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September 10, 2025

LLMs Between the Nodes: Community Discovery Beyond Vectors

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Community detection improves understanding of social dynamics and information spread in networks.
Key metrics like normalized mutual information and adjusted rand index assess model performance.
The CommLLM framework utilizes GPT-4o to integrate language models with graph structures.
Instruction-tuned models significantly enhance community detection accuracy in small to medium-sized graphs.

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This paper evaluates LLMs for community detection in social networks, suggesting enhanced accuracy with tailored prompts.

Gujral et al. (2025) studied this question.

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