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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Muhammad Ali Shafique

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Preprint Aug 2026

Hidden Language Consistency Phenomena in Reasoning LLMs

Multilingual reasoning models are commonly evaluated by whether they arrive at the correct answer, but not by whether they preserve the intended language while reasoning and responding. This omission conceals important multilingual behaviors that emerge as tasks become harder. In this paper, we study task difficulty, t...

Muhammad Ali Shafique, Kelly Marchisio · 0 citations

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