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Application of large language models for intelligent expansion of semantic networks

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This methodology enhances semantic networks with LLMs like GPT-4 and DeepSeek-V3, suggesting improved precision and recall.

The methodology successfully expands semantic networks using large language models, enhancing knowledge representation.
Key metrics of precision and recall are quantitatively evaluated after utilizing models like GPT-4 and Llama-3.
The swarm of virtual experts concept integrates knowledge from multiple LLMs to form a unified semantic network.
Weak-link filtering reduces false positives, ensuring a more reliable and informative semantic network while using Gephi for visualization.

Lande et al. (2025) studied this question.

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