Calculations and conversions

Tokens ➜ words converter
Tokens
Words 225.6 Words = Tokens / 1.33

Words ➜ tokens converter
Words
Tokens 300 Tokens = Words × 1.33

MoE parameters ➜ dense parameters calculator
MoE params (total)
MoE params (active)
Dense params equiv 71.9 Dense = sqrt(MoE_total × MoE_active)
Tokens:parameters ratio
Tokens (B)
Parameters (B)
Tokens:Parameters ratio 15:1 Ratio = ceiling(Tokens (B) ÷ Parameters (B))

ALScore calculator
Parameters
Tokens
ALScore 8.16 ALScore = sqrt(Parameters × Tokens) ÷ 300

Benchmark score converter (0–95 bounded, heavy error-handling)
MMLU Base benchmark
MMLU-Pro MMLU – 20
GPQA 2 × MMLU – 110
HLE (GPQA – 35) ÷ 5

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This page last updated: 3/May/2025. https://lifearchitect.ai/calcs/