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GPT-5.4 Pro in fedi-index

The score in every slice, what it is made of, value, local run and history.

fedi-index · General

A 1,449 ±15

Percentile 90 · #30 · provisional

People prefer / Solves tasks

— / 1,473

Human votes vs benchmarks, Elo-eq

Value

-32

$67.50 per 1M tokens, median of 16 providers · vendor $67.50

On your hardware

Closed weights: cloud only.

Score decomposition

A General 1,449 [1,434–1,464] Percentile 90 · #30 · components: 3 provisional
Source Component Value Elo-eq Weight Measured Variant
Epoch AI eci 159 ±1.32 1,508 ±10 73.1% 2026-03-05 —
Epoch AI simpleqa_verified outlier decay ×0.61 0.46 ±0.02 1,443 ±5 5.0% 2026-08-27 xhigh
Epoch AI gpqa_diamond decay ×0.26 0.95 ±0.02 1,480 ±7 3.8% 2026-03-20 xhigh

Weight is the share of the component in the score (the rest is the prior that pulls models with little data towards the population median). Methodology

A Math 1,451 [1,443–1,459] Percentile 92 · #22 · components: 2 provisional
Source Component Value Elo-eq Weight Measured Variant
Epoch AI frontiermath_t1_3 decay ×0.86 0.82 ±0.02 1,500 ±5 63.7% 2026-06-13 xhigh
Epoch AI frontiermath_t4 decay ×0.86 0.59 ±0.08 1,486 ±12 20.9% 2026-06-13 xhigh

Weight is the share of the component in the score (the rest is the prior that pulls models with little data towards the population median). Methodology

History

fedi-index by month
The same in a table
Model 2026-10
GPT-5.4 Pro 1,449 A

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fedi-index: GPT-5.4 Pro

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