Task gallery / Data processing / data science / Version 1
Task evidence / delivery
datasciresearch/esda-mh-diffusion-distance
uncalibratedKnown curated cohortChosen benchmark version- 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
Metropolis–Hastings diffusion distance to uniformity Moran's I and the other global statistics in esda summarize one step of interaction between neighbours. We would like a global clustering statistic that also reflects the larger-scale geometry of the weights graph: start a Markov chain on the units from the observed distribution of a variable, let it diffuse towards the uniform distribution, and count the steps un…
Excerpt only; not a complete executable task specification. Task ID sfdata2/esda-mh-diffusion-distance · 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 / effort | Verifier result [95% Wilson] | Diagnostic labels / valid | HARNESS_ERROR · excluded | Outcome classes |
|---|---|---|---|---|
| GPT-6 Astra · medium | 2/2 | 0 / 2 | 2 | GOOD_FAILURE: 0 BAD_FAILURE: 0 GOOD_SUCCESS: 0 BAD_SUCCESS: 0 |
Legacy evidence
| Model / effort | Verifier result [95% Wilson] | Diagnostic labels / valid | HARNESS_ERROR · excluded | Outcome classes |
|---|
Every recorded run
16 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 / model | Date / source | Reward / eligibility | Diagnostic class / source | Resources | Evidence |
|---|---|---|---|---|---|
esda-mh-diffusion-distance__3M2Dt4wnop@@ | Oct 18, 2026 delivery | 0 · valid | No diagnostic label derived | Tokens: — Turns: — Cost: — | Not publicly available |
esda-mh-diffusion-distance__Yt8zykForacle@@ | Oct 18, 2026 delivery | 1 · valid | No diagnostic label derived | Tokens: — Turns: — Cost: — | Not publicly available |
esda-mh-diffusion-distance__jSetCETnop@@ | Oct 18, 2026 delivery | 0 · valid | No diagnostic label derived | Tokens: — Turns: — Cost: — | Not publicly available |
esda-mh-diffusion-distance__ta5gscsoracle@@ | Oct 18, 2026 delivery | 1 · valid | No diagnostic label derived | Tokens: — Turns: — Cost: — | Not publicly available |
esda-mh-diffusion-distance__xU4qSqfnop@@ | Oct 18, 2026 delivery | 0 · valid | No diagnostic label derived | Tokens: — Turns: — Cost: — | Not publicly available |
esda-mh-diffusion-distance__zrT6ZhVoracle@@ | Oct 18, 2026 delivery | 1 · valid | No diagnostic label derived | Tokens: — Turns: — Cost: — | Not publicly available |
esda-mh-diffusion-distance__CoWpuQjGPT-6 Astra · medium | Oct 18, 2026 delivery | 1 · valid | No diagnostic label derived | Tokens: 16,509 Turns: 35 Cost: — | Not publicly available |
esda-mh-diffusion-distance__xmZQivRGPT-6 Astra · medium | Oct 18, 2026 delivery | No reward · excludedno_reward | HARNESS_ERROR derived | Tokens: 14,657 Turns: 20 Cost: — | Not publicly available |
esda-mh-diffusion-distance__FUqafZboracle@@ | Oct 18, 2026 delivery | 1 · valid | No diagnostic label derived | Tokens: — Turns: — Cost: — | Not publicly available |
esda-mh-diffusion-distance__JKpHh4fnop@@ | Oct 18, 2026 delivery | 0 · valid | No diagnostic label derived | Tokens: — Turns: — Cost: — | Not publicly available |
esda-mh-diffusion-distance__KpxZstdoracle@@ | Oct 18, 2026 delivery | 1 · valid | No diagnostic label derived | Tokens: — Turns: — Cost: — | Not publicly available |
esda-mh-diffusion-distance__ULyEkqPnop@@ | Oct 18, 2026 delivery | 0 · valid | No diagnostic label derived | Tokens: — Turns: — Cost: — | Not publicly available |
esda-mh-diffusion-distance__ZFuxykjnop@@ | Oct 18, 2026 delivery | 0 · valid | No diagnostic label derived | Tokens: — Turns: — Cost: — | Not publicly available |
esda-mh-diffusion-distance__fYGKaNDoracle@@ | Oct 18, 2026 delivery | 1 · valid | No diagnostic label derived | Tokens: — Turns: — Cost: — | Not publicly available |
esda-mh-diffusion-distance__TESU8ppGPT-6 Astra · medium | Oct 18, 2026 delivery | 1 · valid | No diagnostic label derived | Tokens: 20,254 Turns: 42 Cost: — | Not publicly available |
esda-mh-diffusion-distance__eLcqggxGPT-6 Astra · medium | Oct 18, 2026 delivery | No reward · excludedno_reward | HARNESS_ERROR derived | Tokens: 8,971 Turns: 16 Cost: — | Not publicly available |