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Muhammad Ali Shafique

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Preprint Aug 2026

Hidden Language Consistency Phenomena in Reasoning LLMs

The results show that multilingual capability cannot be characterized by accuracy alone; reliable evaluation should jointly consider task accuracy, language consistency, and task difficulty for multilingual benchmarks.

Muhammad Ali Shafique, Kelly Marchisio · 0 citations

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