2026-10-14T21:40:55Z https://www.scidb.cn/oai

10.57760/sciencedb.29204 2026-03-13T17:30:27Z

2026-03-13 QWEN-RAGFlow doi:10.57760/sciencedb.29204 en To evaluate the effectiveness of the proposed RAGFlow-based multisource heterogeneous knowledge base construction framework, three experimental datasets were constructed and used in this study. These datasets correspond to different evaluation aspects of the system, including knowledge base dynamic updating, reasoning performance evaluation, and robustness testing under noisy conditions. LLM; ML; Dataset Quanrong Fang PUBLIC https://creativecommons.org/licenses/by/4.0/ dataset Science Data Bank