rewirebio.iobenchmarks
Result

Accuracy of Multilayer perceptron (log CP10k) on CeNGEN (random split) (Open Problems label projection split)

0.858 Accuracy

Methods

Tested configuration
Multilayer perceptron (log CP10k)
Task
Open Problems label projection CENGEN-RANDOM-ACCURACY: Label projection on CeNGEN (random split), Accuracy
Dataset subset
CeNGEN (random split) (Open Problems label projection split)
Procedure
100k FACS-isolated C. elegans neurons from 17 experiments sequenced on 10x Genomics. Split into train/test randomly. Dimensions: 100955 cells, 22469 genes. 169 cell types avg. 597±800 cells per cell type).
Evaluation
Multilayer perceptron (log CP10k) on Open Problems label projection CENGEN-RANDOM-ACCURACY: Label projection on CeNGEN (random split), Accuracy
Coverage
Not reported scored / Not reported eligible
Uncertainty
Not yet extracted
Evidence
Author-reported evaluation · source checkedopenproblems-label primary benchmark evidence · results, dataset(cengen_random), method(multilayer_perceptron), paramset(log CP10k), metric(accuracy)

A source-checked result verifies the numerical transcription, not every model or protocol detail. Evaluation metadata: source checked. Source checked does not mean independently reproduced.

Reproduction

Split
Not reported
Adaptation
Not reported
Scoring implementation
Accuracy

No execution recipe has been verified for this exact configuration and evaluation. A benchmark's general instructions may use different inputs, splits or model settings.

Reproducing this published result requires matching its model configuration, data, split and scorer. Source checking or a successful smoke test does not establish score reproduction.

Evidence

Source checking verifies the cited claim or transcription. It does not establish independent reproduction.

Evidence table

Inspect claims, sources and review details

Trace each statement to its source and review. A context-only reference supports the record generally; it does not verify an individual field. Source checking does not reproduce an experiment.

One row per statement and cited source. Multiple citations are not independent evaluations. Shared locators are labelled explicitly.

1 evidence row matching the loaded filters

Claims, original sources and review scope · Release 2026-11-02-a7f03c9e55a5
Property and statementOriginal source and locationReview and provenance
Reported result
0.8575946239747011
Individual claims
openproblems-label primary benchmark evidence

Original source ↗

results, dataset(cengen_random), method(multilayer_perceptron), paramset(log CP10k), metric(accuracy)

Version: v1.0.0
Retrieved: 2026-09-16T21:16:30.026457+00:00

source checked

["deterministic-table-parse"] · 2026-09-18

author reported

Audit details

Source checked, not reproduced. Metrics differ by task, so no composite score across tasks is computed or implied.

Field: attributes.printed_value

Source artifact SHA-256: e223ab712ff55997a3abe659f280d4ea2952700e767b87e02c434701da9833c1

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Extraction artifact SHA-256: e223ab712ff55997a3abe659f280d4ea2952700e767b87e02c434701da9833c1

Extraction artifact

Sources and history

Release 2026-11-02-a7f03c9e55a5 · Record review: source checked

1 source record and release historyDownload this release (gzip)
Technical metadata and extraction receipts

Stable ID: open-problems-result-multilayer-perceptron-log-cp10k-cengen-random-accuracy-accuracy

areas
cells-tissues
tasks
Label projection on CeNGEN (random split), Accuracy
metric
accuracy
metric direction
higher
unit
fraction
printed value
0.8575946239747011
numeric value
0.8575946239747011
source locator
results, dataset(cengen_random), method(multilayer_perceptron), paramset(log CP10k), metric(accuracy)
missing metadata
denominator: reason: unextracted; seeds: reason: unreported; uncertainty: reason: unextracted
review
method: deterministic-table-parse; reviewer: codex; date: 2026-09-18; artifact sha256: e223ab712ff55997a3abe659f280d4ea2952700e767b87e02c434701da9833c1; retrieval url: https://www.openproblems.bio/benchmarks/label_projection/v1.0.0/; method note: run records embedded in the pinned page; direction of each metric taken from the page's own maximize flag; reviewer note: role: research agent; no human review claimed; note: Source checked, not reproduced. Metrics differ by task, so no composite score across tasks is computed or implied.
Related records

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