performance
Everything on Ground Truth tagged “performance” — 2 items.
GigaToken Claims a 1,000x Tokenizer Speedup, But the Real Serving Win Is Single-Digit News
A new tokenizer called GigaToken reports roughly 1,000 times the offline throughput of Hugging Face Tokenizers, but its benchmark is not apples-to-apples and its real inference payoff is a single-digit latency improvement.
GigaToken Tool
An open-source native BPE tokenizer optimized with SIMD byte scanning and instruction-level parallelism, best used for fast offline corpus preparation and bulk token counting rather than end-to-end serving speedups.