Author

Proma Roy

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Preprint Aug 2026

Structural Silence: When AI Infrastructure Fails Speakers of Underrepresented Languages

It is argued that dataset scarcity should be understood as a structural barrier rather than an isolated technical limitation, and that offline-first design should be treated as an equity-oriented infrastructure strategy.

Avijit Roy, Proma Roy · 1 citation

Preprint Aug 2026

Measuring the Tokenization Premium: A Cost Audit for Underserved Language Communities

It is demonstrated that tokenization can create measurable economic and functional barriers, highlighting the need to treat tokenization as an equity-relevant infrastructure layer for underserved language communities, particularly where educational systems depend on low-cost or offline-capable AI tools.

Avijit Roy, Proma Roy, Hrishitva Patel · 1 citation · ⚡1