LLM-Generated Contexts to Practice Specialised Vocabulary: Corpus Presentation and Comparison
Iglika Nikolova-Stoupak, Serge Bibauw, Amandine Dumont, Françoise Stas, Patrick Watrin, Thomas François
Abstract
This project evaluates the potential of LLM and dynamic corpora to generate contexts ai- med at the practice and acquisition of specialised English vocabulary. We compared reference contexts—handpicked by expert teachers—for a specialised vocabulary list to contexts generated by three recent large language models (LLM) of different sizes (Mistral-7B-Instruct, Vicuna-13B, and Gemini 1.0 Pro) and to contexts extracted from articles web-crawled from specialised websites. The comparison uses a representative set of length-based, morphosyntactic, semantic, and discourse- related textual characteristics. We conclude that the LLM-based corpora can be combined effectively with a web-crawled one to form an academic corpus characterised by appropriate complexity and textual variety.- Anthology ID:
- 2024.jeptalnrecital-taln.33
- Volume:
- Actes de la 31ème Conférence sur le Traitement Automatique des Langues Naturelles, volume 1 : articles longs et prises de position
- Month:
- 7
- Year:
- 2024
- Address:
- Toulouse, France
- Editors:
- Mathieu Balaguer, Nihed Bendahman, Lydia-Mai Ho-dac, Julie Mauclair, Jose G Moreno, Julien Pinquier
- Venue:
- JEP/TALN/RECITAL
- SIG:
- Publisher:
- ATALA and AFPC
- Note:
- Pages:
- 472–498
- Language:
- URL:
- https://aclanthology.org/2024.jeptalnrecital-taln.33
- DOI:
- Cite (ACL):
- Iglika Nikolova-Stoupak, Serge Bibauw, Amandine Dumont, Françoise Stas, Patrick Watrin, and Thomas François. 2024. LLM-Generated Contexts to Practice Specialised Vocabulary: Corpus Presentation and Comparison. In Actes de la 31ème Conférence sur le Traitement Automatique des Langues Naturelles, volume 1 : articles longs et prises de position, pages 472–498, Toulouse, France. ATALA and AFPC.
- Cite (Informal):
- LLM-Generated Contexts to Practice Specialised Vocabulary: Corpus Presentation and Comparison (Nikolova-Stoupak et al., JEP/TALN/RECITAL 2024)
- PDF:
- https://preview.aclanthology.org/nschneid-patch-4/2024.jeptalnrecital-taln.33.pdf