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Targeted control of fast prototyping through domain-specific interface

Published: June 2, 2025 | arXiv ID: 2506.11070v1

By: Yu-Zhe Shi , Mingchen Liu , Hanlu Ma and more

Potential Business Impact:

Lets you tell computers to build your designs.

Business Areas:
Natural Language Processing Artificial Intelligence, Data and Analytics, Software

Industrial designers have long sought a natural and intuitive way to achieve the targeted control of prototype models -- using simple natural language instructions to configure and adjust the models seamlessly according to their intentions, without relying on complex modeling commands. While Large Language Models have shown promise in this area, their potential for controlling prototype models through language remains partially underutilized. This limitation stems from gaps between designers' languages and modeling languages, including mismatch in abstraction levels, fluctuation in semantic precision, and divergence in lexical scopes. To bridge these gaps, we propose an interface architecture that serves as a medium between the two languages. Grounded in design principles derived from a systematic investigation of fast prototyping practices, we devise the interface's operational mechanism and develop an algorithm for its automated domain specification. Both machine-based evaluations and human studies on fast prototyping across various product design domains demonstrate the interface's potential to function as an auxiliary module for Large Language Models, enabling precise and effective targeted control of prototype models.

Country of Origin
πŸ‡ΊπŸ‡Έ πŸ‡¨πŸ‡³ China, United States

Page Count
22 pages

Category
Computer Science:
Computation and Language