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cs.CL2026
The Script Tax: Measuring Tokenization-Driven Efficiency and Latency Disparities in Multilingual Language Models
Aradhya Dixit, Shreem Dixit
Pretrained multilingual language models are often assumed to be script-agnostic, yet their tokenizers can impose systematic costs on certain writing systems. We quantify this scrip…
cs.CL2026
Project Aletheia: Verifier-Guided Distillation of Backtracking for Small Language Models
Aradhya Dixit, Tianxi Liang, Jai Telang
Small Language Models (SLMs, under 10B parameters) are attractive for private, on-device deployment, yet they frequently fail on strict constraint-satisfaction problems due to line…