Named Entity Recognition on NCBI
89.24F1 ScoreCL-KL
Evaluation Results
| Method | Links | |
|---|---|---|
| CL-KLEvaluation Setting=W/O CONTEXT2021.05 | 89.24 | |
| CL-L2Evaluation Setting=W/ CONTEXT2021.05 | 89.22 | |
| CL-L2Evaluation Setting=W/O CONTEXT2021.05 | 89.2 | |
| W/ CONTEXT (Baseline)Evaluation Setting=W/ CONTEXT2021.05 | 89.01 | |
| CL-KLEvaluation Setting=W/ CONTEXT2021.05 | 88.96 | |
| Bio-Flair2021.05 | 88.85 | |
| W/O CONTEXT (Baseline)Evaluation Setting=W/O CONTEXT2021.05 | 88.65 | |
| LUKEEvaluation Setting=W/O CONTEXT2021.05 | 87.62 | |
| YAYI-UIEEvaluation Protocol=Supervised2024.11 | 87.29 | |
| KnowCoder-XEvaluation Protocol=Supervised2024.11 | 85.49 | |
| IEPILEEvaluation Protocol=Supervised2024.11 | 85.26 | |
| B2NEREvaluation Protocol=Supervised2024.11 | 84.83 | |
| ACLMtraining_samples=5002023.06 | 80.57 | |
| BERTEvaluation Protocol=Supervised2024.11 | 80.2 | |
| LWTRtraining_samples=5002023.06 | 78.97 | |
| DAGAtraining_samples=5002023.06 | 78.09 | |
| Gold-Onlytraining_samples=5002023.06 | 75.75 | |
| MELMtraining_samples=5002023.06 | 75.11 | |
| ACLMtraining_samples=2002023.06 | 74.27 | |
| Gold-Onlytraining_samples=2002023.06 | 72.92 | |
| LWTRtraining_samples=2002023.06 | 72.15 | |
| DAGAtraining_samples=2002023.06 | 71.14 | |
| MELMtraining_samples=2002023.06 | 70.12 | |
| JPT-4Bzero-shot=true2026.04 | 68.7 | |
| gliner_large-v2.5Evaluation Protocol=Zero-shot2026.02 | 65.3 | |
| gliner_medium-v2.5Evaluation Protocol=Zero-shot2026.02 | 64.3 | |
| gliner_small-v2.5Evaluation Protocol=Zero-shot2026.02 | 64.2 | |
| GLiNER-Lzero-shot=true2026.04 | 61.9 | |
| UniNER-7Bzero-shot=true2026.04 | 60.4 |