Named Entity Recognition on SPHERE
80.47CS NER ScoreZ-NERD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Z-NERDEvaluation Protocol=Supervised2026.03 | 80.47 | 82.39 | 84.35 | 83.96 | |
| Z-NERD w/o OSDEvaluation Protocol=Supervised, Ablation=Without Orthogonal Semantic Decomposition2026.03 | 76.93 | 76.68 | 82.4 | 78.24 | |
| HGEREEvaluation Protocol=Supervised2026.03 | 69.82 | 72.46 | 76.42 | 67.24 | |
| Z-NERDEvaluation Protocol=Zero-Shot2026.03 | 69.52 | 73.19 | 74.21 | 72.28 | |
| PL-MarkerEvaluation Protocol=Supervised2026.03 | 68.64 | 72.83 | 75.78 | 66.72 | |
| Z-NERD w/o TCQKEvaluation Protocol=Supervised, Ablation=Without Multi-Scale TCQK2026.03 | 68.47 | 74.92 | 73.92 | 69.48 | |
| SciBERTEvaluation Protocol=Supervised2026.03 | 68.19 | 72.9 | 75.83 | 67.29 | |
| Z-NERD w/o OSDEvaluation Protocol=Zero-Shot, Ablation=Without Orthogonal Semantic Decomposition2026.03 | 62.04 | 65.17 | 73.29 | 63.45 | |
| Z-NERD w/o TCQKEvaluation Protocol=Zero-Shot, Ablation=Without Multi-Scale TCQK2026.03 | 59.35 | 61.74 | 68.3 | 57.73 | |
| HGEREEvaluation Protocol=Zero-Shot2026.03 | 58.95 | 60.67 | 68.51 | 58.03 | |
| SciBERTEvaluation Protocol=Zero-Shot2026.03 | 57.02 | 61.22 | 68.45 | 57.14 | |
| PL-MarkerEvaluation Protocol=Zero-Shot2026.03 | 56.39 | 60.51 | 66.17 | 57.92 |