Named Entity Recognition on SemEval
52.26F1 Score (%)Z-NERD
Evaluation results
| Method | Links | |
|---|---|---|
| Z-NERD2026.03 | 52.26 | |
| Z-NERD w/o OSDAblation=Without Orthogonal Semantic Decomposition2026.03 | 50.98 | |
| SciBERTEvaluation Protocol=Supervised2026.03 | 49.14 | |
| HGEREEvaluation Protocol=Supervised2026.03 | 48.25 | |
| Z-NERD w/o TCQKAblation=Without Multi-Scale TCQK2026.03 | 47.85 | |
| PL-MarkerEvaluation Protocol=Supervised2026.03 | 47.69 | |
| UniversalNER-7bEvaluation Protocol=Supervised2026.03 | 47.6 | |
| llama-3.3-70bEvaluation Protocol=Zero-Shot2026.03 | 30.16 | |
| qwen3-32bEvaluation Protocol=Zero-Shot2026.03 | 26.48 | |
| llama-3.1-8b-instantEvaluation Protocol=Zero-Shot2026.03 | 21.7 |