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cs.CL 1

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2025 1

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Are Large Language Models Good Temporal Graph Learners?

cs.CL · 2025-06-03 · conditional · novelty 6.0

TGTalker prompts LLMs with the most recent edges and neighbor history of a temporal graph, achieving link prediction accuracy competitive with specialized temporal graph neural networks on five real-world datasets.

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  • Are Large Language Models Good Temporal Graph Learners? cs.CL · 2025-06-03 · conditional · none · ref 9

    TGTalker prompts LLMs with the most recent edges and neighbor history of a temporal graph, achieving link prediction accuracy competitive with specialized temporal graph neural networks on five real-world datasets.