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GLM 5.3 Flash in fedi-index

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

fedi-index · General

A 1,448 ±6

Percentile 89 · #33

People prefer / Solves tasks

1,459 / 1,432

Human votes vs benchmarks, Elo-eq

Value

+105◆

$0.2375 per 1M tokens, median of 58 providers · vendor $0.2375

On your hardware

  • 128 GB unified memory #34 · UD-Q2_K_XL · strong compression · ≈20 tok/s

Score decomposition

A General 1,448 [1,441–1,454] Percentile 89 · #33 · components: 8
Source Component Value Elo-eq Weight Measured Variant
Epoch AI eci 152 ±1.10 1,453 ±9 36.8% 2026-08-20 —
LMArena text/overall 1,470 ±2.71 1,470 ±3 15.9% 2026-10-02 —
LMArena text/hard_prompts 1,491 ±3.17 1,477 ±3 15.8% 2026-10-02 —
LMArena text/instruction_following 1,478 ±3.81 1,487 ±4 7.7% 2026-10-02 —
LMArena text/expert 1,512 ±6.29 1,486 ±5 7.3% 2026-10-02 —
LMArena text/longer_query 1,483 ±3.61 1,478 ±3 3.9% 2026-10-02 —
LMArena text/multi_turn 1,467 ±5.30 1,460 ±5 3.7% 2026-10-02 —
Epoch AI gpqa_diamond decay ×0.26 0.90 ±0.02 1,459 ±8 1.7% 2026-08-26 max

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 Coding 1,452 [1,449–1,456] Percentile 94 · #17 · components: 2 provisional
Source Component Value Elo-eq Weight Measured Variant
LMArena webdev/overall 1,616 ±3.85 1,482 ±1 46.4% 2026-10-01 —
LMArena text/coding 1,506 ±4.22 1,476 ±4 43.9% 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

C Agents 1,430 [1,428–1,432] Percentile 49 · #30 · components: 1 provisional
Source Component Value Elo-eq Weight Measured Variant
LMArena agent/overall -0.00 ±0.00 1,453 ±1 90.5% 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

A Math 1,443 [1,434–1,452] Percentile 89 · #28 · components: 3
Source Component Value Elo-eq Weight Measured Variant
LMArena text/math 1,501 ±9.03 1,490 ±9 47.8% 2026-10-02 —
Epoch AI frontiermath_t1_3 decay ×0.86 0.56 ±0.03 1,442 ±6 31.1% 2026-08-27 max
Epoch AI frontiermath_t4 decay ×0.86 0.17 ±0.06 1,420 ±10 13.1% 2026-08-27 max

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 Vision 1,460 [1,454–1,466] Percentile 88 · #14 · components: 3 provisional
Source Component Value Elo-eq Weight Measured Variant
LMArena vision/overall 1,301 ±4.64 1,476 ±4 64.2% 2026-10-02 —
LMArena vision/ocr 1,308 ±5.26 1,479 ±5 15.5% 2026-10-02 —
LMArena vision/diagram 1,323 ±8.61 1,484 ±8 13.7% 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

A Writing 1,455 [1,449–1,462] Percentile 90 · #29 · components: 2 provisional
Source Component Value Elo-eq Weight Measured Variant
LMArena text/creative_writing 1,441 ±4.76 1,470 ±5 61.4% 2026-10-02 —
LMArena text/longer_query 1,483 ±3.61 1,478 ±3 32.3% 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

A Language: 繁體中文 1,457 [1,446–1,468] Percentile 93 · #17 · components: 1 provisional
Source Component Value Elo-eq Weight Measured Variant
LMArena text/chinese 1,528 ±7.70 1,475 ±6 93.2% 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 Language: Deutsch 1,428 [1,404–1,451] Percentile 78 · #33 · components: 1 provisional
Source Component Value Elo-eq Weight Measured Variant
LMArena text/german 1,458 ±15 1,452 ±13 90.1% 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

A Language: English 1,449 [1,442–1,456] Percentile 89 · #30 · components: 1 provisional
Source Component Value Elo-eq Weight Measured Variant
LMArena text/english 1,473 ±3.64 1,465 ±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

A Language: Español 1,441 [1,423–1,459] Percentile 84 · #24 · components: 1 provisional
Source Component Value Elo-eq Weight Measured Variant
LMArena text/spanish 1,469 ±11 1,462 ±10 91.7% 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

A Language: Français 1,454 [1,435–1,472] Percentile 92 · #12 · components: 1 provisional
Source Component Value Elo-eq Weight Measured Variant
LMArena text/french 1,498 ±11 1,477 ±10 91.5% 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

B Language: 日本語 1,423 [1,402–1,444] Percentile 76 · #32 · components: 1 provisional
Source Component Value Elo-eq Weight Measured Variant
LMArena text/japanese 1,425 ±16 1,445 ±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

A Language: 한국어 1,441 [1,420–1,462] Percentile 84 · #23 · components: 1 provisional
Source Component Value Elo-eq Weight Measured Variant
LMArena text/korean 1,439 ±16 1,465 ±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

B Language: Polski 1,417 [1,394–1,440] Percentile 61 · #52 · components: 1 provisional
Source Component Value Elo-eq Weight Measured Variant
LMArena text/polish 1,439 ±15 1,440 ±13 90.2% 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

A Language: Русский 1,453 [1,444–1,462] Percentile 90 · #24 · components: 1 provisional
Source Component Value Elo-eq Weight Measured Variant
LMArena text/russian 1,471 ±5.59 1,470 ±5 93.5% 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

History

fedi-index by month
The same in a table
Model 2026-10
GLM 5.3 Flash 1,448 A

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fedi-index: GLM 5.3 Flash

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