A Structure Invariance Reward forces LLMs to learn robust text-to-structure mappings rather than memorizing linguistic artifacts

By validating extracted intermediate graphs against ground-truth topologies, this reward forces the LLM to learn robust text-to-structure mappings rather than memorizing linguistic artifacts.

http://arxiv.org/abs/2608.27142v1