Image Classification on TopoBenchmark
79.34Cells ScoreTopoAgent
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| TopoAgentUnderlying LLM=GPT-4o2026.06 | 79.34 | 81.63 | 68.99 | 59.81 | 51.3 | 68.21 | |
| Object-type oracle2026.06 | 73.21 | 72.16 | 58.46 | 50.13 | 40.5 | 58.89 | |
| GPT-4oDecoding=Greedy (temperature 0)2026.06 | 66.46 | 44.33 | 52.32 | 34.59 | 33.53 | 46.25 | |
| MedRAX2026.06 | 66.17 | 62.99 | 52.66 | 38.71 | 32.15 | 50.54 | |
| Persistence statistics2026.06 | 64.43 | 54.34 | 52.73 | 42.76 | 34.76 | 49.8 | |
| Gemini 2.5 ProDecoding=Greedy (temperature 0)2026.06 | 63.57 | 52.19 | 52.1 | 33.39 | 33.53 | 46.96 | |
| Claude Sonnet 4.6Decoding=Greedy (temperature 0)2026.06 | 60.58 | 51.15 | 54.47 | 33.13 | 33.38 | 46.54 | |
| Persistence image2026.06 | 59.17 | 47.22 | 44.03 | 35.04 | 36.14 | 44.32 |