Dependency Parsing on DialectBench
30.8ALN ScoreXLM-R + Alignment + VAÇAÍ-Bowl
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| XLM-R + Alignment + VAÇAÍ-BowlBackbone=XLM-R, Source selection method=LangRank, Alignment=true, VAÇAÍ-Bowl=true2026.05 | 30.8 | 7.46 | 3.1 | 22.95 | 15.89 | 37.43 | 29.37 | 19.53 | 29.39 | 4.75 | |
| XLM-R + AlignmentBackbone=XLM-R, Source selection method=LangRank, Alignment=true2026.05 | 29.73 | 6.23 | 0.81 | 20.02 | 16.47 | 37.68 | 28.98 | 19.49 | 29.67 | 3.52 | |
| mBERT + Alignment + VAÇAÍ-Bowl + TOPPingBackbone=mBERT, Source selection method=TOPPing, Alignment=true, VAÇAÍ-Bowl=true2026.05 | 29.47 | 10.41 | 1.1 | 22.05 | 21.75 | 43.84 | 31.3 | 20.12 | 36.86 | 5.21 | |
| mBERT + Alignment + TOPPingBackbone=mBERT, Source selection method=TOPPing, Alignment=true2026.05 | 28.92 | 9.59 | 1.08 | 21.82 | 20.38 | 43.83 | 30.7 | 19.27 | 36.24 | 3.98 | |
| XLM-RBackbone=XLM-R, Source selection method=LangRank2026.05 | 28.87 | 5.34 | 1.16 | 21.04 | 14.8 | 38.1 | 29.01 | 21.12 | 27.6 | 2.6 | |
| mBERT + TOPPingBackbone=mBERT, Source selection method=TOPPing2026.05 | 27.93 | 9.51 | 2.38 | 20.36 | 20.1 | 43.29 | 29.82 | 18.06 | 35.42 | 5.51 | |
| mBERT + AlignmentBackbone=mBERT, Source variety selection method=LangRank (Lin et al., 2019)2026.05 | 22 | 7.95 | 1.35 | 18.12 | 14.22 | 36.9 | 34.89 | 14.06 | 33.18 | 3.69 | |
| mBERT + VAÇAÍ-BowlBackbone=mBERT, Source variety selection method=LangRank (Lin et al., 2019)2026.05 | 22 | 7.05 | 1.35 | 18 | 15.85 | 40.21 | 35.25 | 15.12 | 35.42 | 4.59 | |
| mBERT + VAÇAÍ-BowlBackbone=mBERT, Source variety selection method=TOPPing (OURS)2026.05 | 20.79 | 12.13 | 2.44 | 18.79 | 20.33 | 43.79 | 34.89 | 18.21 | 37.65 | 5.2 | |
| mBERTBackbone=mBERT, Source variety selection method=TOPPing (OURS)2026.05 | 20.53 | 10.41 | 2.32 | 18.11 | 20.33 | 42.29 | 34.96 | 17.19 | 37.05 | 5.2 | |
| mBERTBackbone=mBERT, Source variety selection method=LangRank (Lin et al., 2019)2026.05 | 20.43 | 7.54 | 1.42 | 15.3 | 13.17 | 36.89 | 31.44 | 13.35 | 34 | 4.59 | |
| mBERT + AlignmentBackbone=mBERT, Source variety selection method=TOPPing (OURS)2026.05 | 18.21 | 10.74 | 2.21 | 18.45 | 20.1 | 43.19 | 32.61 | 16.06 | 34.15 | 4.9 |