SOTAVerified

CCG Supertagging

Combinatory Categorical Grammar (CCG; Steedman, 2000) is a highly lexicalized formalism. The standard parsing model of Clark and Curran (2007) uses over 400 lexical categories (or supertags), compared to about 50 part-of-speech tags for typical parsers.

Example:

| Vinken | , | 61 | years | old | | --- | ---| --- | --- | --- | | N| , | N/N | N | (S[adj]\ NP)\ NP |

Papers

Showing 110 of 24 papers

TitleStatusHype
Geometry-Aware Supertagging with Heterogeneous Dynamic ConvolutionsCode0
Something Old, Something New: Grammar-based CCG Parsing with Transformer ModelsCode1
CCG Supertagging as Top-down Tree Generation0
Supertagging Combinatory Categorial Grammar with Attentive Graph Convolutional NetworksCode1
Supertagging with CCG primitives0
Hierarchically-Refined Label Attention Network for Sequence LabelingCode1
Probing What Different NLP Tasks Teach Machines about Function Word Comprehension0
An Empirical Investigation of Global and Local Normalization for Recurrent Neural Sequence Models Using a Continuous Relaxation to Beam Search0
Language Modeling Teaches You More than Translation Does: Lessons Learned Through Auxiliary Syntactic Task Analysis0
Semi-Supervised Sequence Modeling with Cross-View TrainingCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Heterogeneous Dynamic ConvolutionsAccuracy96.29Unverified
2NeST-CCG + BERTAccuracy96.25Unverified
3CVT + Multi-task + LargeAccuracy96.1Unverified
4BiLSTM-LANAccuracy94.7Unverified
5Lewis et al.Accuracy94.7Unverified
6Vaswani et al.Accuracy94.24Unverified
7Low supervisionAccuracy93.26Unverified
8Xu et al.Accuracy93Unverified