Dependency Parsing on UD CHILDES (dev)
96.23UASSuPar
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SuParBackbone Model=RoBERTa-large, Training Data=gold2026.05 | 96.23 | — | — | — | 93.23 | |
| StanzaBackbone Model=RoBERTa-large, Training Data=gold2026.05 | 95.65 | — | — | — | 93.28 | |
| SuParBackbone Model=RoBERTa-large, Training Data=10k silver + gold2026.05 | 95.59 | — | — | — | 93.45 | |
| StanzaBackbone Model=RoBERTa-base, Training Data=gold2026.05 | 95.44 | — | — | — | 93.06 | |
| StanzaBackbone Model=BiLSTM, Training Data=gold2026.05 | 94.91 | — | — | — | 92.51 | |
| SuParBackbone Model=RoBERTa-large, Training Data=10k silver → gold2026.05 | 94.8 | — | — | — | 92.31 | |
| DiaParserBackbone Model=RoBERTa-large, Training Data=10k silver + gold2026.05 | 92.58 | — | — | — | 89.1 | |
| DiaParserBackbone Model=RoBERTa-large, Training Data=gold2026.05 | 91.58 | — | — | — | 94.48 | |
| StanzaBackbone Model=off-the-shelf, Training Data=all EN-UD treebanks2026.05 | 90.63 | — | — | — | 86.57 | |
| spaCyBackbone Model=en_core_web_trf, Training Data=OntoNotes 52026.05 | 69.37 | — | — | — | 61.25 | |
| spaCy2026.02 | 67 | 16,205 | — | — | — | |
| Current ParserNumber of rules=1452026.02 | 60 | 14,577 | — | — | — | |
| Current ParserNumber of rules=632026.02 | 40 | 9,707 | — | — | — | |
| DiaParserBackbone Model=RoBERTa-large, Training Data=gold data2026.05 | — | — | 74.66 | 85.85 | — | |
| DiaParserBackbone Model=RoBERTa-large, Training Data=10k silver data + gold data2026.05 | — | — | 68.26 | 81.22 | — | |
| MachampBackbone Model=RoBERTa-large, Training Data=gold2026.05 | — | — | — | — | 85.13 | |
| MachampBackbone Model=RoBERTa-base, Training Data=gold2026.05 | — | — | — | — | 84.46 | |
| spaCyBackbone Model=en_core_web_trf, Training Data=OntoNotes 52026.05 | — | — | 28.29 | 46.91 | — | |
| StanzaBackbone Model=BiLSTM, Training Data=gold data2026.05 | — | — | 77.35 | 86.99 | — | |
| StanzaBackbone Model=RoBERTa-large, Training Data=gold data2026.05 | — | — | 79.09 | 88.57 | — | |
| StanzaBackbone Model=RoBERTa-base, Training Data=gold data2026.05 | — | — | 78.7 | 88.01 | — | |
| StanzaBackbone Model=Off-the-shelf, Training Data=all EN-UD treebanks2026.05 | — | — | 63.78 | 77.77 | — | |
| SuParBackbone Model=RoBERTa-large, Training Data=gold data2026.05 | — | — | 81.17 | 89.74 | — | |
| SuParBackbone Model=RoBERTa-large, Training Data=10k silver data + gold data2026.05 | — | — | 79.74 | 88.47 | — | |
| SuParBackbone Model=RoBERTa-large, Training Data=10k silver data → gold data2026.05 | — | — | 80.8 | 89.61 | — |