Symbolic Augmentation Closes a Canonical-Equivalence Blind Spot in Neural Fact-Checkers

Genpei Zhang

Large language models hallucinate numbers and units when summarizing scientific text, a failure mode that can silently invert a scientific claim. We recast the detection of such er…