rewirebio.iobenchmarks
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GlycanML: A Multi-Task and Multi-Structure Benchmark for Glycan Machine Learning

arXiv:2405.16206v1, 2024-05-25

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Results

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Model or configurationMetricValueDatasetEvaluation
CompGCNAccuracy94.38(3.13) percentGlyConnect glycosylation · GlycosCompGCN: GlyConnect glycosylation · Glycos
CompGCNSpearman0.257(0.004) unitlessLectinOracle interaction · InteractionCompGCN: LectinOracle interaction · Interaction
CompGCNAUPRC0.692(0.006) unitlessSugarBase immunogenicity · ImmunoCompGCN: SugarBase immunogenicity · Immuno
CompGCNAccuracy69.28(0.99) percentSugarBase taxonomy · ClassCompGCN: SugarBase taxonomy · Class
CompGCNAccuracy93.94(0.41) percentSugarBase taxonomy · DomainCompGCN: SugarBase taxonomy · Domain
CompGCNAccuracy44.03(1.51) percentSugarBase taxonomy · FamilyCompGCN: SugarBase taxonomy · Family
CompGCNAccuracy40.70(1.73) percentSugarBase taxonomy · GenusCompGCN: SugarBase taxonomy · Genus
CompGCNAccuracy93.22(0.38) percentSugarBase taxonomy · KingdomCompGCN: SugarBase taxonomy · Kingdom
CompGCNAccuracy45.77(0.85) percentSugarBase taxonomy · OrderCompGCN: SugarBase taxonomy · Order
CompGCNAccuracy86.40(0.76) percentSugarBase taxonomy · PhylumCompGCN: SugarBase taxonomy · Phylum
CompGCNAccuracy40.04(1.32) percentSugarBase taxonomy · SpeciesCompGCN: SugarBase taxonomy · Species
GATAccuracy94.63(0.39) percentGlyConnect glycosylation · GlycosGAT: GlyConnect glycosylation · Glycos
GATSpearman0.229(0.002) unitlessLectinOracle interaction · InteractionGAT: LectinOracle interaction · Interaction
GATAUPRC0.685(0.053) unitlessSugarBase immunogenicity · ImmunoGAT: SugarBase immunogenicity · Immuno
GATAccuracy62.57(2.29) percentSugarBase taxonomy · ClassGAT: SugarBase taxonomy · Class
GATAccuracy94.27(0.41) percentSugarBase taxonomy · DomainGAT: SugarBase taxonomy · Domain
GATAccuracy37.50(0.91) percentSugarBase taxonomy · FamilyGAT: SugarBase taxonomy · Family
GATAccuracy36.38(1.10) percentSugarBase taxonomy · GenusGAT: SugarBase taxonomy · Genus
GATAccuracy92.56(0.25) percentSugarBase taxonomy · KingdomGAT: SugarBase taxonomy · Kingdom
GATAccuracy40.77(2.16) percentSugarBase taxonomy · OrderGAT: SugarBase taxonomy · Order
GATAccuracy80.81(0.60) percentSugarBase taxonomy · PhylumGAT: SugarBase taxonomy · Phylum
GATAccuracy34.13(0.99) percentSugarBase taxonomy · SpeciesGAT: SugarBase taxonomy · Species
GCNAccuracy95.90(0.11) percentGlyConnect glycosylation · GlycosGCN: GlyConnect glycosylation · Glycos
GCNSpearman0.233(0.009) unitlessLectinOracle interaction · InteractionGCN: LectinOracle interaction · Interaction
GCNAUPRC0.688(0.023) unitlessSugarBase immunogenicity · ImmunoGCN: SugarBase immunogenicity · Immuno
GCNAccuracy63.26(0.64) percentSugarBase taxonomy · ClassGCN: SugarBase taxonomy · Class
GCNAccuracy94.38(0.51) percentSugarBase taxonomy · DomainGCN: SugarBase taxonomy · Domain
GCNAccuracy34.93(0.76) percentSugarBase taxonomy · FamilyGCN: SugarBase taxonomy · Family
GCNAccuracy33.37(0.49) percentSugarBase taxonomy · GenusGCN: SugarBase taxonomy · Genus
GCNAccuracy92.06(0.11) percentSugarBase taxonomy · KingdomGCN: SugarBase taxonomy · Kingdom
GCNAccuracy38.70(1.06) percentSugarBase taxonomy · OrderGCN: SugarBase taxonomy · Order
GCNAccuracy80.30(0.44) percentSugarBase taxonomy · PhylumGCN: SugarBase taxonomy · Phylum
GCNAccuracy31.01(0.87) percentSugarBase taxonomy · SpeciesGCN: SugarBase taxonomy · Species
GINAccuracy97.16(0.19) percentGlyConnect glycosylation · GlycosGIN: GlyConnect glycosylation · Glycos
GINSpearman0.249(0.004) unitlessLectinOracle interaction · InteractionGIN: LectinOracle interaction · Interaction
GINAUPRC0.716(0.051) unitlessSugarBase immunogenicity · ImmunoGIN: SugarBase immunogenicity · Immuno
GINAccuracy67.54(0.31) percentSugarBase taxonomy · ClassGIN: SugarBase taxonomy · Class
GINAccuracy94.41(0.17) percentSugarBase taxonomy · DomainGIN: SugarBase taxonomy · Domain
GINAccuracy40.04(0.86) percentSugarBase taxonomy · FamilyGIN: SugarBase taxonomy · Family
GINAccuracy34.28(0.44) percentSugarBase taxonomy · GenusGIN: SugarBase taxonomy · Genus
GINAccuracy92.35(0.17) percentSugarBase taxonomy · KingdomGIN: SugarBase taxonomy · Kingdom
GINAccuracy35.40(1.92) percentSugarBase taxonomy · OrderGIN: SugarBase taxonomy · Order
GINAccuracy84.04(1.07) percentSugarBase taxonomy · PhylumGIN: SugarBase taxonomy · Phylum
GINAccuracy31.85(2.19) percentSugarBase taxonomy · SpeciesGIN: SugarBase taxonomy · Species
LSTMAccuracy96.28(1.42) percentGlyConnect glycosylation · GlycosLSTM: GlyConnect glycosylation · Glycos
LSTMSpearman0.280(0.001) unitlessLectinOracle interaction · InteractionLSTM: LectinOracle interaction · Interaction
LSTMAUPRC0.862(0.016) unitlessSugarBase immunogenicity · ImmunoLSTM: SugarBase immunogenicity · Immuno
LSTMAccuracy63.47(1.95) percentSugarBase taxonomy · ClassLSTM: SugarBase taxonomy · Class
LSTMAccuracy92.78(1.16) percentSugarBase taxonomy · DomainLSTM: SugarBase taxonomy · Domain
LSTMAccuracy38.74(1.47) percentSugarBase taxonomy · FamilyLSTM: SugarBase taxonomy · Family

Claims

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Models, benchmarks and other records

Configurations (22)

Benchmarks (1)

Tasks (4)

Protocols (12)

Datasets (12)

Evaluations (220)

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15 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-11-02-a7f03c9e55a5
Property and statementOriginal source and locationReview and provenance
Artifact SHA-256
9ba3db678b4550898a612b42e8832bf9dee40935090fc4d969ba8f6ac5106979
Source metadata
GlycanML: A Multi-Task and Multi-Structure Benchmark for Glycan Machine Learning

Original source ↗

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Version: arXiv:2405.16206v1, 2024-05-25
Retrieved: 2026-09-16T21:04:56.017006+00:00

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Source artifact SHA-256: 9ba3db678b4550898a612b42e8832bf9dee40935090fc4d969ba8f6ac5106979

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Artifact url
https://arxiv.org/pdf/2405.16206v1
Source metadata
GlycanML: A Multi-Task and Multi-Structure Benchmark for Glycan Machine Learning

Original source ↗

No field-specific location recorded

Version: arXiv:2405.16206v1, 2024-05-25
Retrieved: 2026-09-16T21:04:56.017006+00:00

catalogued

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Audit details

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Source artifact SHA-256: 9ba3db678b4550898a612b42e8832bf9dee40935090fc4d969ba8f6ac5106979

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Hash scope
Exact retrieved primary paper artifact bytes.
Source metadata
GlycanML: A Multi-Task and Multi-Structure Benchmark for Glycan Machine Learning

Original source ↗

No field-specific location recorded

Version: arXiv:2405.16206v1, 2024-05-25
Retrieved: 2026-09-16T21:04:56.017006+00:00

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Source artifact SHA-256: 9ba3db678b4550898a612b42e8832bf9dee40935090fc4d969ba8f6ac5106979

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Retrieved at
2026-09-16T21:04:56.017006+00:00
Source metadata
GlycanML: A Multi-Task and Multi-Structure Benchmark for Glycan Machine Learning

Original source ↗

No field-specific location recorded

Version: arXiv:2405.16206v1, 2024-05-25
Retrieved: 2026-09-16T21:04:56.017006+00:00

catalogued

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Source artifact SHA-256: 9ba3db678b4550898a612b42e8832bf9dee40935090fc4d969ba8f6ac5106979

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Review method
1 values
  • automated-source-review
Source metadata
GlycanML: A Multi-Task and Multi-Structure Benchmark for Glycan Machine Learning

Original source ↗

No field-specific location recorded

Version: arXiv:2405.16206v1, 2024-05-25
Retrieved: 2026-09-16T21:04:56.017006+00:00

catalogued

No individual claim review recorded

Audit details

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Source artifact SHA-256: 9ba3db678b4550898a612b42e8832bf9dee40935090fc4d969ba8f6ac5106979

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Review: scope
Source identification and table transcription; no independent experimental reproduction.
Source metadata
GlycanML: A Multi-Task and Multi-Structure Benchmark for Glycan Machine Learning

Original source ↗

No field-specific location recorded

Version: arXiv:2405.16206v1, 2024-05-25
Retrieved: 2026-09-16T21:04:56.017006+00:00

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Source artifact SHA-256: 9ba3db678b4550898a612b42e8832bf9dee40935090fc4d969ba8f6ac5106979

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Url
https://arxiv.org/abs/2405.16206v1
Source metadata
GlycanML: A Multi-Task and Multi-Structure Benchmark for Glycan Machine Learning

Original source ↗

No field-specific location recorded

Version: arXiv:2405.16206v1, 2024-05-25
Retrieved: 2026-09-16T21:04:56.017006+00:00

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Version
arXiv:2405.16206v1, 2024-05-25
Source metadata
GlycanML: A Multi-Task and Multi-Structure Benchmark for Glycan Machine Learning

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Version: arXiv:2405.16206v1, 2024-05-25
Retrieved: 2026-09-16T21:04:56.017006+00:00

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Source metadata
GlycanML: A Multi-Task and Multi-Structure Benchmark for Glycan Machine Learning

Original source ↗

No field-specific location recorded

Version: arXiv:2405.16206v1, 2024-05-25
Retrieved: 2026-09-16T21:04:56.017006+00:00

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GlycanML: A Multi-Task and Multi-Structure Benchmark for Glycan Machine Learning

Original source ↗

No field-specific location recorded

Version: arXiv:2405.16206v1, 2024-05-25
Retrieved: 2026-09-16T21:04:56.017006+00:00

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Source artifact SHA-256: 9ba3db678b4550898a612b42e8832bf9dee40935090fc4d969ba8f6ac5106979

Hash scope: Exact retrieved primary paper artifact bytes.

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Stable ID: expansion-p3-glycanml-2405-16206v1

url
https://arxiv.org/abs/2405.16206v1
version
arXiv:2405.16206v1, 2024-05-25
retrieved at
2026-09-16T21:04:56.017006+00:00
artifact sha256
9ba3db678b4550898a612b42e8832bf9dee40935090fc4d969ba8f6ac5106979
artifact url
https://arxiv.org/pdf/2405.16206v1
hash scope
Exact retrieved primary paper artifact bytes.
review
scope: Source identification and table transcription; no independent experimental reproduction.; method: automated-source-review
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