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Global Greedy Dependency Parsing
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use global greedy parsing instead of the easy-first parser | Dependency parsing · PTB-SD and CTB | LAS: 90.9 -> 94.54; 85.5 -> 89.44 | Helped |
| replace greedy decoding with MST decoding (ablation) | Global Greedy parser · PTB-SD | UAS: 95.83 -> 95.93 | Helped |
| replace greedy decoding with MST decoding (ablation) | Global Greedy parser · CTB | UAS: 90.47 -> 90.55 | No clear effect |
| add fixed BERT representation | Global Greedy parser · PTB-SD | UAS: 95.83 -> 96.44 | Helped |
| add fixed ELMo and BERT representations | Global Greedy parser · PTB-SD | UAS: 95.83 -> 96.59 | Helped |
| use global greedy parsing rather than B AF | Dependency parsing · CoNLL 14 treebanks | UAS: 90.93 -> 92.05 | Helped |
| use global greedy parsing rather than S P | Dependency parsing · UD 12 treebanks | UAS: 93.52 -> 94.55 | Helped |
| use global greedy decoding rather than S P | Dependency parsing · PTB decoding | tokens/sec.: 1508 -> 8541 | Helped |
Closest papers by meaning
- Bidirectional Transition-Based Dependency Parsing (AAAI 2019 · similarity 0.90)
- Dependency Parsing is More Parameter-Efficient with Normalization (NeurIPS 2025 · similarity 0.88)
- Dynamic Syntactic Feature Filtering and Injecting Networks for Cross-lingual Dependency Parsing (AAAI 2025 · similarity 0.86)
- Improving Unsupervised Constituency Parsing via Maximizing Semantic Information (ICLR 2025 · similarity 0.86)
- Implicit Word Reordering with Knowledge Distillation for Cross-Lingual Dependency Parsing (AAAI 2025 · similarity 0.86)
- Error Diversity Matters: An Error-Resistant Ensemble Method for Unsupervised Dependency Parsing (AAAI 2025 · similarity 0.85)
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