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Deepcogito · model passport

Cogito v2.1 (Reasoning)

cogito-v2-1
3/27axes covered
Best percentile
90.6MMLU-Pro (Artificial Analysis)
Composite standing
61.4shrunk · 3/27 axes

What the data says

Benchmarked on 3 of 27 tracked axes. Every figure below is the model's own published result on that board.

Strongest axes

  • 90.6 pct — MMLU-Pro (Artificial Analysis) (84.9%)

Uneven: 37.8 percentile points between its best and worst axis — 90.6 pct on MMLU-Pro (Artificial Analysis) versus 52.8 pct on IFBench (Artificial Analysis).

  • MMLU-Pro (Artificial Analysis)90.6 pct84.9%Verify →
  • LiveCodeBench (Artificial Analysis)75.2 pct68.8%Verify →
  • IFBench (Artificial Analysis)52.8 pct46.3%Verify →
  • OverallNot benchmarked
  • WebDev ArenaNot benchmarked
  • Vision ArenaNot benchmarked
  • Factuality ArenaNot benchmarked
  • Search ArenaNot benchmarked
  • Document ArenaNot benchmarked
  • Agent ArenaNot benchmarked
  • GPQA DiamondNot benchmarked
  • AIME (math)Not benchmarked
  • FrontierMathNot benchmarked
  • SimpleQA VerifiedNot benchmarked
  • ARC-AGI-2Not benchmarked
  • Humanity's Last ExamNot benchmarked
  • SimpleBenchNot benchmarked
  • LiveBenchNot benchmarked
  • BFCL v4 (function calling)Not benchmarked
  • SWE-bench Verified (live board)Not benchmarked
  • Terminal-Bench 4.0Not benchmarked
  • HHEM Hallucination (Vectara)Not benchmarked
  • SWE-bench VerifiedNot benchmarked
  • Terminal-BenchNot benchmarked
  • CodingNot benchmarked
  • Instruction followingNot benchmarked
  • Hard promptsNot benchmarked

Percentiles are the model's standing within each board's own population. Axes marked "not benchmarked" have no published result for this model — that is an absence of data, not a low score.

  • Cogito v2.1 (Reasoning) stands at 61.4 (raw mean 72.9) — measured on 3 of 27 axes.

    standingtemplateVerify →

Every claim is a computed fact from the current board data, phrased by a low-temperature model call and rejected by a validation gate if any number is not in the source row. How the leaderboards work →