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aiqbench

Kwaikat · model passport

Kat Coder Pro V1

kat-coder-pro-v1
  • Cloud only
  • Proprietary licence
  • Released 2026-10-13(first seen on LMArena)
4/27axes covered
Best percentile
84.4LiveCodeBench (Artificial Analysis)
Cohort standing
57.3median 60.7

What the data says

Benchmarked on 4 of 27 tracked axes. Every figure below is the model's own published result on that board.

Weakest axes

  • 13.7 pct — WebDev Arena (1,256)

Uneven: 70.7 percentile points between its best and worst axis — 84.4 pct on LiveCodeBench (Artificial Analysis) versus 13.7 pct on WebDev Arena.

  • LiveCodeBench (Artificial Analysis)84.4 pct74.7%Verify →
  • IFBench (Artificial Analysis)79.3 pct68.4%Verify →
  • MMLU-Pro (Artificial Analysis)73.8 pct81.3%Verify →
  • WebDev Arena13.7 pct1,256Verify →
  • OverallNot 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.

  • KAT-Coder-Pro V1 stands at 57.3 (raw mean 62.8) — measured on 4 of 27 axes.

    standingtemplateVerify →

  • KAT-Coder-Pro V1 stands at 57.3 versus a cohort median of 60.7 across 169 models released within 180 days — below the peer median.

    cohorttemplateVerify →

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 →