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Gemini 3.1 Flash Lite Preview in fedi-index

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

fedi-index · General

B 1,380 ±2

Percentile 58 · #124 · provisional

People prefer / Solves tasks

1,391 / —

Human votes vs benchmarks, Elo-eq

Value

+16

$0.5625 per 1M tokens, median of 12 providers · vendor $0.5625

On your hardware

Closed weights: cloud only.

Score decomposition

B General 1,380 [1,379–1,382] Percentile 58 · #124 · components: 6 provisional
Source Component Value Elo-eq Weight Measured Variant
LMArena text/overall 1,416 ±1.85 1,416 ±2 25.6% 2026-10-02 —
LMArena text/hard_prompts 1,407 ±2.27 1,401 ±2 25.5% 2026-10-02 —
LMArena text/instruction_following 1,376 ±2.72 1,391 ±3 12.6% 2026-10-02 —
LMArena text/expert 1,397 ±4.20 1,392 ±3 12.3% 2026-10-02 —
LMArena text/longer_query 1,394 ±2.65 1,395 ±2 6.3% 2026-10-02 —
LMArena text/multi_turn 1,417 ±3.29 1,414 ±3 6.2% 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 1,364 [1,361–1,366] Percentile 50 · #141 · components: 2 provisional
Source Component Value Elo-eq Weight Measured Variant
LMArena webdev/overall 1,256 ±3.47 1,380 ±1 45.8% 2026-10-01 —
LMArena text/coding 1,400 ±2.92 1,381 ±3 44.6% 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

B Math 1,393 [1,385–1,402] Percentile 65 · #89 · components: 1 provisional
Source Component Value Elo-eq Weight Measured Variant
LMArena text/math 1,427 ±5.14 1,420 ±5 87.8% 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

C Vision 1,406 [1,402–1,409] Percentile 49 · #58 · components: 3 provisional
Source Component Value Elo-eq Weight Measured Variant
LMArena vision/overall 1,240 ±2.95 1,421 ±3 63.0% 2026-10-02 —
LMArena vision/ocr 1,246 ±2.97 1,419 ±3 15.7% 2026-10-02 —
LMArena vision/diagram 1,242 ±4.30 1,412 ±4 15.2% 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

B Writing 1,404 [1,400–1,409] Percentile 66 · #93 · components: 2 provisional
Source Component Value Elo-eq Weight Measured Variant
LMArena text/creative_writing 1,401 ±3.49 1,429 ±4 62.0% 2026-10-02 —
LMArena text/longer_query 1,394 ±2.65 1,395 ±2 31.9% 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

B Language: 繁體中文 1,408 [1,401–1,416] Percentile 63 · #83 · components: 1 provisional
Source Component Value Elo-eq Weight Measured Variant
LMArena text/chinese 1,461 ±4.94 1,422 ±4 93.7% 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

B Language: Deutsch 1,410 [1,395–1,425] Percentile 64 · #53 · components: 1 provisional
Source Component Value Elo-eq Weight Measured Variant
LMArena text/german 1,429 ±9.69 1,427 ±8 92.4% 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

B Language: English 1,390 [1,386–1,395] Percentile 60 · #111 · components: 1 provisional
Source Component Value Elo-eq Weight Measured Variant
LMArena text/english 1,414 ±2.46 1,402 ±3 94.0% 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: Español 1,402 [1,390–1,415] Percentile 49 · #77 · components: 1 provisional
Source Component Value Elo-eq Weight Measured Variant
LMArena text/spanish 1,420 ±7.13 1,417 ±7 93.1% 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: Français 1,394 [1,381–1,406] Percentile 42 · #79 · components: 1 provisional
Source Component Value Elo-eq Weight Measured Variant
LMArena text/french 1,423 ±7.47 1,408 ±7 93.0% 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

B Language: 日本語 1,417 [1,400–1,434] Percentile 68 · #41 · components: 1 provisional
Source Component Value Elo-eq Weight Measured Variant
LMArena text/japanese 1,412 ±13 1,436 ±9 92.0% 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

B Language: 한국어 1,413 [1,400–1,427] Percentile 64 · #50 · components: 1 provisional
Source Component Value Elo-eq Weight Measured Variant
LMArena text/korean 1,393 ±9.82 1,430 ±8 92.8% 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

B Language: Polski 1,427 [1,414–1,440] Percentile 73 · #36 · components: 1 provisional
Source Component Value Elo-eq Weight Measured Variant
LMArena text/polish 1,443 ±8.40 1,444 ±7 92.9% 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

B Language: Русский 1,411 [1,405–1,417] Percentile 67 · #78 · components: 1 provisional
Source Component Value Elo-eq Weight Measured Variant
LMArena text/russian 1,420 ±3.84 1,425 ±4 93.8% 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

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Model 2026-10
Gemini 3.1 Flash Lite Preview 1,380 B

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