Gemma 4 31B gemma-4-31b-it

Overall: #21 — score 32.9 ● medium — one signal missing, weights renormalized

signal	weight	input (0–100)
aa_intelligence	0.50	29.4
arena_elo	0.30	—
bench_composite	0.20	41.7

missing signals are dropped and the remaining weights renormalized — never imputed.

Coding: provisional — score 48.3 ● low — a single signal; treat with caution

provisional: too few independent signals for a numbered position — the score is shown, but this model sorts after every ranked model.

signal	weight	input (0–100)
aa_coding	0.25	48.3
aider_polyglot	0.25	—
arena_elo_code	0.15	—
swe_bench_verified	0.35	—

missing signals are dropped and the remaining weights renormalized — never imputed.