Biological Relation Identification (EP) on BioREDirect
75F1 ScorePubMedBERT
Evaluation results
| Method | Links | |
|---|---|---|
| PubMedBERT2026.06 | 75 | |
| GPT-3.5Training=fine-tune2026.06 | 70 | |
| gemma-4-31B-itTask Formulation=Pairwise Classification, Reasoning=disabled2026.06 | 68 | |
| gemma-4-31B-itTask Formulation=Pairwise Classification, Reasoning=enabled2026.06 | 67 | |
| Qwen3.5-27BTask Formulation=Pairwise Classification, Reasoning=enabled2026.06 | 67 | |
| Qwen3.5-35B-A3BTask Formulation=Pairwise Classification, Reasoning=enabled2026.06 | 67 | |
| gemma-4-26B-A4B-itTask Formulation=Pairwise Classification, Reasoning=enabled2026.06 | 66 | |
| gemma-4-26B-A4B-itTask Formulation=Pairwise Classification, Reasoning=disabled2026.06 | 65 | |
| gemma-4-31B-itTask Formulation=Joint Generation, Reasoning=enabled2026.06 | 63 | |
| Qwen3.5-35B-A3BTask Formulation=Joint Generation, Reasoning=enabled2026.06 | 62 | |
| Qwen3.5-27BTask Formulation=Joint Generation, Reasoning=enabled2026.06 | 61 | |
| gemma-4-31B-itTask Formulation=Joint Generation, Reasoning=disabled2026.06 | 60 | |
| Qwen3.5-27BTask Formulation=Pairwise Classification, Reasoning=disabled2026.06 | 59 | |
| Qwen3.5-27BTask Formulation=Joint Generation, Reasoning=disabled2026.06 | 59 | |
| gemma-4-26B-A4B-itTask Formulation=Joint Generation, Reasoning=enabled2026.06 | 57 | |
| Qwen3.5-35B-A3BTask Formulation=Joint Generation, Reasoning=disabled2026.06 | 56 | |
| gemma-4-26B-A4B-itTask Formulation=Joint Generation, Reasoning=disabled2026.06 | 53 | |
| Qwen3.5-35B-A3BTask Formulation=Pairwise Classification, Reasoning=disabled2026.06 | 17 |