Outcome Prediction on UKET (test)
65.21Macro-F1B2 (LoRA enc. + head)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| B2 (LoRA enc. + head)Track=B, Model=Gemma-4 26B-A4B, Encoder_status=Fine-tuned via LoRA2026.06 | 65.21 | 75.55 | |
| G4 (+judge + DCO)Track=G, Model=Gemma-4 26B-A4B, Configuration=Judge conditioning + DCO co-prediction2026.06 | 60.12 | 73.26 | |
| G3 (+judge prompt)Track=G, Model=Gemma-4 26B-A4B, Configuration=Judge conditioning2026.06 | 60.07 | 72.88 | |
| G4-H1 (r=64)Track=G, Model=Gemma-4 26B-A4B, LoRA_rank=642026.06 | 59.67 | 71.91 | |
| G4-H2 (GCO-first)Track=G, Model=Gemma-4 26B-A4B, Configuration=GCO-first formatting2026.06 | 59.54 | 72.93 | |
| G2 (+DCO co-pred.)Track=G, Model=Gemma-4 26B-A4B, Configuration=DCO co-prediction2026.06 | 59.17 | 72.12 | |
| B1 (frozen enc. + head)Track=B, Model=Gemma-4 26B-A4B, Encoder_status=Frozen2026.06 | 58.05 | 69.48 | |
| G1 (vanilla SFT)Track=G, Model=Gemma-4 26B-A4B, Configuration=Vanilla SFT2026.06 | 57.22 | 72.3 | |
| D4c (best D-track)Track=D, Backbone=ModernBERT, Components=LWAN, 11-class DCO, gated fusion2026.06 | 52.66 | 64.46 | |
| G0 (zero-shot)Track=G, Model=Gemma-4 26B-A4B, Configuration=Zero-shot2026.06 | 49.18 | 61.73 |