Work

Text2VQL: Teaching a Model Query Language to Open-Source Language Models with ChatGPT

Year: 2024

Type: conference-paper

Abstract: While large language models (LLMs) like ChatGPT has demonstrated impressive capabilities in addressing various software engineering tasks, their use in a model-driven engineering (MDE) context is still in an early stage. Since the technology is proprietary and accessible solely through an API, its use may be incompatible with the strict protection of intellectual properties in industrial models. While there are open-source LLM alternatives, they often lack the power of proprietary models and require extensive data fine-tuning to realize their full potential. Furthermore, open-source datasets tailored for MDE tasks are scarce, posing challenges for training such models effectively.

Source: ACM/IEEE International Conference on Model Driven Engineering Languages and Systems (MODELS)

DOI: 10.1145/3640310.3674091

Authors: José Antonio Hernández López, Máté Földiák, Dániel Varró

Institutions: Linköping University, McGill University

Language: English

Topic: Software Engineering Research

Subfield: Information Systems

Field: Computer Science

Domain: Physical Sciences

Open Access status: hybrid

OpenAlex ID: W4402977990

FWCI: 5.38

Cites: 18

Cited by: 14

Related to: 10