3 papers
cs.IR2026
MCERF: Advancing Multimodal LLM Evaluation of Engineering Documentation with Enhanced Retrieval
Kiarash Naghavi Khanghah, Hoang Anh Nguyen, Anna C. Doris +4
Engineering rulebooks and technical standards contain multimodal information like dense text, tables, and illustrations that are challenging for retrieval augmented generation (RAG…
cs.LG2025
A Domain Adaptation of Large Language Models for Classifying Mechanical Assembly Components
Fatemeh Elhambakhsh, Daniele Grandi, Hyunwoong Ko
The conceptual design phase represents a critical early stage in the product development process, where designers generate potential solutions that meet predefined design specifica…
cs.CL2025
On the effectiveness of Large Language Models in the mechanical design domain
Daniele Grandi, Fabian Riquelme
In this work, we seek to understand the performance of large language models in the mechanical engineering domain. We leverage the semantic data found in the ABC dataset, specifica…