graph-inference

Introduces GraphInfer-Bench, a benchmark to evaluate whether LLMs can perform graph inference—producing open-ended answers about a node and its neighborhood that cannot be retrieved from a single node or path. Experiments show that even frontier LLMs lag behind plain GNNs on these tasks, revealing a capability gap.