Semantic Relation Identification on Hyponymy
92.5ROCGFLORA-PMI
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FLORA-PMIModel=G2-9b-it, Eval-time correction=per-task best2026.07 | 92.5 | 73.8 | |
| FLORA-NegModel=G2-9b-it, Eval-time correction=per-task best2026.07 | 92.3 | 72.2 | |
| RankAlignModel=G2-9b-it, Eval-time correction=per-task best2026.07 | 91.6 | 75.2 | |
| RankAlignModel=Q3.5-9b, Eval-time correction=per-task best2026.07 | 88.2 | 70.4 | |
| FLORA-NegModel=Q3.5-9b, Eval-time correction=per-task best2026.07 | 88.2 | 69.4 | |
| SFTModel=G2-9b-it, Eval-time correction=per-task best2026.07 | 88.1 | 64 | |
| FLORA-PMIModel=Q3.5-9b, Eval-time correction=per-task best2026.07 | 87.3 | 69.4 | |
| Consistency FTModel=G2-9b-it, Eval-time correction=per-task best2026.07 | 85.3 | 50.8 | |
| SFTModel=Q3.5-9b, Eval-time correction=per-task best2026.07 | 82.6 | 48.6 | |
| BaseModel=G2-9b-it, Eval-time correction=per-task best2026.07 | 81.2 | 48 | |
| Consistency FTModel=Q3.5-9b, Eval-time correction=per-task best2026.07 | 80.1 | 56.6 | |
| BaseModel=Q3.5-9b, Eval-time correction=per-task best2026.07 | 73.5 | 42.9 |