Semantic Column Type Prediction on T2D (test)
96.6AccuracyHNN + P2vec
Evaluation Results
| Method | Links | |
|---|---|---|
| HNN + P2vecTraining Data=Local-70%2019.05 | 96.6 | |
| HNN + P2VecInput Information=entity mention + KB, Evaluation Protocol=trained with 70% of T2D and Efthymiou respectively2020.06 | 96.6 | |
| ColNetTraining Data=Local-70%2019.05 | 94.7 | |
| TURLInput Information=only entity mention, Mode=fine-tuning, Evaluation Protocol=directly applied by type mapping without retraining2020.06 | 88.8 | |
| TURLInput Information=only entity mention + table metadata, Mode=fine-tuning, Evaluation Protocol=directly applied by type mapping without retraining2020.06 | 86 | |
| Lookup-VoteTraining Data=N/A2019.05 | 83.5 | |
| T2K MatchTraining Data=N/A2019.05 | 77.2 |