most citedGraph Neural Network-based Early Bearing Fault Detection

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cs.CL2026

Graph Evidence Is Not Enough: Diagnosing Native Decoder Use in Graph-Augmented LLMs

Xiaoyu Guo, Pengcheng Chen, Jiong Yu +3

Graph-augmented large language models often assume that graph evidence produced by external computation and placed in the input can be used by the native decoder. We test this assu…