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Home/WikiBench

WikiBench 1.0

WikiBench

100 real tasks for models running locally. Each task scores 0–10. The overall score is a weighted mean, and partial credit counts. A separate model judges the answers: Ollama qwen2.5:7b.

Leaderboard

Live rows from the public table. Cached for about a minute.

Medium15B to under 70B

Size

Medium

30B

Tasks

93 scored · 7 unsupported (vision/audio)

Run date

Oct 20, 2026

Judge

TBD

Hardware

ASUS Ascent GX10

ModelOverallSizeTasksRun dateJudgeHardwareBreakdown
NVIDIA Nemotron 3.5 Lightning 30B-A3BNVFP4Local (Spark)Medium5.03Medium30B93 scored · 7 unsupported (vision/audio)Oct 20, 2026TBDASUS Ascent GX10

Spark-sized70B+ with a quant that fits the Spark's 128GB

Size

Spark-sized

122B

Tasks

93 scored · 7 unsupported (vision/audio)

Run date

Oct 20, 2026

Judge

TBD

Hardware

ASUS Ascent GX10

ModelOverallSizeTasksRun dateJudgeHardwareBreakdown
Ornith 1.5 122BQ4Local (Spark)Spark-sized4.88Spark-sized122B93 scored · 7 unsupported (vision/audio)Oct 20, 2026TBDASUS Ascent GX10

Largebigger than a Spark, or cloud-only with no public size

Size

Large

552B

Tasks

100 scored · 0 unsupported

Run date

Oct 20, 2026

Judge

TBD

Hardware

Hosted (Nous Portal)

Size

Large

501B

Tasks

93 scored · 7 unsupported (vision/audio)

Run date

Oct 20, 2026

Judge

TBD

Hardware

Hosted (Nous Portal)

Size

Large

428B

Tasks

94 scored · 6 unsupported (vision/audio)

Run date

Oct 20, 2026

Judge

TBD

Hardware

Ollama cloud

ModelOverallSizeTasksRun dateJudgeHardwareBreakdown
DeepSeek V4.1 FlashCloudLarge5.01Large552B100 scored · 0 unsupportedOct 20, 2026TBDHosted (Nous Portal)
Reflection Beam 1.0 501B-A23BCloudLarge4.73Large501B93 scored · 7 unsupported (vision/audio)Oct 20, 2026TBDHosted (Nous Portal)
MiniMax M3.1 FlashCloudLarge4.29Large428B94 scored · 6 unsupported (vision/audio)Oct 20, 2026TBDOllama cloud

Methodology

WikiBench 1.0 is the first live version of this benchmark. It has 100 tasks in 12 weighted categories: agentic, tool use, computation, coding, visualization, security, research/writing, hallucination, humanized, computer use, vision, transcription.

Size classes are Tiny (4B parameters or fewer), Small (5–9B), Medium (10–27B), and Large (a model that fits on one DGX Spark). If a run does not report a class, the row stays TBD. Parameter counts are shown only when the run reported them.

Unsupported tasks are counted and left out of the mean. They are not scored as zero. If a run has not reported category scores, the breakdown says pending. This page does not fill those in.

The Spark runner posts each finished result file to a token-protected endpoint with scripts/wikibench_post_result.py. New results land as drafts in wikibench_results and appear here only after they are reviewed and published. The public key can only read. Site research notes live on the methodology page.