Discontinuous Constituency and BERT: A Case Study of Dutch
In this paper, we set out to quantify the syntactic capacity of BERT in the evaluation regime of non-context free patterns, as occurring in Dutch. We devise a test suite based on a mildly context-sensitive formalism, from which we derive grammars that capture the linguistic phenomena of control verb...
Gespeichert in:
Hauptverfasser: | , |
---|---|
Format: | Artikel |
Sprache: | eng |
Schlagworte: | |
Online-Zugang: | Volltext bestellen |
Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
Zusammenfassung: | In this paper, we set out to quantify the syntactic capacity of BERT in the
evaluation regime of non-context free patterns, as occurring in Dutch. We
devise a test suite based on a mildly context-sensitive formalism, from which
we derive grammars that capture the linguistic phenomena of control verb
nesting and verb raising. The grammars, paired with a small lexicon, provide us
with a large collection of naturalistic utterances, annotated with verb-subject
pairings, that serve as the evaluation test bed for an attention-based span
selection probe. Our results, backed by extensive analysis, suggest that the
models investigated fail in the implicit acquisition of the dependencies
examined. |
---|---|
DOI: | 10.48550/arxiv.2203.01063 |