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Benchmarks / Kai / Choosing among many options

Kai · Capability

Choosing among many options

Accuracy as the number of listed options grows, the same cases put to both models. Past 160 options Kai shortlists by retrieval first.

Latest

History

7 results, newest first. Superseded runs stay, so a revision's progress can be read.

0%50%100%10-03kai-1 · 0834a74f · 4 options: 96.8%, Oct 3, 2026kai-1 · 0834a74f · 16 options: 93.5%, Oct 3, 2026kai-1 · 0834a74f · 77 options: 90.8%, Oct 3, 2026kai-1 · 0834a74f · 150 options: 90.8%, Oct 3, 2026kai-1 · 0834a74f · 1,000 options: 0.5%, Oct 3, 2026kai-1 · 0834a74f · 10,000 options: 0.0%, Oct 3, 2026kai-1 · 0834a74f · 100,000 options: 0.0%, Oct 3, 2026
MeasuredSubjectMetricValueBaselineResultStatus
Oct 3, 2026kai-1 · 0834a74f · 4 optionsAccuracy96.8%Jev 90.5%WinLive · Hanzo-measured
Oct 3, 2026kai-1 · 0834a74f · 16 optionsAccuracy93.5%Jev 85.3%WinLive · Hanzo-measured
Oct 3, 2026kai-1 · 0834a74f · 77 optionsAccuracy90.8%Jev 84.3%WinLive · Hanzo-measured
Oct 3, 2026kai-1 · 0834a74f · 150 optionsAccuracy90.8%Jev 94.0%LossLive · Hanzo-measured
Oct 3, 2026kai-1 · 0834a74f · 1,000 optionsAccuracy0.5%Jev refusedUnscoredLive · Hanzo-measured
Oct 3, 2026kai-1 · 0834a74f · 10,000 optionsAccuracy0.0%Jev refusedUnscoredLive · Hanzo-measured
Oct 3, 2026kai-1 · 0834a74f · 100,000 optionsAccuracy0.0%Jev refusedUnscoredLive · Hanzo-measured

Conditions

choice sizes: 4, 16, 77, 150, 1,000, 10,000, 100,000every option scored up to 160, shortlisted past itJev: typesafe/jev-1.13, measured Sep 27, 2026

Hardware

CUDA F32 on dgx

Source

research run cap.cardinality-cases-kai-1-kai

Reproduce

bench cap --harness . --who kai,jev --kai <checkpoint> # in hanzoai/benchmarks/decision

More Kai benchmarks

AG News · DAIR Emotion · Banking77 · Support triage · Email spam · Phishing · Jailbreak · Toxicity · RAG relevance · Model routing · Typed decisions · MASSIVE · AG News, validation split · Support triage, validation split · Typed decisions, validation split · HarmBench (benign prompts) · Joint decisions · Release gate against Jev · Latency of one decision

Every result for Choosing among many options on the shelf · How these are measured

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