Task gallery / Data processing / data science / Version 1
Reference solution (oracle)
Pass
No-op resistance check
Pass
QA verdict
in-house design (no vendor PR); see docs/reports/datasci-research-v5
Aggregate eligibility
Eligible version

The task

Compact-noise reflected-divergence two-sample test We would like dcor.homogeneity to offer a replayable two-sample test built from reflected generative mixtures, a compactly supported noise law and permutation-rank fusion over a dyadic grid of noise scales. The caller supplies all randomness as banks, so a call is a deterministic function of its inputs. Please add the function below, document it, add tests, keep dco…

Excerpt only; not a complete executable task specification. Task ID sfdata2/compact-noise-reflected-divergence · version 1. Selection status: known curated delivery cohort.

Results by model and effort

This exact task version only. Every rate is passes / valid runs with a Wilson 95% interval; n≤2 remains counts only. Macro aggregation does not apply within a single task. Baselines are summarized in the quality gates, not ranked. A passed no-op resistance check means that doing nothing did not solve the task.

Current evidence

Model / effortVerifier result [95% Wilson]Diagnostic labels / validHARNESS_ERROR · excludedOutcome classes
GPT-6 Astra · medium2/20 / 21
GOOD_FAILURE: 0
BAD_FAILURE: 0
GOOD_SUCCESS: 0
BAD_SUCCESS: 0

Legacy evidence

Model / effortVerifier result [95% Wilson]Diagnostic labels / validHARNESS_ERROR · excludedOutcome classes

Every recorded run

15 recorded trials, including controls. Diagnostic labels do not replace verifier reward. Labels and quality checks are source declarations, not independently attested here. Internal evidence remains private; a missing public URL is shown explicitly. Records with invalid or absent rewards are not scored.

Run / modelDate / sourceReward / eligibilityDiagnostic class / sourceResourcesEvidence
compact-noise-reflected-divergen__CXxJZyS
nop@@
Oct 18, 2026
delivery
0 · validNo diagnostic label
derived
Tokens: —
Turns: —
Cost: —
Not publicly available
compact-noise-reflected-divergen__LgKc8Gf
nop@@
Oct 18, 2026
delivery
0 · validNo diagnostic label
derived
Tokens: —
Turns: —
Cost: —
Not publicly available
compact-noise-reflected-divergen__MwYdDMM
oracle@@
Oct 18, 2026
delivery
1 · validNo diagnostic label
derived
Tokens: —
Turns: —
Cost: —
Not publicly available
compact-noise-reflected-divergen__TsyCFDG
oracle@@
Oct 18, 2026
delivery
1 · validNo diagnostic label
derived
Tokens: —
Turns: —
Cost: —
Not publicly available
compact-noise-reflected-divergen__Whu6opM
nop@@
Oct 18, 2026
delivery
0 · validNo diagnostic label
derived
Tokens: —
Turns: —
Cost: —
Not publicly available
compact-noise-reflected-divergen__qmXErRC
oracle@@
Oct 18, 2026
delivery
1 · validNo diagnostic label
derived
Tokens: —
Turns: —
Cost: —
Not publicly available
compact-noise-reflected-divergen__3hyeXTZ
GPT-6 Astra · medium
Oct 18, 2026
delivery
1 · validNo diagnostic label
derived
Tokens: 7,409
Turns: 13
Cost: —
Not publicly available
compact-noise-reflected-divergen__HRpjXar
GPT-6 Astra · medium
Oct 18, 2026
delivery
1 · validNo diagnostic label
derived
Tokens: 7,879
Turns: 11
Cost: —
Not publicly available
compact-noise-reflected-divergen__nPX64Mh
GPT-6 Astra · medium
Oct 18, 2026
delivery
No reward · excludedno_rewardHARNESS_ERROR
derived
Tokens: 7,849
Turns: 13
Cost: —
Not publicly available
compact-noise-reflected-divergen__2id3NUs
oracle@@
Oct 18, 2026
delivery
1 · validNo diagnostic label
derived
Tokens: —
Turns: —
Cost: —
Not publicly available
compact-noise-reflected-divergen__JnB5jdo
oracle@@
Oct 18, 2026
delivery
1 · validNo diagnostic label
derived
Tokens: —
Turns: —
Cost: —
Not publicly available
compact-noise-reflected-divergen__R4M8cK7
nop@@
Oct 18, 2026
delivery
0 · validNo diagnostic label
derived
Tokens: —
Turns: —
Cost: —
Not publicly available
compact-noise-reflected-divergen__R6gzfQu
oracle@@
Oct 18, 2026
delivery
1 · validNo diagnostic label
derived
Tokens: —
Turns: —
Cost: —
Not publicly available
compact-noise-reflected-divergen__arRA2RY
nop@@
Oct 18, 2026
delivery
0 · validNo diagnostic label
derived
Tokens: —
Turns: —
Cost: —
Not publicly available
compact-noise-reflected-divergen__hoZfedi
nop@@
Oct 18, 2026
delivery
0 · validNo diagnostic label
derived
Tokens: —
Turns: —
Cost: —
Not publicly available