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Yiquan Deng

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Open access Aug 2026

Towards Building a Multi-Source Heterogeneous Knowledge Graph for Complex Material Question Answering

Results indicate that integrating multi-source domain knowledge with relation-preserved retrieval and attribute-supported filtering provides more focused and inspectable evidence, thereby supporting more accurate complex material question answering.

Peize Li, Xi Guo, Nan Yin et al. · 0 citations
Conference Jul 2026

Design and Experimental Evaluation of A ReAct Agent Framework Integrating Retrieval-Augmented Generation

With the capability enhancement of Large Language Models (LLMs), LLM-based agent systems have demonstrated extraordinary potential in complex task reasoning. However, challenges such as context limitations and knowledge hallucinations persist in practical engineering applications. This paper focuses on the “Design of R...

Yiquan Deng · 0 citations

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