Predicting CEFR levels in learners of English: The use of microsystem criterial features in a machine learning approach
This paper focuses on automatically assessing language proficiency levels according to
linguistic complexity in learner English. We implement a supervised learning approach as …
linguistic complexity in learner English. We implement a supervised learning approach as …
Automated classification of written proficiency levels on the CEFR-scale through complexity contours and RNNs
E Kerz, D Wiechmann, Y Qiao, E Tseng… - Proceedings of the …, 2021 - aclanthology.org
Automatically predicting the level of second language (L2) learner proficiency is an
emerging topic of interest and research based on machine learning approaches to language …
emerging topic of interest and research based on machine learning approaches to language …
Mwe for essay scoring english as a foreign language
Mastering a foreign language like English can bring better opportunities. In this context,
although multiword expressions (MWE) are associated with proficiency, they are usually …
although multiword expressions (MWE) are associated with proficiency, they are usually …
Cross-corpora experiments of automatic proficiency assessment and error detection for spoken English
S Bannò, M Matassoni - Proceedings of the 17th Workshop on …, 2022 - aclanthology.org
The growing demand for learning English as a second language has led to an increasing
interest in automatic approaches for assessing spoken language proficiency. One of the …
interest in automatic approaches for assessing spoken language proficiency. One of the …
Back to grammar: Using grammatical error correction to automatically assess L2 speaking proficiency
S Bannò, M Matassoni - Speech Communication, 2024 - Elsevier
In an interconnected world where English has become the lingua franca of culture,
entertainment, business, and academia, the growing demand for learning English as a …
entertainment, business, and academia, the growing demand for learning English as a …
A survey of models for constructing text features to classify texts in natural language
K Lagutina, N Lagutina - 2021 29th Conference of Open …, 2021 - ieeexplore.ieee.org
In this survey we systematize the state-of-the-art features that are used to model texts for text
classification tasks: topical and sentiment classification, authorship attribution, style …
classification tasks: topical and sentiment classification, authorship attribution, style …
Syntactic complexity measures as linguistic correlates of proficiency level in learner Russian
The study reports on the results of a corpus-based evaluation of automatically extracted
syntactic complexity measures as indices of Russian as a foreign language (FL) and …
syntactic complexity measures as indices of Russian as a foreign language (FL) and …
Jingle BERT, Jingle BERT, Frozen All the Way: Freezing Layers to Identify CEFR Levels of Second Language Learners Using BERT
In this paper, we investigate the question of how much domain adaptation is needed for the
task of automatic essay assessment by freezing layers in BERT models. We test our …
task of automatic essay assessment by freezing layers in BERT models. We test our …
Automated Scoring of English Essays in CEFR Levels using LSTM and DistilBERT Embeddings
N Utami, FZ Ruskanda - 2023 10th International Conference on …, 2023 - ieeexplore.ieee.org
The Common European Framework of Reference for Languages or often abbreviated as
CEFR is an international standard that is currently used globally to measure language …
CEFR is an international standard that is currently used globally to measure language …
Automatic Assessment of L2 Spoken English
S Bannò - 2023 - iris.unitn.it
In an increasingly interconnected world where English has become the lingua franca of
business, culture, entertainment, and academia, learners of English as a second language …
business, culture, entertainment, and academia, learners of English as a second language …