SEAINov 27, 2024

The importance of visual modelling languages in generative software engineering

arXiv:2411.17976v41 citationsh-index: 1
Originality Synthesis-oriented
AI Analysis

This addresses the problem of integrating visual and textual information in generative AI for software engineers, but it is incremental as it applies an existing method to a new application area.

The paper investigates the use of multimodal GPT-4, which accepts image and text inputs, for Software Engineering tasks involving diagrams and natural language, finding that it enables novel use cases in this domain.

Multimodal GPTs represent a watershed in the interplay between Software Engineering and Generative Artificial Intelligence. GPT-4 accepts image and text inputs, rather than simply natural language. We investigate relevant use cases stemming from these enhanced capabilities of GPT-4. To the best of our knowledge, no other work has investigated similar use cases involving Software Engineering tasks carried out via multimodal GPTs prompted with a mix of diagrams and natural language.

Code Implementations1 repo
Foundations

The foundational work for this paper's niche, ranked by how specifically the neighbourhood builds on it — not by global fame.

Your Notes