Entity Linking on MM-ST21PV english (test)
75.4Recall@1Llama-3-8B + SynCABEL
Evaluation Results
| Method | Links | |
|---|---|---|
| Llama-3-8B + SynCABELArchitecture Paradigm=Generative Decoder-only, Supervision Strategy=Supervised, Inference Configuration=SynCABEL2026.01 | 75.4 | |
| ArboELArchitecture Paradigm=Contextualized Bi-encoder, Supervision Strategy=Supervised2026.01 | 74.5 | |
| Llama-3-8B + Guided inferenceArchitecture Paradigm=Generative Decoder-only, Supervision Strategy=Supervised, Inference Configuration=Guided inference2026.01 | 74.4 | |
| mBART-large + SynCABELArchitecture Paradigm=Generative Encoder-Decoder, Supervision Strategy=Supervised, Inference Configuration=SynCABEL2026.01 | 71.5 | |
| mBART-large + Guided inferenceArchitecture Paradigm=Generative Encoder-Decoder, Supervision Strategy=Supervised, Inference Configuration=Guided inference2026.01 | 70 | |
| Llama-3-8BArchitecture Paradigm=Generative Decoder-only, Supervision Strategy=Supervised2026.01 | 69 | |
| mBART-largeArchitecture Paradigm=Generative Encoder-Decoder, Supervision Strategy=Supervised2026.01 | 65.5 | |
| SapBERT-allArchitecture Paradigm=Context-free Bi-encoder, Supervision Strategy=Self-supervised2026.01 | 64.6 | |
| CODER-allArchitecture Paradigm=Context-free Bi-encoder, Supervision Strategy=Self-supervised2026.01 | 56.6 | |
| SciSpacyArchitecture Paradigm=Rule-based, Supervision Strategy=Unsupervised2026.01 | 53.8 | |
| SapBERTArchitecture Paradigm=Context-free Bi-encoder, Supervision Strategy=Self-supervised2026.01 | 51.1 |