Result

Accuracy of RGCN / N-MTL on SugarBase taxonomy · Kingdom

91.59(1.67)% Accuracy

Methods

Tested configuration: RGCN / N-MTL
Protocol: SugarBase taxonomy · Kingdom (GlycanML taxonomy prediction)
Dataset: SugarBase taxonomy · Kingdom
Procedure: Fixed backbone; compare adaptation strategies, not standalone foundation models. SugarBase taxonomy: motif-frequency K-means cluster allocation 8:1:1.
Evaluation: RGCN / N-MTL: SugarBase taxonomy · Kingdom
Coverage: Not reported scored / Not reported eligible
Uncertainty: SD 1.67
Evidence: Author-reported evaluation · source checkedGlycanML: A Multi-Task and Multi-Structure Benchmark for Glycan Machine Learning · Table 4, RGCN, N-MTL, column Kingdom

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

Reproduction

Split: SugarBase taxonomy: motif-frequency K-means cluster allocation 8:1:1.
Adaptation: Backbone: RGCN; adaptation: N-MTL.
Scoring implementation: Not reported

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 statement	Original source and location	Review and provenance
Reported result 91.59(1.67) Individual claims	GlycanML: A Multi-Task and Multi-Structure Benchmark for Glycan Machine Learning Original source ↗ Table 4, RGCN, N-MTL, column Kingdom Version: arXiv:2405.16206v1, 2024-05-25 Retrieved: 2026-09-16T21:04:56.017006+00:00	source checked ["transcription","automated-source-review"] · 2026-09-17 author reported Audit details Source checked does not mean experimentally reproduced. Field: `attributes.printed_value` Source artifact SHA-256: `9ba3db678b4550898a612b42e8832bf9dee40935090fc4d969ba8f6ac5106979` Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact

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Sources and history

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

1 source record and release history

GlycanML: A Multi-Task and Multi-Structure Benchmark for Glycan Machine Learning · Original source · arXiv:2405.16206v1, 2024-05-25

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Technical metadata and extraction receipts

Stable ID: paper-result-89b973f6b24d20d70b

areas: glycans
printed value: 91.59(1.67)
numeric value: 91.59
metric: accuracy
metric direction: higher
unit: percent
uncertainty: type: standard_deviation; value: 1.67; n: 3
reported population: train validation test: 11010; 1280; 919; note: Dataset split sizes, not per-model scored counts.
source locator: Table 4, RGCN, N-MTL, column Kingdom
source occurrences: source id: expansion-p3-glycanml-2405-16206v1; locator: Table 4, RGCN, N-MTL, column Kingdom
review: method: transcription; automated-source-review; date: 2026-09-17; note: Source checked does not mean experimentally reproduced.; method note: primary table; source review separate from transcription
missing metadata: checkpoint revision: reason: unextracted; eligible count: reason: unextracted; scored count: reason: unreported

Related records

evaluation: RGCN / N-MTL: SugarBase taxonomy · Kingdom

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