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Benchmarks / Kai / Toxicity

Kai · Decision harness

Toxicity

Kai and Jev on the same 400 questions of Toxicity, one run per Kai revision.

Latest

History

9 results across 2 metrics, newest first. Superseded runs stay, so a revision's progress can be read.

64%74%84%09-2709-2810-0310-16Kai a5 · df1c16a2: 82.0%, Sep 27, 2026Kai a8 · 0cfeef05: 82.0%, Sep 28, 2026Kai a7 · 0834a74f: 80.3%, Sep 28, 2026Kai a6 · a211cc70: 80.8%, Sep 28, 2026kai-1 · 0834a74f: 80.3%, Oct 3, 2026kai-1.4 · c1856a77: 81.0%, Oct 16, 2026
MeasuredSubjectMetricValueBaselineResultStatus
Oct 16, 2026kai-1.4 · c1856a77Accuracy81.0%Jev 66.3%
Win
Live · Hanzo-measured
Oct 16, 2026kai-1.4 · c1856a77Calibration error (ECE)0.170Jev 0.177
Win
Live · Hanzo-measured
Oct 3, 2026kai-1 · 0834a74fAccuracy80.3%Jev 66.3%
Win
Superseded · Hanzo-measured
Sep 28, 2026Kai a8 · 0cfeef05Accuracy82.0%Jev 66.3%
Win
Superseded · Hanzo-measured
Sep 28, 2026Kai a7 · 0834a74fAccuracy80.3%Jev 66.3%
Win
Superseded · Hanzo-measured
Sep 28, 2026Kai a6 · a211cc70Accuracy80.8%Jev 66.3%
Win
Superseded · Hanzo-measured
Sep 28, 2026Kai a8 · 0cfeef05Calibration error (ECE)0.172Jev 0.177
Win
Superseded · Hanzo-measured
Sep 27, 2026Kai a5 · df1c16a2Accuracy82.0%Jev 66.3%
Win
Superseded · Hanzo-measured
Sep 27, 2026Kai a5 · df1c16a2Calibration error (ECE)0.167Jev 0.177
Win
Superseded · Hanzo-measured

Conditions

split: harness400 questions, 400 answereddataset dde140a63fc56 Kai revisions measuredJev: typesafe/jev-1.13-20260917, measured Sep 25, 2026

Hardware

CPU AS SERVED

Source

research run app.moderation_toxicity-harness-kai-1.4.c1856a77-kai

Reproduce

bench score --harness . --kai results/kai/preds.json.gz --out results/scores.json # in hanzoai/benchmarks/decision @ 5f616dd

More Kai benchmarks

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Every result for Toxicity on the shelf · How these are measured

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