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HARBAN AI LABS

Evaluation

Benchmarks

What each benchmark actually measures, whether it still tells you anything, and every result we hold — each one traced to the page it came from.
Benchmarks
14
Results on file
35
Last checked

How to read this catalogue

Provenance

Every number carries a label saying who produced it. Of the 35 results on file, 33 are vendor-reported, 2 are third-party. HARBAN has not yet published internal evaluations.

  • Vendor-reportedPublished by the organisation that built the model. Not independently reproduced.
  • Third-partyMeasured and published by an independent evaluator.
  • HARBAN internalRun by HARBAN AI LABS with published settings and logs.

Health

Benchmarks age. Each one carries a dated health label — active, saturated, flawed or retired — backed by a public source, so you know how much weight a score can bear before you read it.

What the labels mean

Comparability

Results are grouped by benchmark and variant — version, subset, tool setting — and are only charted against results from the same group. Vendor-reported numbers inside a group still use different settings.

How we source and group results

Benchmarks in the Knowledge category (2)

BenchmarkCategoryHealthYearResults on fileMetric
MMLUMeasuring Massive Multitask Language Understanding (MMLU)KnowledgeFlawed2020None yetAccuracy (%)
MMLU-ProKnowledgeSaturated20242Accuracy (%)

Health review

A health label is a dated judgement, not a permanent verdict. Each benchmark page gives the note behind its label, the date it was reviewed and the public source it rests on.

Active
No documented saturation, major flaw or retirement found as of the review date.
4 benchmarks overall
Saturated
Top models cluster near the ceiling; small differences are noise.
4 benchmarks overall
Flawed
Documented problems — label errors, weak tests or contamination — materially affect scores.
6 benchmarks overall
Retired
No longer maintained or superseded by a successor.
0 benchmarks overall

Model registry/models
Benchmarks/benchmarks
Paper breakdowns/research
AI tools directory/tools
Work with us/work-with-us