Entity Linking on QUAERO-MEDLINE french (test)
79.7Recall@1Llama-3-8B + SynCABEL
Evaluation results
| Method | Links | |
|---|---|---|
| Llama-3-8B + SynCABELArchitecture Paradigm=Generative Decoder-only, Supervision Strategy=Supervised, Inference Configuration=SynCABEL2026.01 | 79.7 | |
| Llama-3-8B + Guided inferenceArchitecture Paradigm=Generative Decoder-only, Supervision Strategy=Supervised, Inference Configuration=Guided inference2026.01 | 77.5 | |
| mBART-large + SynCABELArchitecture Paradigm=Generative Encoder-Decoder, Supervision Strategy=Supervised, Inference Configuration=SynCABEL2026.01 | 77.1 | |
| SapBERT-allArchitecture Paradigm=Context-free Bi-encoder, Supervision Strategy=Self-supervised2026.01 | 74.7 | |
| mBART-large + Guided inferenceArchitecture Paradigm=Generative Encoder-Decoder, Supervision Strategy=Supervised, Inference Configuration=Guided inference2026.01 | 72.8 | |
| ArboELArchitecture Paradigm=Contextualized Bi-encoder, Supervision Strategy=Supervised2026.01 | 70.9 | |
| Llama-3-8BArchitecture Paradigm=Generative Decoder-only, Supervision Strategy=Supervised2026.01 | 66.4 | |
| mBART-largeArchitecture Paradigm=Generative Encoder-Decoder, Supervision Strategy=Supervised2026.01 | 61.5 | |
| CODER-allArchitecture Paradigm=Context-free Bi-encoder, Supervision Strategy=Self-supervised2026.01 | 58.7 | |
| SapBERTArchitecture Paradigm=Context-free Bi-encoder, Supervision Strategy=Self-supervised2026.01 | 50.6 | |
| SciSpacyArchitecture Paradigm=Rule-based, Supervision Strategy=Unsupervised2026.01 | 40.5 |