Author

Martin Krebs

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Preprint Jul 2026

Rate-Utility Frontiers for Language Encodings: Comparing Tokens, Bytes, and Pixels Under Controlled Linguistic Content

This work uses verified parallel sentences to compare tokens, bytes, and pixels through a shared bottleneck whose width is swept to trace rate-utility frontiers, and evaluates three utilities: surface form preservation, cross-lingual sentence alignment, and topic classification.

Ingo Ziegler, M. Krebs, Desmond Elliott · 0 citations