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Architecture proposal outlines trust-aware adaptive reasoning for large language models, indicating how structured knowledge governance can enhance factual reliability.
This is the fourth paper in a four-part series on Interpretive Knowledge Nodes (IKN): 1.Citation Pathways in the AI Era: Interpretive Knowledge Nodes, Citation Compression Layers, and the Measurement Boundary of Scholarly Impact DOI: 10.48550/arXiv.2607.18350 2. From Papers to Interpretive Knowledge Nodes: Proposing the Missing Object in Scholarly Knowledge Circulation DOI: 10.2139/ssrn.7215940. 3.The Production Mechanism of Interpretive Knowledge Nodes: A Certification Pipeline and a Signing Chain DOI: 10.2139/ssrn.7281299. Document type: Architecture proposal & conceptual framework. Section 7 provides a complete experimental design framework (5 experiments) for future empirical validation.
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Li et al. (2026) studied this question.
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