Lost in Serialization: Invariance and Generalization of LLM Graph Reasoners

Daniel Herbst, Lea Karbevska, Divyanshu Kumar +3

While promising, graph reasoners based on Large Language Models (LLMs) lack built-in invariance to symmetries in graph representations. Operating on sequential graph serializations…