Image-to-Text Retrieval on Analog Circuit Pairs N=1,000 (test)
78.5R@1AnalogRetriever
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| AnalogRetrieverEncoder=RGCN, Optimization=Curriculum learning2026.04 | 78.5 | 96.7 | 98.3 | |
| TIC (GCN)Variants=tri-modal, Encoder=GCN2026.04 | 71.3 | 96.4 | 98.8 | |
| TIC (RGCN)Variants=tri-modal, Encoder=port-aware RGCN2026.04 | 71.1 | 96.7 | 98.9 | |
| TI (Bi-Modal)Encoder=CLIP fine-tuned on analog circuit pairs2026.04 | 69.8 | 94.1 | 96.7 | |
| CLIP2026.04 | 2.7 | 7.6 | 12.9 | |
| CROP2026.04 | 2.7 | 7.6 | 12.9 | |
| ChatLS2026.04 | 2.7 | 7.6 | 12.9 | |
| NetTAG2026.04 | 2.7 | 7.6 | 12.9 |