Edition methodology 2026-10-12

Available model measurements

Available sources vary between models in this edition. A score does not guarantee two independent evaluations or a measure of value for money.

Latest included observation
Frozen calculation
Publication

Calculation version : models-cross-source-v1

View this edition

What the figures can tell us

Cumulative popularity does not measure recent growth. A benchmark depends on its tasks, date and model coverage. Scores are relative to the observed pool.

The team's opinions are signed and separate from the calculation. A Talk Show recommendation does not change a rank.

This archive keeps its historical version. The v3 method and its calibration are tracked separately and are not applied retroactively.

Preserved measurements and sources

The measurements below belong to this edition. A metric shown for context does not necessarily contribute to the score. Effective weights are shown only where they were preserved.

RankName and sourcesPreserved measurementsPreserved effective weights
1Claude Opus 5.5 (Max, Default Fallback)
  • artificialAnalysisIntelligence : 57.6
Not recorded in this archive
2gemini-4-argon-high
  • arenaCoding : 1677.8058895588372
  • arenaQuality : 1525.3956435571818
Not recorded in this archive
3Claude Sonnet 5.5 (Max, Default Fallback)
  • artificialAnalysisIntelligence : 56
Not recorded in this archive
4Claude Fable 5.1 (Max, Default Fallback)
  • artificialAnalysisCoding : 81.6
  • artificialAnalysisAgentic : 57.9
  • artificialAnalysisIntelligence : 53.4
Not recorded in this archive
5Qwen3.8 Max
  • artificialAnalysisCoding : 68.9
  • artificialAnalysisAgentic : 49.9
  • artificialAnalysisIntelligence : 53.4
Not recorded in this archive
6claude-opus-5.5-high
  • arenaVision : 1292.6884122295935
  • arenaQuality : 1507.0758687407206
Not recorded in this archive
7GPT-6 Astra (Max)
  • artificialAnalysisCoding : 76.9
  • artificialAnalysisAgentic : 51
  • artificialAnalysisIntelligence : 52.7
Not recorded in this archive
8GPT-6.1 Sol (Max)
  • artificialAnalysisIntelligence : 51.8
Not recorded in this archive
9Claude Opus 5 (Max)
  • artificialAnalysisCoding : 78
  • artificialAnalysisAgentic : 56.5
  • artificialAnalysisIntelligence : 50.8
Not recorded in this archive
10claude-opus-4-6-high
  • arenaCoding : 1546.5481275181767
  • arenaVision : 1299.2321456198133
  • arenaQuality : 1504.355209789498
Not recorded in this archive
11Claude Fable 5 (Max, Opus 4.8 Fallback)
  • artificialAnalysisCoding : 76.5
  • artificialAnalysisAgentic : 50.7
  • artificialAnalysisIntelligence : 49.6
Not recorded in this archive
12Muse Spark 1.3 (Max)
  • artificialAnalysisCoding : 75.8
  • artificialAnalysisAgentic : 55.5
  • artificialAnalysisIntelligence : 48.1
Not recorded in this archive
13GPT-6 Sol (Max)
  • artificialAnalysisIntelligence : 47.6
Not recorded in this archive
14GPT-5.6 Sol (Max)
  • artificialAnalysisCoding : 77.4
  • artificialAnalysisAgentic : 50.2
  • artificialAnalysisIntelligence : 47
Not recorded in this archive
15claude-fable-5-high
  • arenaCoding : 1624.7356714393125
  • arenaVision : 1307.9658540715964
  • arenaQuality : 1503.693577172815
Not recorded in this archive
16Grok 4.7 (Xhigh)
  • artificialAnalysisIntelligence : 46.4
Not recorded in this archive
17MiMo-V2.6-Pro
  • artificialAnalysisIntelligence : 46.3
Not recorded in this archive
18qwen3.8-max-0902
  • arenaCoding : 1673.5014803771517
  • artificialAnalysisCoding : 76.2
  • artificialAnalysisAgentic : 56
  • artificialAnalysisIntelligence : 45.4
Not recorded in this archive
19claude-opus-4-7-high
  • arenaCoding : 1557.4658846362593
  • arenaVision : 1297.7610703084888
  • arenaQuality : 1501.0258966973688
Not recorded in this archive
20GLM-5.3 (Max)
  • artificialAnalysisCoding : 74.8
  • artificialAnalysisAgentic : 53.1
  • artificialAnalysisIntelligence : 44.8
Not recorded in this archive

Historical configuration

The parameters below were frozen at calculation time. They may contain planned dimensions absent from some rows. They do not replace the preserved measurements and effective weights.

Read the JSON configuration
{
  "size": 20,
  "valueWeights": {
    "price": 0.4,
    "quality": 0.6
  },
  "qualityWeights": {
    "arenaText": 0.5,
    "artificialAnalysis": 0.5
  },
  "minimumQualityCandidates": 20
}

Open this edition's JSON data (new tab)

Observation, calculation and publication

An observation dates a measurement at a source. Calculation freezes the score using available observations. Publication makes the edition accessible. These dates can differ; a new collection does not automatically republish a ranking.

Scheduled calculation slots at 03:17 and 15:17 UTC do not guarantee a new edition: coverage, baselines and validation can delay it. The displayed date belongs to the edition actually published.