Column Type Annotation on Freebase (test)
94.75F1 ScoreTURL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TURLFine-tuning=true2020.06 | 94.75 | 94.95 | 94.56 | |
| TURLFine-tuning=true, Table metadata=w/o2020.06 | 93.77 | 94.8 | 92.76 | |
| TURLFine-tuning=true, Input information=only learned embedding2020.06 | 93.33 | 94.72 | 91.97 | |
| TURLFine-tuning=true, Learned embedding=w/o2020.06 | 92.69 | 92.75 | 92.63 | |
| TURLFine-tuning=true, Input information=only table metadata2020.06 | 90.24 | 89.91 | 90.58 | |
| TURLFine-tuning=true, Input information=only entity mention2020.06 | 88.86 | 90.54 | 87.23 | |
| SherlockInput information=only entity mention2020.06 | 78.47 | 88.4 | 70.55 |