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Ling 3.0 Tiny

open weights
InclusionAI · released 2026-08-06 · 0 offers

Output 189 tokens/sFirst token 1.8 sContext 262K tokens

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Composite

2 of 7 inputs6 radar axes: DesignArena's two boards share one

21.8

includes −4.9 for its Benchmaxxing signal (from 26.7; why, switch off in Options)

Benchmaxxing signal +4.9, light Benchmaxxing tag, uncertain: Based on only 7 comparisons and the 80 % interval reaches below zero — treat this tag as uncertain · light report →Based on only 7 comparisons and the 80 % interval reaches below zero — treat this tag as uncertain.

AA CodingCoding Agent v1.4AA IntelligenceAA AgenticEpoch ECISoftware ECIDesignArenaAA Coding: percentile 33AA Intelligence: percentile 52AA Agentic: percentile 37

AA Coding 26.5Coding Agent v1.4 AA Intelligence 11.9AA Agentic 7.1Epoch ECI Software ECI DesignArena —/—

Radar: percentile among all models measured on each input; a gap means not measured.

Benchmark sheet

14 of 140 registered benchmark versions · bars show the percentile among all models measured on each benchmark.

Compare this model →

Agentic

  • AA-Briefcase22481 Elo

    AA-Briefcase published 2026-09-10 · Published board — Tests multi-week professional knowledge-work projects with linked tasks and large source collections.

  • GDPval-AA v233716 Elo

    GDPval-AA v2 v2 · Published board — Tests professional knowledge-work deliverables across occupations using AA's Stirrup harness.

  • Terminal-Bench v2.1 (AA)3227.7%

    Terminal-Bench v2.1 (AA) v2.1 · Published board — Tests terminal-based work on the 89-task verified refresh using Terminus 2.

  • Terminal-Bench v4.0 (AA)180.0%

    Terminal-Bench v4.0 (AA) v4.0 · Published board — Tests terminal-based work on the 66-task release using mini-SWE-agent v2.4.6.

  • AA Agentic Index377.10

    AA Agentic Index published 2026-09-18 · Published board — Artificial Analysis publishes one Agentic Index per model, measured on its primary configuration and relayed by OpenRouter's Benchmarks API; the value is attached at family scope on the deterministic representative. Artificial Analysis publishes this board without a version number; we keep the date each result was retained.

Coding

  • SciCode (AA subproblems) v1.0.1524.2%

    SciCode (AA subproblems) v1.0.1 · Published board — Tests scientific Python programming with scientist-annotated background information.

  • AA Coding Index3326.5

    AA Coding Index published 2026-09-19 · Published board — Artificial Analysis publishes this board without a version number; we keep the date each result was retained.

Knowledge

Long-context

  • GDP.pdf (AA)60.8%

    GDP.pdf (AA) published 2026-09-10 · Published board — Tests professional reasoning over long PDFs with AA document preparation and grading.

  • AA-LCR v1.15560.3%

    AA-LCR v1.1 v1.1 · Published board — Tests reasoning across multiple long documents with corrected answer keys and grading.

Reasoning

Science

Tool-use

  • AutomationBench-AA v1.0.670.3%

    AutomationBench-AA v1.0.6 · Published board — Tests multi-app SaaS workflows through REST tools on a held-out AutomationBench split.

  • τ³-Banking (AA) v1.0.15420.8%

    τ³-Banking (AA) v1.0.1 · Published board — Tests banking support agents that retrieve policies and change account state through tools.

Unusual results

1 threshold-crossing signal flagged · 15 eligible benchmark families

How flags are calculated

Heuristic screen, not statistical significance: benchmark families are correlated and source uncertainty is unknown. Peer evidence needs ≥ 20 independently measured matched configurations from ≥ 10 distinct model families. A flag needs a directed population z-score of magnitude ≥ 1.5 and a gap of ≥ 1.5 from the leave-one-benchmark-family-out mean z in the same direction, over ≥ 5 other benchmark families.

  • unusually weak SciCode (AA subproblems) v1.0.1
    Why
    Observed: 0.2419 fraction
    Peer mean 0.45443 · peer sd 0.10476 · n 168 · families 124
    Directed z -2.029 · baseline z -0.429 · gap -1.6 · profile n 14
    0.2419 fractionmeasuredobserved 2026-09-10artificialanalysis.ai
    Evidence
    Axis: SciCode (AA subproblems) · v1.0.1 · Published board
    Exact value: 0.241898148148148 fraction
    Observed: 2026-09-10T21:47:16.627Z · publication date: not recorded
    Observation id: aa:7eaf926c-5f39-4e58-ae50-c38b5fc630fc:scicode
Missing coverage · 129 benchmark versions

No result does not mean a zero, or that the model was never tested. Collection failures and disputed versions retain their distinct status.

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Ling 3.0 Tiny — benchmarks & cost | Benchmark Heaven