News Document Classification on MLDoc (test)
3.95Error Rate (FR)XLM_ft Monolingual Baseline (UDA)
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| XLM_ft Monolingual Baseline (UDA)Base Model=XLM_ft, Train Protocol=UDA, Mode=Monolingual, Unlabeled data=true2019.09 | 3.95 | 3.05 | 3.2 | 6.68 | 10.3 | — | |
| XLM_ft (UDA+Self)Base Model=XLM_ft, Train Protocol=UDA+Self, Unlabeled data=true2019.09 | 4.6 | 4.27 | — | 6.53 | 7.15 | 15.65 | |
| XLM_ft (UDA)Base Model=XLM_ft, Train Protocol=UDA, Unlabeled data=true2019.09 | 4.65 | 4.63 | — | 6.97 | 7.15 | 16.5 | |
| XLM (UDA+Self)Base Model=XLM, Train Protocol=UDA+Self, Unlabeled data=true2019.09 | 4.75 | 4.35 | — | 8.78 | 9.7 | 27.68 | |
| XLM (UDA)Base Model=XLM, Train Protocol=UDA, Unlabeled data=true2019.09 | 4.97 | 4.3 | — | 8.67 | 9.85 | 27.22 | |
| XLM Monolingual Baseline (Ft)Base Model=XLM, Train Protocol=Ft, Mode=Monolingual, Unlabeled data=false2019.09 | 5.35 | 3.77 | 3.95 | 7.85 | 11.05 | — | |
| XLM_ft (Ft)Base Model=XLM_ft, Train Protocol=Ft, Unlabeled data=true2019.09 | 6.3 | 6.43 | — | 8.7 | 11.02 | 25.78 | |
| XLM (Ft)Base Model=XLM, Train Protocol=Ft, Unlabeled data=false2019.09 | 7.95 | 6.03 | — | 12.08 | 11.95 | 26.95 | |
| pre-XLM sotaUnlabeled data=false2019.09 | 21.97 | 13.75 | — | 20.7 | 25.27 | 33.22 |