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Gemma 3 12B Instruct

open weightsdeprecated by benchmark source
Google · released 2025-03-12 · 1 offers

Context 128K tokens

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Composite

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

2.0

AA CodingCoding Agent v1.4AA IntelligenceAA AgenticEpoch ECISoftware ECIDesignArenaAA Coding: percentile 5AA Intelligence: percentile 0AA Agentic: percentile 0

AA Coding 5.8Coding Agent v1.4 AA Intelligence 3.8AA Agentic 0.1Epoch ECI Software ECI DesignArena —/—

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

Benchmark sheet

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

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Agentic

  • GDPval-AA v21-170 Elo

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

  • Terminal-Bench Hard (AA)130.8%

    Terminal-Bench Hard (AA) pinned revision 74221fb · Published board — Tests a pinned 44-task hard subset of terminal-based work using Terminus 2.

  • Terminal-Bench v2.1 (AA)10.0%

    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 Index00.10

    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) v1.0.1116.4%

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

  • AA Coding Index55.80

    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.

Instruction-following

Knowledge

Long-context

  • GDP.pdf (AA)91.0%

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

  • AA-LCR v1.1168.3%

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

Math

  • AIME 2025 (AA) v20252118.3%

    AIME 2025 (AA) v2025 · Published board — Advanced mathematical problem solving on AIME I and II 2025.

Reasoning

Science

Tool-use

  • AutomationBench-AA v1.0.620.2%

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

  • τ²-Bench Telecom (AA)810.8%

    τ²-Bench Telecom (AA) published 2026-09-10 · Published board — Tests dual-control telecom agents that coordinate tool use with a simulated user.

  • τ³-Banking (AA) v1.0.110.8%

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

Uncensored

  • UGI Willingness443.00

    UGI Willingness published 2026-09-10 · Published board — A private-question evaluation of how far a model follows challenging instructions before refusing or deviating.

  • UGI2320.9

    UGI published 2026-09-10 · Published board — A private-question suite combining sensitive-topic knowledge with willingness to follow controversial instructions.

Vision

Writing

  • EQ-Bench Creative Writing v3221,123 Elo

    EQ-Bench Creative Writing v3 v3 · Published board — A LLM-judged creative writing benchmark with vocabulary and GPT-slop controls.

  • EQ-Bench Longform Creative Writing v1.112841.8

    EQ-Bench Longform Creative Writing v1.11 · Published board — LLM-judged benchmark in which models plan and write a short story/novella over 8x 1000-word turns, scored 0-100 across 14 rubric dimensions.

  • Slop Score3370.6

    Slop Score published 2026-09-10 · Published board — Leaderboard and analysis tool scoring how much model writing resembles AI slop via overused words, contrast patterns, and trigrams.

  • UGI Writing4429.9

    UGI Writing published 2026-09-10 · Published board — A maintainer-owned writing evaluation considering intelligence, style, repetition and length adherence, informed by human preferences.

Unusual results

1 threshold-crossing signal flagged · 25 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: 0.16435 fraction
    Peer mean 0.45443 · peer sd 0.10476 · n 168 · families 124
    Directed z -2.769 · baseline z -1.075 · gap -1.694 · profile n 24
    0.16435 fractionmeasuredobserved 2026-09-10artificialanalysis.ai
    Evidence
    Axis: SciCode (AA subproblems) · v1.0.1 · Published board
    Exact value: 0.164351851851852 fraction
    Observed: 2026-09-10T21:47:16.627Z · publication date: not recorded
    Observation id: aa:2e6400f5-85ca-4ebc-ba8f-c2811a631138:scicode
Missing coverage · 118 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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OpenRouter (1)

DeepInfra
Gemma 3 12B Instruct — benchmarks & cost | Benchmark Heaven