 5.57 | |
| AutoPPA-DSBackbone=DeepSeek-V32026.04 | 1.09 | 5.36 | 1.54 | 0.73 | 5.87 | 1.74 | 2.1 | 7.14 | 2.44 | 6.37 | 9.95 | 7.78 | |
| HaVenCategory=RTL-Specific Models2026.04 | 0.46 | 1 | 0.93 | 1.38 | 1.88 | 1.89 | 2.11 | 2.33 | 2.6 | 2.97 | 2.49 | 3.3 |