An LLM-based QA system for Chinese Painting and Calligraphy with Knowledge Graphs and external documents
Crossref DOI link: https://doi.org/10.1038/s40494-025-02219-3
Published Online: 2025-12-09
Update policy: https://doi.org/10.1007/springer_crossmark_policy
Wan, Jing
Li, Xinrong
Zhang, Hao
Zou, Ao
Wang, Rumei
Text and Data Mining valid from 2025-12-09
Version of Record valid from 2025-12-09
Article History
Received: 5 June 2025
Accepted: 21 November 2025
First Online: 9 December 2025
Competing interests
: The authors declare no competing interests.