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fedi.software

step-3 in fedi-index

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

fedi-index · General

C 1,332 ±4

Percentile 43 · #168 · provisional

People prefer / Solves tasks

1,340 / —

Human votes vs benchmarks, Elo-eq

Value

-17

$0.30 per 1M tokens, median of 1 providers

On your hardware

Closed weights: cloud only.

Score decomposition

C General 1,332 [1,327–1,336] Percentile 43 · #168 · components: 5 provisional
Source Component Value Elo-eq Weight Measured Variant
LMArena text/overall 1,351 ±3.81 1,351 ±4 31.2% 2026-10-02 —
LMArena text/hard_prompts 1,355 ±5.44 1,354 ±5 30.0% 2026-10-02 —
LMArena text/instruction_following 1,332 ±7.35 1,349 ±7 13.6% 2026-10-02 —
LMArena text/longer_query 1,326 ±8.31 1,332 ±8 6.5% 2026-10-02 —
LMArena text/multi_turn 1,341 ±9.31 1,345 ±8 6.3% 2026-10-02 —

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

C Coding 1,335 [1,322–1,348] Percentile 38 · #173 · components: 1 provisional
Source Component Value Elo-eq Weight Measured Variant
LMArena text/coding 1,367 ±8.47 1,352 ±8 88.4% 2026-10-02 —

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

C Math 1,329 [1,305–1,353] Percentile 39 · #157 · components: 1 provisional
Source Component Value Elo-eq Weight Measured Variant
LMArena text/math 1,366 ±16 1,361 ±15 79.7% 2026-10-02 —

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

C Vision 1,346 [1,338–1,354] Percentile 27 · #83 · components: 3 provisional
Source Component Value Elo-eq Weight Measured Variant
LMArena vision/overall 1,177 ±5.98 1,363 ±5 67.8% 2026-10-02 —
LMArena vision/ocr 1,169 ±8.68 1,345 ±8 14.6% 2026-10-02 —
LMArena vision/diagram 1,155 ±16 1,334 ±14 10.4% 2026-10-02 —

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

C Writing 1,331 [1,317–1,344] Percentile 45 · #147 · components: 2 provisional
Source Component Value Elo-eq Weight Measured Variant
LMArena text/creative_writing 1,322 ±11 1,348 ±11 57.3% 2026-10-02 —
LMArena text/longer_query 1,326 ±8.31 1,332 ±8 34.5% 2026-10-02 —

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

C Language: 繁體中文 1,354 [1,331–1,378] Percentile 40 · #134 · components: 1 provisional
Source Component Value Elo-eq Weight Measured Variant
LMArena text/chinese 1,396 ±17 1,371 ±13 90.0% 2026-10-02 —

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

C Language: English 1,349 [1,338–1,360] Percentile 45 · #151 · components: 1 provisional
Source Component Value Elo-eq Weight Measured Variant
LMArena text/english 1,373 ±5.60 1,360 ±6 93.3% 2026-10-02 —

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

D Language: Polski 1,312 [1,291–1,333] Percentile 5 · #124 · components: 1 provisional
Source Component Value Elo-eq Weight Measured Variant
LMArena text/polish 1,301 ±14 1,323 ±12 90.7% 2026-10-02 —

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

C Language: Русский 1,332 [1,311–1,353] Percentile 35 · #152 · components: 1 provisional
Source Component Value Elo-eq Weight Measured Variant
LMArena text/russian 1,331 ±13 1,345 ±12 90.8% 2026-10-02 —

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
step-3 1,332 C

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fedi-index: step-3

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