CCG Supertagging

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

2 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

8 shown of 8 papers with code (24 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Targeted Syntactic Evaluation of Language Models
  27 Aug 2018 5 repositories listed Syntology ran 0 of 4 samples · 4 unverified
  We automatically construct a large number of minimally different pairs of English sentences, each consisting of a grammatical and an ungrammatical sentence.
• Geometry-Aware Supertagging with Heterogeneous Dynamic Convolutions
  23 Mar 2022 2 repositories listed
  The syntactic categories of categorial grammar formalisms are structured units made of smaller, indivisible primitives, bound together by the underlying grammar's category formation rules.
• Something Old, Something New: Grammar-based CCG Parsing with Transformer Models
  21 Sep 2021 2 repositories listed
  This report describes the parsing problem for Combinatory Categorial Grammar (CCG), showing how a combination of Transformer-based neural models and a symbolic CCG grammar can lead to substantial gains over existing…
• Hierarchically-Refined Label Attention Network for Sequence Labeling
  23 Aug 2019 2 repositories listed
  CRF has been used as a powerful model for statistical sequence labeling.
• Semi-Supervised Sequence Modeling with Cross-View Training
  22 Sep 2018 2 repositories listed
  We therefore propose Cross-View Training (CVT), a semi-supervised learning algorithm that improves the representations of a Bi-LSTM sentence encoder using a mix of labeled and unlabeled data.
• Supertagging Combinatory Categorial Grammar with Attentive Graph Convolutional Networks
  13 Oct 2020 1 repository listed Syntology ran 2 of 2 samples · 0 unverified
  Specifically, we build the graph from chunks (n-grams) extracted from a lexicon and apply attention over the graph, so that different word pairs from the contexts within and across chunks are weighted in the model and…
• Exploring the Syntactic Abilities of RNNs with Multi-task Learning
  12 Jun 2017 1 repository listed
  Recent work has explored the syntactic abilities of RNNs using the subject-verb agreement task, which diagnoses sensitivity to sentence structure.
• Keystroke dynamics as signal for shallow syntactic parsing
  11 Oct 2016 1 repository listed
  Keystroke dynamics have been extensively used in psycholinguistic and writing research to gain insights into cognitive processing.

Syntology lines on 2 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.