Entity Linking on CWEB
78.5micro F1RLEL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RLEL2019.02 | 78.5 | — | — | — | |
| Ganea and Hofmann2019.02 | 77.9 | — | — | — | |
| Phong and Titov2019.02 | 77.5 | — | — | — | |
| Guo and Barbosa2019.02 | 77 | — | — | — | |
| Cheng and Roth2019.02 | 67.5 | — | — | — | |
| Milne and Witten2019.02 | 64.1 | — | — | — | |
| Hoffart and Johannes2019.02 | 58.6 | — | — | — | |
| Ratinov and Lev2019.02 | 56.2 | — | — | — | |
| BLINK-OGbiTrain data=B, Model type=Dense Retrieval (Bi-Encoder)2025.05 | — | — | — | 68.2 | |
| BLINK-OGcrossTrain data=B, Model type=Dense Retrieval (Cross-Encoder)2025.05 | — | — | — | 77.3 | |
| BLINK-ZbiTrain data=Z, Model type=Dense Retrieval (Bi-Encoder)2025.05 | — | — | — | 58.1 | |
| CHATELTrain data=B+CL, Method type=LLM Prompting2025.05 | — | — | — | 71.1 | |
| Cheng and RothSupervision Strategy=Wikipedia2019.06 | — | 67.5 | 81.38 | — | |
| Ganea and HofmannSupervision Strategy=Fully-supervised (Wiki + AIDA CoNLL train)2019.06 | — | 77.9 | 85.22 | — | |
| Guo and BarbosaSupervision Strategy=Fully-supervised (Wiki + AIDA CoNLL train)2019.06 | — | 77 | 85.7 | — | |
| Hoffart et al.Supervision Strategy=Wikipedia2019.06 | — | 58.6 | 67.32 | — | |
| Le and TitovSupervision Strategy=Fully-supervised (Wiki + AIDA CoNLL train)2019.06 | — | 77.5 | 85.5 | — | |
| Milne and WittenSupervision Strategy=Wikipedia2019.06 | — | 64.1 | 77.96 | — | |
| Our modelSupervision Strategy=Wiki + unlab2019.06 | — | 78.2 | 86.18 | — | |
| Ratinov et al.Supervision Strategy=Wikipedia2019.06 | — | 56.2 | 72.68 | — | |
| VERBALIZEDTrain data=Z, Label set=ZELDA labels2025.05 | — | — | — | 69.8 | |
| VERBALIZEDTrain data=Z, Label set=ZELDA + additional labels2025.05 | — | — | — | 69.8 | |
| VERBALIZEDTrain data=Z, Label set=ZELDA + additional labels, Strategy=Iterative training2025.05 | — | — | — | 71.5 |