LGMT applies metamorphic testing derived from first-order logic equivalences to detect reasoning inconsistencies in LLMs that static benchmarks miss.
Proofwriter: generating implications,proofs,andabductivestatementsovernaturallanguage, in: Findings of the Association for Computational Linguistics: ACL- IJCNLP 2021, pp
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LGMT: Logic-Grounded Metamorphic Testing for Evaluating the Reasoning Reliability of LLMs
LGMT applies metamorphic testing derived from first-order logic equivalences to detect reasoning inconsistencies in LLMs that static benchmarks miss.