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AI · blog.aqnichol.com · Saturday, 13 June 2026

An Algorithm Finds Near‑Perfect Tokenizers—Why It May Not Boost LLMs

A new integer‑linear‑programming technique can compute an optimal tokenizer for a fixed vocabulary size, using cutting‑plane methods akin to solving a TSP. In practice the gain over byte‑pair encoding is under 1% and may not generalize, so the efficiency lift is marginal.

Read the source: blog.aqnichol.com ↗In the 13 June issue →