Abstract Visual Reasoning WReN (10^2 samples)
27.3AccuracySoft TPR
Evaluation Results
| Method | Links | |
|---|---|---|
| Soft TPRRepresentation type=Fully continuous compositional, Downstream model=WReN2024.12 | 27.3 | |
| VCTRepresentation type=Symbolic vector-tokened compositional, Downstream model=WReN2024.12 | 22.8 | |
| VCT+Representation type=Symbolic vector-tokened compositional, Downstream model=WReN2024.12 | 19.1 | |
| COMET+Representation type=Symbolic vector-tokened compositional, Downstream model=WReN2024.12 | 19 | |
| Ada-GVAE-kRepresentation type=Symbolic scalar-tokened compositional, Downstream model=WReN2024.12 | 18.8 | |
| Ada-GVAE-k+Representation type=Symbolic scalar-tokened compositional, Downstream model=WReN2024.12 | 18.2 | |
| GVAE+Representation type=Symbolic scalar-tokened compositional, Downstream model=WReN2024.12 | 18 | |
| Slow-VAERepresentation type=Symbolic scalar-tokened compositional, Downstream model=WReN2024.12 | 17.8 | |
| MLVAE+Representation type=Symbolic scalar-tokened compositional, Downstream model=WReN2024.12 | 17.7 | |
| Shu+Representation type=Symbolic scalar-tokened compositional, Downstream model=WReN2024.12 | 17.7 | |
| ShuRepresentation type=Symbolic scalar-tokened compositional, Downstream model=WReN2024.12 | 17.5 | |
| COMETRepresentation type=Symbolic vector-tokened compositional, Downstream model=WReN2024.12 | 17.4 | |
| GVAERepresentation type=Symbolic scalar-tokened compositional, Downstream model=WReN2024.12 | 17.1 | |
| MLVAERepresentation type=Symbolic scalar-tokened compositional, Downstream model=WReN2024.12 | 17.1 | |
| Slow-VAE+Representation type=Symbolic scalar-tokened compositional, Downstream model=WReN2024.12 | 14.6 |