A two-stage retrieval-augmented generation framework for producing sustainable product design guidelines

Design is fundamental to product development and is widely recognised as a key driver for supporting the transition to a circular economy. As a problem-solving process, design relies heavily on knowledge retrieval and generation. Large language models (LLMs), such as ChatGPT, have demonstrated subst...

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Bibliographic Details
Main Authors: Pingfei Jiang, Ji Han, Saeema Ahmed-Kristensen
Format: Article
Language:English
Published: Elsevier 2025-12-01
Series:Sustainable Futures
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2666188825006586
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