Rethinking Self-Attention: Towards Interpretability in Neural Parsing | ✓ Link | 96.26 | 97.42 | 97.3 | Label Attention Layer + HPSG + XLNet | 2019-11-10 |
Enhancing Structure-aware Encoder with Extremely Limited Data for Graph-based Dependency Parsing | ✓ Link | 95.92 | 97.30 | | DMPar + XLNet | |
Automated Concatenation of Embeddings for Structured Prediction | ✓ Link | 95.8 | 97.2 | | ACE | 2020-10-10 |
Deep Biaffine Attention for Neural Dependency Parsing | ✓ Link | 95.75 | 97.29 | | Deep Biaffine + RoBERTa | 2016-11-06 |
Head-Driven Phrase Structure Grammar Parsing on Penn Treebank | ✓ Link | 95.72 | 97.20 | 97.3 | HPSG Parser (Joint) + XLNet | 2019-07-05 |
Second-Order Neural Dependency Parsing with Message Passing and End-to-End Training | ✓ Link | 95.34 | 96.91 | | MFVI | 2020-10-10 |
Semi-Supervised Sequence Modeling with Cross-View Training | ✓ Link | 95.02 | 96.61 | | CVT + Multi-Task | 2018-09-22 |
Recursive Non-Autoregressive Graph-to-Graph Transformer for Dependency Parsing with Iterative Refinement | ✓ Link | 95.01 | 96.66 | | RNG Transformer | 2020-03-29 |
Generalizing Natural Language Analysis through Span-relation Representations | ✓ Link | 94.70 | 96.44 | | SpanRel | 2019-11-10 |
Efficient Second-Order TreeCRF for Neural Dependency Parsing | ✓ Link | 94.49 | 96.14 | | CRFPar | 2020-05-03 |
Left-to-Right Dependency Parsing with Pointer Networks | ✓ Link | 94.43 | 96.04 | | Left-to-Right Pointer Network | 2019-03-20 |
Graph-based Dependency Parsing with Graph Neural Networks | ✓ Link | 94.31 | 95.97 | 97.3 | Graph-based parser with GNNs | 2019-07-01 |
Deep Biaffine Attention for Neural Dependency Parsing | ✓ Link | 94.22 | 95.87 | | Deep Biaffine | 2016-11-06 |
Stack-Pointer Networks for Dependency Parsing | ✓ Link | 94.19 | 95.87 | 97.3 | Stack-Pointer Network | 2018-05-03 |
An improved neural network model for joint POS tagging and dependency parsing | ✓ Link | 93.87 | 95.51 | 97.97 | jPTDP | 2018-07-11 |
[]() | | 93.2 | 95.42 | | Experiment-bert | |
Globally Normalized Transition-Based Neural Networks | ✓ Link | 92.79 | 94.61 | 97.44 | Andor et al. | 2016-03-19 |
Distilling an Ensemble of Greedy Dependency Parsers into One MST Parser | ✓ Link | 92.06 | 94.26 | 97.44 | Distilled neural FOG | 2016-09-24 |
Structured Training for Neural Network Transition-Based Parsing | | 92.06 | 94.01 | 97.3 | Weiss et al. | 2015-06-19 |
Simple and Accurate Dependency Parsing Using Bidirectional LSTM Feature Representations | ✓ Link | 91.9 | 93.99 | 97.44 | BIST transition-based parser | 2016-03-14 |
Training with Exploration Improves a Greedy Stack-LSTM Parser | | 91.42 | 93.56 | 97.3 | Arc-hybrid | 2016-03-11 |
Simple and Accurate Dependency Parsing Using Bidirectional LSTM Feature Representations | ✓ Link | 91.0 | 93.1 | 97.3 | BIST graph-based parser | 2016-03-14 |