71 citations · 410 across the 49 of their papers we have counts for
11 papers · 1 filter
Towards robust word embeddings for noisy texts
Yerai Doval, Jesús Vilares, Carlos Gómez-Rodríguez
Research on word embeddings has mainly focused on improving their performance on standard corpora, disregarding the difficulties posed by noisy texts in the form of tweets and othe…
Towards Making a Dependency Parser See
Michalina Strzyz, David Vilares, Carlos Gómez-Rodríguez
We explore whether it is possible to leverage eye-tracking data in an RNN dependency parser (for English) when such information is only available during training, i.e., no aggregat…
Artificially Evolved Chunks for Morphosyntactic Analysis
Mark Anderson, David Vilares, Carlos Gómez-Rodríguez
We introduce a language-agnostic evolutionary technique for automatically extracting chunks from dependency treebanks. We evaluate these chunks on a number of morphosyntactic tasks…
Memory limitations are hidden in grammar
Carlos Gómez-Rodríguez, Morten H. Christiansen, Ramon Ferrer-i-Cancho
The ability to produce and understand an unlimited number of different sentences is a hallmark of human language. Linguists have sought to define the essence of this generative cap…
Anti dependency distance minimization in short sequences. A graph theoretic approach
Ramon Ferrer-i-Cancho, Carlos Gómez-Rodríguez
Dependency distance minimization (DDm) is a word order principle favouring the placement of syntactically related words close to each other in sentences. Massive evidence of the pr…
Sequence Labeling Parsing by Learning Across Representations
Michalina Strzyz, David Vilares, Carlos Gómez-Rodríguez
We use parsing as sequence labeling as a common framework to learn across constituency and dependency syntactic abstractions. To do so, we cast the problem as multitask learning (M…
HEAD-QA: A Healthcare Dataset for Complex Reasoning
David Vilares, Carlos Gómez-Rodríguez
We present HEAD-QA, a multi-choice question answering testbed to encourage research on complex reasoning. The questions come from exams to access a specialized position in the Span…
Harry Potter and the Action Prediction Challenge from Natural Language
David Vilares, Carlos Gómez-Rodríguez
We explore the challenge of action prediction from textual descriptions of scenes, a testbed to approximate whether text inference can be used to predict upcoming actions. As a cas…
Speeding Up Natural Language Parsing by Reusing Partial Results
Michalina Strzyz, Carlos Gómez-Rodríguez
This paper proposes a novel technique that applies case-based reasoning in order to generate templates for reusable parse tree fragments, based on PoS tags of bigrams and trigrams…
Viable Dependency Parsing as Sequence Labeling
Michalina Strzyz, David Vilares, Carlos Gómez-Rodríguez
We recast dependency parsing as a sequence labeling problem, exploring several encodings of dependency trees as labels. While dependency parsing by means of sequence labeling had b…
Left-to-Right Dependency Parsing with Pointer Networks
Daniel Fernández-González, Carlos Gómez-Rodríguez
We propose a novel transition-based algorithm that straightforwardly parses sentences from left to right by building attachments, with being the length of the input sentenc…