44.11(1.63)% accuracy
Shallow CNN / N-MTL: accuracy on SugarBase taxonomy · Family
- Tested configuration
- Shallow CNN / N-MTL
- Protocol
- SugarBase taxonomy · Family (GlycanML taxonomy prediction)
- Dataset
- SugarBase taxonomy · Family
- Procedure
- Fixed backbone; compare adaptation strategies, not standalone foundation models. SugarBase taxonomy: motif-frequency K-means cluster allocation 8:1:1.
- Evaluation
- Shallow CNN / N-MTL: SugarBase taxonomy · Family
- Evidence
- Author-reported evaluation · source checkedGlycanML: A Multi-Task and Multi-Structure Benchmark for Glycan Machine Learning · Table 4, Shallow CNN, N-MTL, column Family
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.
| Metric and finding | Coverage and uncertainty | Evidence |
|---|---|---|
| Shallow CNN / N-MTL: SugarBase taxonomy · Family Configuration: Shallow CNN / N-MTLProtocol: SugarBase taxonomy · Family (GlycanML taxonomy prediction)Dataset: SugarBase taxonomy · Family 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 | ||
| 44.11(1.63)% accuracy Unit: percent · Direction: higher | Uncertainty: type: standard deviation; value: 1.63; 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, Shallow CNN, N-MTL, column Family 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
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| Reported result 44.11(1.63) Individual claims | GlycanML: A Multi-Task and Multi-Structure Benchmark for Glycan Machine Learning Table 4, Shallow CNN, N-MTL, column Family Version: arXiv:2405.16206v1, 2024-05-25 | source checked Primary-table transcription and separate automated source review · 2026-09-17 author reported Audit detailsSource checked does not mean experimentally reproduced. Field: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
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
Technical metadata and extraction receipts
Stable ID: paper-result-89df39b51fc8f73a18
- areas
- glycomics
- printed value
- 44.11(1.63)
- numeric value
- 44.11
- metric
- accuracy
- metric direction
- higher
- unit
- percent
- uncertainty
- type: standard_deviation; value: 1.63; n: 3; unit: same_as_metric
- eligible count
- Not reported
- scored count
- Not reported
- reported population
- train validation test: 11010; 1280; 919; note: Dataset split sizes, not per-model scored counts.
- source locator
- Table 4, Shallow CNN, N-MTL, column Family
- source occurrences
- source id: expansion-p3-glycanml-2405-16206v1; locator: Table 4, Shallow CNN, N-MTL, column Family
- 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: Shallow CNN / N-MTL: SugarBase taxonomy · Family