Post-synthesis Delay Prediction on StructRTL SkyWater 130nm (val)
0.3384MAEUniRTL
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| UniRTLNetlist Info=Excluded2026.05 | 0.3384 | 6 | 0.7832 | 0.4656 | |
| UniRTL (w/o code)Netlist Info=Excluded, ablation=without code2026.05 | 0.3584 | 6 | 0.7602 | 0.4897 | |
| CircuitFusionNetlist Info=Excluded2026.05 | 0.5272 | 9 | 0.5619 | 0.6619 | |
| CodeV-QW-7BNetlist Info=Excluded2026.05 | 0.534 | 9 | 0.5277 | 0.6872 | |
| StructRTLNetlist Info=Excluded2026.05 | 0.5414 | 10 | 0.763 | 0.4868 | |
| CodeV-CL-7BNetlist Info=Excluded2026.05 | 0.562 | 10 | 0.5174 | 0.6947 | |
| DeepRTL2-LlamaNetlist Info=Excluded2026.05 | 0.5756 | 10 | 0.5017 | 0.7059 | |
| GraphCodeBERTNetlist Info=Excluded2026.05 | 0.6109 | 11 | 0.3989 | 0.7753 | |
| DeepRTL2-DeepSeekNetlist Info=Excluded2026.05 | 0.6357 | 11 | 0.4137 | 0.7657 | |
| UniRTL (w/o graph)Netlist Info=Excluded, ablation=without graph2026.05 | 0.6375 | 11 | 0.3839 | 0.7849 | |
| CodeV-DS-6.7BNetlist Info=Excluded2026.05 | 0.6403 | 12 | 0.3905 | 0.7807 | |
| GATNetlist Info=Excluded2026.05 | 0.7327 | 13 | 0.6639 | 0.5797 |