Logical Reasoning on LogiQA (Acc, PCE, ECE)
60.22AccuracyEVOSELECT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| EVOSELECTIteration=2, Selection Ratio=0.5, Model Scale=14b2026.04 | 60.22 | — | — | |
| EVOSELECTIteration=2, Selection Ratio=0.2, Model Scale=14b2026.04 | 60.06 | — | — | |
| EVOSELECTIteration=1, Selection Ratio=0.5, Model Scale=14b2026.04 | 59.75 | — | — | |
| EVOSELECTIteration=1, Selection Ratio=0.2, Model Scale=14b2026.04 | 59.6 | — | — | |
| RandomIteration=1, Selection Ratio=0.2, Model Scale=14b2026.04 | 59.45 | — | — | |
| RandomIteration=1, Selection Ratio=0.5, Model Scale=14b2026.04 | 59.14 | — | — | |
| RandomIteration=2, Selection Ratio=0.5, Model Scale=14b2026.04 | 58.99 | — | — | |
| DiversityIteration=1, Selection Ratio=0.2, Model Scale=14b2026.04 | 58.83 | — | — | |
| TSDSIteration=1, Selection Ratio=0.2, Model Scale=14b2026.04 | 58.83 | — | — | |
| TSDSIteration=2, Selection Ratio=0.5, Model Scale=14b2026.04 | 58.68 | — | — | |
| BaseModel Scale=14b2026.04 | 58.53 | — | — | |
| AttributionIteration=2, Selection Ratio=0.2, Model Scale=14b2026.04 | 58.53 | — | — | |
| TSDSIteration=1, Selection Ratio=0.5, Model Scale=14b2026.04 | 58.37 | — | — | |
| Attr-DivIteration=2, Selection Ratio=0.5, Model Scale=14b2026.04 | 58.37 | — | — | |
| AllIteration=1, Model Scale=14b2026.04 | 58.22 | — | — | |
| AttributionIteration=1, Selection Ratio=0.2, Model Scale=14b2026.04 | 58.22 | — | — | |
| AttributionIteration=2, Selection Ratio=0.5, Model Scale=14b2026.04 | 58.22 | — | — | |
| DiversityIteration=2, Selection Ratio=0.5, Model Scale=14b2026.04 | 58.22 | — | — | |
| TSDSIteration=2, Selection Ratio=0.2, Model Scale=14b2026.04 | 58.06 | — | — | |
| DiversityIteration=2, Selection Ratio=0.2, Model Scale=14b2026.04 | 57.91 | — | — | |
| DiversityIteration=1, Selection Ratio=0.5, Model Scale=14b2026.04 | 57.45 | — | — | |
| Attr-DivIteration=1, Selection Ratio=0.5, Model Scale=14b2026.04 | 57.45 | — | — | |
| AttributionIteration=1, Selection Ratio=0.5, Model Scale=14b2026.04 | 57.3 | — | — | |
| RandomIteration=2, Selection Ratio=0.2, Model Scale=14b2026.04 | 57.3 | — | — | |
| Attr-DivIteration=1, Selection Ratio=0.2, Model Scale=14b2026.04 | 56.84 | — | — | |
| Attr-DivIteration=2, Selection Ratio=0.2, Model Scale=14b2026.04 | 56.84 | — | — | |
| AllIteration=2, Model Scale=14b2026.04 | 56.68 | — | — | |
| C^2GSPGConf.=logits2026.04 | 50.5 | 31.5 | 31.5 | |
| RLCMConf.=probe2026.04 | 49.7 | 12.7 | 14.5 | |
| RLCRConf.=verbal2026.04 | 49.5 | 40.4 | 40.4 | |
| GRPOConf.=probe2026.04 | 49 | 14.7 | 15.4 | |
| BaseConf.=probe2026.04 | 47.8 | 33.6 | 33.6 | |
| LLaVA+LIMModality=Text-only, Augmentation=Latent Imagination Module2026.04 | 40 | — | 13.6 | |
| BaselineModality=Text-only2026.04 | 28 | — | 53.13 |