Tracking the Evolution of Written Language Competence in L2 Spanish Learners
Alessio Miaschi, Sam Davidson, Dominique Brunato, Felice Dell’Orletta, Kenji Sagae, Claudia Helena Sanchez-Gutierrez, Giulia Venturi
Abstract
In this paper we present an NLP-based approach for tracking the evolution of written language competence in L2 Spanish learners using a wide range of linguistic features automatically extracted from students’ written productions. Beyond reporting classification results for different scenarios, we explore the connection between the most predictive features and the teaching curriculum, finding that our set of linguistic features often reflect the explicit instructions that students receive during each course.- Anthology ID:
- 2020.bea-1.9
- Volume:
- Proceedings of the Fifteenth Workshop on Innovative Use of NLP for Building Educational Applications
- Month:
- July
- Year:
- 2020
- Address:
- Seattle, WA, USA → Online
- Editors:
- Jill Burstein, Ekaterina Kochmar, Claudia Leacock, Nitin Madnani, Ildikó Pilán, Helen Yannakoudakis, Torsten Zesch
- Venue:
- BEA
- SIG:
- SIGEDU
- Publisher:
- Association for Computational Linguistics
- Note:
- Pages:
- 92–101
- Language:
- URL:
- https://aclanthology.org/2020.bea-1.9
- DOI:
- 10.18653/v1/2020.bea-1.9
- Cite (ACL):
- Alessio Miaschi, Sam Davidson, Dominique Brunato, Felice Dell’Orletta, Kenji Sagae, Claudia Helena Sanchez-Gutierrez, and Giulia Venturi. 2020. Tracking the Evolution of Written Language Competence in L2 Spanish Learners. In Proceedings of the Fifteenth Workshop on Innovative Use of NLP for Building Educational Applications, pages 92–101, Seattle, WA, USA → Online. Association for Computational Linguistics.
- Cite (Informal):
- Tracking the Evolution of Written Language Competence in L2 Spanish Learners (Miaschi et al., BEA 2020)
- PDF:
- https://preview.aclanthology.org/ml4al-ingestion/2020.bea-1.9.pdf