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Let's ask gnn: Empowering large language model for graph in-context learning

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cs.CL 1

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2025 1

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CONDITIONAL 1

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Graph-Based Alternatives to LLMs for Human Simulation

cs.CL · 2025-11-03 · conditional · novelty 6.0

GEMS formulates close-ended human-behavior simulation as link prediction on a heterogeneous graph and matches or exceeds LLM performance with three orders of magnitude fewer parameters across three datasets and three evaluation settings.

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  • Graph-Based Alternatives to LLMs for Human Simulation cs.CL · 2025-11-03 · conditional · none · ref 32

    GEMS formulates close-ended human-behavior simulation as link prediction on a heterogeneous graph and matches or exceeds LLM performance with three orders of magnitude fewer parameters across three datasets and three evaluation settings.