[HTML][HTML] Multitask pointer network for multi-representational parsing
D Fernández-González, C Gómez-Rodríguez - Knowledge-Based Systems, 2022 - Elsevier
Dependency and constituent trees are widely used by many artificial intelligence
applications for representing the syntactic structure of human languages. Typically, these …
applications for representing the syntactic structure of human languages. Typically, these …
Span-based discontinuous constituency parsing: a family of exact chart-based algorithms with time complexities from O (n^ 6) down to O (n^ 3)
C Corro - arXiv preprint arXiv:2003.13785, 2020 - arxiv.org
We introduce a novel chart-based algorithm for span-based parsing of discontinuous
constituency trees of block degree two, including ill-nested structures. In particular, we show …
constituency trees of block degree two, including ill-nested structures. In particular, we show …
Large-scale text classification using scope-based convolutional neural network: A deep learning approach
Text classification is one of the most important and typical tasks in Natural Language
Processing (NLP) which can be applied for many applications. Recently, deep learning …
Processing (NLP) which can be applied for many applications. Recently, deep learning …
Parsing as a cue‐based retrieval model
J Dotlačil - Cognitive science, 2021 - Wiley Online Library
This paper develops a novel psycholinguistic parser and tests it against experimental and
corpus reading data. The parser builds on the recent research into memory structures, which …
corpus reading data. The parser builds on the recent research into memory structures, which …
Unlexicalized transition-based discontinuous constituency parsing
Lexicalized parsing models are based on the assumptions that (i) constituents are organized
around a lexical head and (ii) bilexical statistics are crucial to solve ambiguities. In this …
around a lexical head and (ii) bilexical statistics are crucial to solve ambiguities. In this …
Discontinuous constituent parsing with pointer networks
D Fernández-González… - Proceedings of the AAAI …, 2020 - ojs.aaai.org
One of the most complex syntactic representations used in computational linguistics and
NLP are discontinuous constituent trees, crucial for representing all grammatical …
NLP are discontinuous constituent trees, crucial for representing all grammatical …
Discontinuous constituent parsing as sequence labeling
D Vilares, C Gómez-Rodríguez - arXiv preprint arXiv:2010.00633, 2020 - arxiv.org
This paper reduces discontinuous parsing to sequence labeling. It first shows that existing
reductions for constituent parsing as labeling do not support discontinuities. Second, it fills …
reductions for constituent parsing as labeling do not support discontinuities. Second, it fills …
Discontinuous constituency parsing with a stack-free transition system and a dynamic oracle
We introduce a novel transition system for discontinuous constituency parsing. Instead of
storing subtrees in a stack--ie a data structure with linear-time sequential access--the …
storing subtrees in a stack--ie a data structure with linear-time sequential access--the …
A unifying theory of transition-based and sequence labeling parsing
We define a mapping from transition-based parsing algorithms that read sentences from left
to right to sequence labeling encodings of syntactic trees. This not only establishes a …
to right to sequence labeling encodings of syntactic trees. This not only establishes a …
Using Wiktionary as a resource for WSD: the case of French verbs
As opposed to word sense induction, word sense disambiguation (WSD), whether
supervised or semi-supervised, has the advantage of using interpretable senses, but …
supervised or semi-supervised, has the advantage of using interpretable senses, but …