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University of Ruhuna, Galle, Sri Lanka
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LLMs may excel at detecting isomorphism, but they completely miss the mark when node labels are permuted, exposing a critical flaw in their structural reasoning abilities.
LLMs that ace math in English stumble badly in Sinhala and Tamil, revealing that multilingual competence doesn't guarantee uniform reasoning across languages.