Graph Serializations for Reasoning LLMs: A Study Across Knowledge Extraction and Structural Reasoning.

arXiv:2610.22734v1 Announce Type: new Abstract: The way a knowledge graph is serialized as text for inclusion into LLM context can substantially affect downstream LLM performance, with prior work reporting tens of percentage points variations across formats. H