Post-synthesis Area Prediction on StructRTL SkyWater 130nm (val)
0.351MAEUniRTL
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| UniRTLNetlist Info=Excluded2026.05 | 0.351 | 6 | 0.7682 | 0.4815 | |
| StructRTLNetlist Info=Excluded2026.05 | 0.3649 | 6 | 0.7463 | 0.5037 | |
| UniRTL (w/o code)Netlist Info=Excluded, ablation=without code2026.05 | 0.3671 | 7 | 0.7546 | 0.4954 | |
| GATNetlist Info=Excluded2026.05 | 0.5497 | 9 | 0.5857 | 0.6437 | |
| DeepRTL2-LlamaNetlist Info=Excluded2026.05 | 0.6988 | 12 | 0.6758 | 0.5694 | |
| CodeV-QW-7BNetlist Info=Excluded2026.05 | 0.7229 | 13 | 0.6353 | 0.6039 | |
| CircuitFusionNetlist Info=Excluded2026.05 | 0.7762 | 14 | 0.6175 | 0.6185 | |
| DeepRTL2-DeepSeekNetlist Info=Excluded2026.05 | 0.7802 | 14 | 0.6225 | 0.6144 | |
| CodeV-CL-7BNetlist Info=Excluded2026.05 | 0.7982 | 15 | 0.5755 | 0.6515 | |
| GraphCodeBERTNetlist Info=Excluded2026.05 | 0.8424 | 15 | 0.5207 | 0.6923 | |
| UniRTL (w/o graph)Netlist Info=Excluded, ablation=without graph2026.05 | 0.8818 | 15 | 0.5173 | 0.6948 | |
| CodeV-DS-6.7BNetlist Info=Excluded2026.05 | 0.8967 | 17 | 0.4862 | 0.6973 |