Result

65.05(0.21)% mean accuracy across eight taxonomy tasks

RGCN / Single-Task: mean accuracy across eight taxonomy tasks on SugarBase taxonomy · Mean Acc

Tested configuration: RGCN
Protocol: SugarBase taxonomy · Mean Acc (GlycanML taxonomy prediction)
Dataset: SugarBase taxonomy · Mean Acc
Procedure: Fixed backbone; compare adaptation strategies, not standalone foundation models. SugarBase taxonomy: motif-frequency K-means cluster allocation 8:1:1.
Evaluation: RGCN: SugarBase taxonomy · Mean Acc
Evidence: Author-reported evaluation · source checkedGlycanML: A Multi-Task and Multi-Structure Benchmark for Glycan Machine Learning · Table 4, RGCN, Single-Task, column Mean Acc (%)

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.

Evaluation results

Release 2026-09-17-d277315f7d76 · 1 evaluation · 1 metric row. Different protocols are not a single leaderboard.

Evaluation setupMetricEvidence origin

Results grouped by the exact reported evaluation
Metric and finding	Coverage and uncertainty	Evidence
RGCN: SugarBase taxonomy · Mean Acc Configuration: RGCNProtocol: SugarBase taxonomy · Mean Acc (GlycanML taxonomy prediction)Dataset: SugarBase taxonomy · Mean Acc Fixed backbone; compare adaptation strategies, not standalone foundation models. SugarBase taxonomy: motif-frequency K-means cluster allocation 8:1:1. Author-reported evaluation · Evaluation metadata: needs review
65.05(0.21)% mean accuracy across eight taxonomy tasks Unit: percent · Direction: higher	Uncertainty: type: standard deviation; value: 0.21; n: 3; unit: same as metric Scored: Not reported · Eligible: Not reported	source checkedGlycanML: A Multi-Task and Multi-Structure Benchmark for Glycan Machine Learning · Table 4, RGCN, Single-Task, column Mean Acc (%) Source checking is not independent reproduction.

Evidence table

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 2026-09-17-d277315f7d76
Property and statement	Original source and location	Review and provenance
Reported result 65.05(0.21) Individual claims	GlycanML: A Multi-Task and Multi-Structure Benchmark for Glycan Machine Learning Original source ↗ Table 4, RGCN, Single-Task, column Mean Acc (%) Version: arXiv:2405.16206v1, 2024-05-25 Retrieved: 2026-09-16T21:04:56.017006+00:00	source checked Primary-table transcription and separate 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 2026-09-17-d277315f7d76 · Record review: source checked

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-5ebd480b2815e83e3d

areas: glycomics
printed value: 65.05(0.21)
numeric value: 65.05
metric: mean accuracy across eight taxonomy tasks
metric direction: higher
unit: percent
uncertainty: type: standard_deviation; value: 0.21; n: 3; unit: same_as_metric
eligible count: Not reported
scored count: Not reported
reported population: train validation test: Not reported; note: Dataset split sizes, not per-model scored counts.
source locator: Table 4, RGCN, Single-Task, column Mean Acc (%)
source occurrences: source id: expansion-p3-glycanml-2405-16206v1; locator: Table 4, RGCN, Single-Task, column Mean Acc (%)
review: method: Primary-table transcription and separate automated source review; date: 2026-09-17; note: Source checked does not mean experimentally reproduced.
missing metadata: scored count: unreported; eligible count: unextracted; checkpoint revision: unextracted; uncertainty: inapplicable

Related records

evaluation: RGCN: SugarBase taxonomy · Mean Acc

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