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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

Saketh Reddy Vemula

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Preprint Aug 2026

What Tokens are Learned when Tokenization is Optimized Jointly with Language Modeling?

This work analyzes what tokens are learned when tokenization is jointly optimized with language modeling, and finds tokenizer-free approaches optimize for contextual and computational efficiency rather than strict morphological structure, resulting in fundamentally different yet effective vocabularies for downstream NL...

Saketh Reddy Vemula, Parameswari Krishnamurthy · 0 citations

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