14 citations · 14 across the 2 of their papers we have counts for
6 papers
Neural Multi-task Learning in Automated Assessment
Ronan Cummins, Marek Rei
Grammatical error detection and automated essay scoring are two tasks in the area of automated assessment. Traditionally these tasks have been treated independently with different…
Grasping the Finer Point: A Supervised Similarity Network for Metaphor Detection
Marek Rei, Luana Bulat, Douwe Kiela +1
The ubiquity of metaphor in our everyday communication makes it an important problem for natural language understanding. Yet, the majority of metaphor processing systems to date re…
Artificial Error Generation with Machine Translation and Syntactic Patterns
Marek Rei, Mariano Felice, Zheng Yuan +1
Shortage of available training data is holding back progress in the area of automated error detection. This paper investigates two alternative methods for artificially generating w…
Detecting Off-topic Responses to Visual Prompts
Marek Rei
Automated methods for essay scoring have made great progress in recent years, achieving accuracies very close to human annotators. However, a known weakness of such automated score…
Auxiliary Objectives for Neural Error Detection Models
Marek Rei, Helen Yannakoudakis
We investigate the utility of different auxiliary objectives and training strategies within a neural sequence labeling approach to error detection in learner writing. Auxiliary cos…
A Joint Model for Word Embedding and Word Morphology
Kris Cao, Marek Rei
This paper presents a joint model for performing unsupervised morphological analysis on words, and learning a character-level composition function from morphemes to word embeddings…