Entity Linking on WIKI
84.5Micro F1Guo and Barbosa
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Guo and Barbosa2019.02 | 84.5 | — | — | — | |
| RLEL2019.02 | 82.8 | — | — | — | |
| Milne and Witten2019.02 | 81.7 | — | — | — | |
| Phong and Titov2019.02 | 78 | — | — | — | |
| Ganea and Hofmann2019.02 | 77.5 | — | — | — | |
| Cheng and Roth2019.02 | 73.4 | — | — | — | |
| Ratinov and Lev2019.02 | 67.2 | — | — | — | |
| Hoffart and Johannes2019.02 | 63 | — | — | — | |
| BLINK-OGbiTrain data=B, Model type=Dense Retrieval (Bi-Encoder)2025.05 | — | — | — | 79.8 | |
| BLINK-OGcrossTrain data=B, Model type=Dense Retrieval (Cross-Encoder)2025.05 | — | — | — | 82.3 | |
| BLINK-ZbiTrain data=Z, Model type=Dense Retrieval (Bi-Encoder)2025.05 | — | — | — | 73.1 | |
| CHATELTrain data=B+CL, Method type=LLM Prompting2025.05 | — | — | — | 77.1 | |
| Cheng and RothSupervision Strategy=Wikipedia2019.06 | — | 73.4 | 81.38 | — | |
| Ganea and HofmannSupervision Strategy=Fully-supervised (Wiki + AIDA CoNLL train)2019.06 | — | 77.5 | 85.22 | — | |
| Guo and BarbosaSupervision Strategy=Fully-supervised (Wiki + AIDA CoNLL train)2019.06 | — | 84.5 | 85.7 | — | |
| Hoffart et al.Supervision Strategy=Wikipedia2019.06 | — | 63 | 67.32 | — | |
| Le and TitovSupervision Strategy=Fully-supervised (Wiki + AIDA CoNLL train)2019.06 | — | 78 | 85.5 | — | |
| Milne and WittenSupervision Strategy=Wikipedia2019.06 | — | 81.7 | 77.96 | — | |
| Our modelSupervision Strategy=Wiki + unlab2019.06 | — | 81.7 | 86.18 | — | |
| Ratinov et al.Supervision Strategy=Wikipedia2019.06 | — | 67.2 | 72.68 | — | |
| VERBALIZEDTrain data=Z, Label set=ZELDA labels2025.05 | — | — | — | 91.4 | |
| VERBALIZEDTrain data=Z, Label set=ZELDA + additional labels2025.05 | — | — | — | 91.4 | |
| VERBALIZEDTrain data=Z, Label set=ZELDA + additional labels, Strategy=Iterative training2025.05 | — | — | — | 90.8 |