Image Classification on CIFAR-10 (NEC, Acc, SIR)
94.59AccuracyLinear Probe
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Linear ProbeEvaluation protocol=linear probe2026.06 | 94.59 | — | — | |
| CFM (Ours)Concept type=curated (LLM-based hierarchy), Concept budget=602026.06 | 91.59 | 6.9 | 19.78 | |
| PCBMConcept type=curated (ConceptNet), Concept budget=602026.06 | 91.15 | 56.8 | 2.19 | |
| LaboConcept type=curated (LLM), Concept budget=602026.06 | 90.93 | 57.73 | 1.94 | |
| CBM (Random)Concept type=random, Concept budget=602026.06 | 89.2 | 56.8 | 0 | |
| CFM (Random)Concept type=random, Concept budget=602026.06 | 76.46 | 6.9 | 0 |