rewire.itbenchmarks
Evaluation

GraphBind: SJC test split

Residue-level small-molecule binding-site classification. 80/10/10 train/validation/test partition of nonredundant sequences.

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Release 2026-09-29-06401fd5b220 · Evidence verified: Not verified

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Verified: Not verified

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Evaluation results

1 evaluation · 4 results. Different protocols are not a single leaderboard.

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Applied filters: All linked evaluations

Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: GraphBindProtocol: SJC test split (protein-small molecule binding-site prediction)
Dataset: SJC test split
0.486 ± 0.005 MCC
unitless · higher

Uncertainty: printed: 0.005; value: 0.005; type: not explicitly identified in inspected table or caption

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

GraphBind: SJC test split

Residue-level small-molecule binding-site classification. 80/10/10 train/validation/test partition of nonredundant sequences.

Aggregation: Not reported

Protein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning · Table 3 (Tab3), row 3 GraphBind, column 4: SJC test split MCC
Configuration: GraphBindProtocol: SJC test split (protein-small molecule binding-site prediction)
Dataset: SJC test split
0.906 ± 0.003 AUROC
unitless · higher

Uncertainty: printed: 0.003; value: 0.003; type: not explicitly identified in inspected table or caption

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

GraphBind: SJC test split

Residue-level small-molecule binding-site classification. 80/10/10 train/validation/test partition of nonredundant sequences.

Aggregation: Not reported

Protein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning · Table 3 (Tab3), row 3 GraphBind, column 5: SJC test split AUROC
Configuration: GraphBindProtocol: SJC test split (protein-small molecule binding-site prediction)
Dataset: SJC test split
0.568 ± 0.024 Recall
unitless · higher

Uncertainty: printed: 0.024; value: 0.024; type: not explicitly identified in inspected table or caption

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

GraphBind: SJC test split

Residue-level small-molecule binding-site classification. 80/10/10 train/validation/test partition of nonredundant sequences.

Aggregation: Not reported

Protein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning · Table 3 (Tab3), row 3 GraphBind, column 2: SJC test split Recall
Configuration: GraphBindProtocol: SJC test split (protein-small molecule binding-site prediction)
Dataset: SJC test split
0.462 ± 0.011 Precision
unitless · higher

Uncertainty: printed: 0.011; value: 0.011; type: not explicitly identified in inspected table or caption

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

GraphBind: SJC test split

Residue-level small-molecule binding-site classification. 80/10/10 train/validation/test partition of nonredundant sequences.

Aggregation: Not reported

Protein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning · Table 3 (Tab3), row 3 GraphBind, column 3: SJC test split Precision

Source checking is not independent reproduction. Release 2026-09-29-06401fd5b220.

Evaluation procedure

Residue-level small-molecule binding-site classification. 80/10/10 train/validation/test partition of nonredundant sequences.

Configuration
GraphBind
Protocol
SJC test split (protein-small molecule binding-site prediction)
Dataset
SJC test split
origin
Independent external evaluation
configuration
Paper-specific predictor and its documented input information
protocol id
paper-protocol-07cf559d2f1f9262e7
dataset version
Not reported
split
Residue-level small-molecule binding-site classification. 80/10/10 train/validation/test partition of nonredundant sequences.
subset
Not reported
population
Not reported
aggregation
Not reported
inputs
Not reported
adaptation
Paper-specific predictor and its documented input information
budget
Not reported
metric implementation
Not reported

Metadata review: needs review. Unreported conditions prevent automatic comparisons.

Reproduction

Split
Residue-level small-molecule binding-site classification. 80/10/10 train/validation/test partition of nonredundant sequences.
Adaptation
Paper-specific predictor and its documented input information
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

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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.

19 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-09-29-06401fd5b220
Property and statementOriginal source and locationReview and provenance
attributes.comparison.adaptation
Paper-specific predictor and its documented input information
Context-only references
Protein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning

Original source ↗

Comparison of CLAPE-SMB with other models on the SJC; Table 3 (Tab3), row 2 P2Rank, column 2: SJC test split Recall; Table 3 (Tab3), row 3 GraphBind, column 2: SJC test split Recall; Table 3 (Tab3), row 4 DeepProSite, column 2: SJC test split Recall; Table 3 (Tab3), row 5 CLAPE-SMB, column 2: SJC test split Recall

Version: version of record
Retrieved: 2026-09-16T10:41:06Z

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: 215919244c3dd2dfb0b55fce91c211430fd8d4aee4bb28bd03eab9f4feb73e62

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

attributes.comparison.aggregation
Not reported
Context-only references
Protein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning

Original source ↗

Comparison of CLAPE-SMB with other models on the SJC; Table 3 (Tab3), row 2 P2Rank, column 2: SJC test split Recall; Table 3 (Tab3), row 3 GraphBind, column 2: SJC test split Recall; Table 3 (Tab3), row 4 DeepProSite, column 2: SJC test split Recall; Table 3 (Tab3), row 5 CLAPE-SMB, column 2: SJC test split Recall

Version: version of record
Retrieved: 2026-09-16T10:41:06Z

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: 215919244c3dd2dfb0b55fce91c211430fd8d4aee4bb28bd03eab9f4feb73e62

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

attributes.comparison.budget
Not reported
Context-only references
Protein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning

Original source ↗

Comparison of CLAPE-SMB with other models on the SJC; Table 3 (Tab3), row 2 P2Rank, column 2: SJC test split Recall; Table 3 (Tab3), row 3 GraphBind, column 2: SJC test split Recall; Table 3 (Tab3), row 4 DeepProSite, column 2: SJC test split Recall; Table 3 (Tab3), row 5 CLAPE-SMB, column 2: SJC test split Recall

Version: version of record
Retrieved: 2026-09-16T10:41:06Z

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.budget

Source artifact SHA-256: 215919244c3dd2dfb0b55fce91c211430fd8d4aee4bb28bd03eab9f4feb73e62

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

attributes.comparison.dataset_version
Not reported
Context-only references
Protein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning

Original source ↗

Comparison of CLAPE-SMB with other models on the SJC; Table 3 (Tab3), row 2 P2Rank, column 2: SJC test split Recall; Table 3 (Tab3), row 3 GraphBind, column 2: SJC test split Recall; Table 3 (Tab3), row 4 DeepProSite, column 2: SJC test split Recall; Table 3 (Tab3), row 5 CLAPE-SMB, column 2: SJC test split Recall

Version: version of record
Retrieved: 2026-09-16T10:41:06Z

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.dataset_version

Source artifact SHA-256: 215919244c3dd2dfb0b55fce91c211430fd8d4aee4bb28bd03eab9f4feb73e62

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

attributes.comparison.inputs
Not reported
Context-only references
Protein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning

Original source ↗

Comparison of CLAPE-SMB with other models on the SJC; Table 3 (Tab3), row 2 P2Rank, column 2: SJC test split Recall; Table 3 (Tab3), row 3 GraphBind, column 2: SJC test split Recall; Table 3 (Tab3), row 4 DeepProSite, column 2: SJC test split Recall; Table 3 (Tab3), row 5 CLAPE-SMB, column 2: SJC test split Recall

Version: version of record
Retrieved: 2026-09-16T10:41:06Z

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.inputs

Source artifact SHA-256: 215919244c3dd2dfb0b55fce91c211430fd8d4aee4bb28bd03eab9f4feb73e62

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

attributes.comparison.metric_implementation
Not reported
Context-only references
Protein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning

Original source ↗

Comparison of CLAPE-SMB with other models on the SJC; Table 3 (Tab3), row 2 P2Rank, column 2: SJC test split Recall; Table 3 (Tab3), row 3 GraphBind, column 2: SJC test split Recall; Table 3 (Tab3), row 4 DeepProSite, column 2: SJC test split Recall; Table 3 (Tab3), row 5 CLAPE-SMB, column 2: SJC test split Recall

Version: version of record
Retrieved: 2026-09-16T10:41:06Z

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.metric_implementation

Source artifact SHA-256: 215919244c3dd2dfb0b55fce91c211430fd8d4aee4bb28bd03eab9f4feb73e62

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

attributes.comparison.population
Not reported
Context-only references
Protein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning

Original source ↗

Comparison of CLAPE-SMB with other models on the SJC; Table 3 (Tab3), row 2 P2Rank, column 2: SJC test split Recall; Table 3 (Tab3), row 3 GraphBind, column 2: SJC test split Recall; Table 3 (Tab3), row 4 DeepProSite, column 2: SJC test split Recall; Table 3 (Tab3), row 5 CLAPE-SMB, column 2: SJC test split Recall

Version: version of record
Retrieved: 2026-09-16T10:41:06Z

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.population

Source artifact SHA-256: 215919244c3dd2dfb0b55fce91c211430fd8d4aee4bb28bd03eab9f4feb73e62

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

attributes.comparison.protocol_id
paper-protocol-07cf559d2f1f9262e7
Context-only references
Protein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning

Original source ↗

Comparison of CLAPE-SMB with other models on the SJC; Table 3 (Tab3), row 2 P2Rank, column 2: SJC test split Recall; Table 3 (Tab3), row 3 GraphBind, column 2: SJC test split Recall; Table 3 (Tab3), row 4 DeepProSite, column 2: SJC test split Recall; Table 3 (Tab3), row 5 CLAPE-SMB, column 2: SJC test split Recall

Version: version of record
Retrieved: 2026-09-16T10:41:06Z

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.protocol_id

Source artifact SHA-256: 215919244c3dd2dfb0b55fce91c211430fd8d4aee4bb28bd03eab9f4feb73e62

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

attributes.comparison.split
Residue-level small-molecule binding-site classification. 80/10/10 train/validation/test partition of nonredundant sequences.
Context-only references
Protein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning

Original source ↗

Comparison of CLAPE-SMB with other models on the SJC; Table 3 (Tab3), row 2 P2Rank, column 2: SJC test split Recall; Table 3 (Tab3), row 3 GraphBind, column 2: SJC test split Recall; Table 3 (Tab3), row 4 DeepProSite, column 2: SJC test split Recall; Table 3 (Tab3), row 5 CLAPE-SMB, column 2: SJC test split Recall

Version: version of record
Retrieved: 2026-09-16T10:41:06Z

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.split

Source artifact SHA-256: 215919244c3dd2dfb0b55fce91c211430fd8d4aee4bb28bd03eab9f4feb73e62

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

attributes.comparison.subset
Not reported
Context-only references
Protein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning

Original source ↗

Comparison of CLAPE-SMB with other models on the SJC; Table 3 (Tab3), row 2 P2Rank, column 2: SJC test split Recall; Table 3 (Tab3), row 3 GraphBind, column 2: SJC test split Recall; Table 3 (Tab3), row 4 DeepProSite, column 2: SJC test split Recall; Table 3 (Tab3), row 5 CLAPE-SMB, column 2: SJC test split Recall

Version: version of record
Retrieved: 2026-09-16T10:41:06Z

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.subset

Source artifact SHA-256: 215919244c3dd2dfb0b55fce91c211430fd8d4aee4bb28bd03eab9f4feb73e62

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Sources and history

View linked audit checks and correction history

Release 2026-09-29-06401fd5b220 · Record review: needs review

1 source records and release historyDownload this release
Technical metadata and extraction receipts

Stable ID: paper-evaluation-7c7d7ce08b8b96e1d5

areas
proteins-complexes
tasks
protein-small molecule binding-site prediction
origin
independent_paper
protocol
Residue-level small-molecule binding-site classification. 80/10/10 train/validation/test partition of nonredundant sequences.
version
Paper-specific predictor and its documented input information
comparison
protocol id: paper-protocol-07cf559d2f1f9262e7; dataset version: Not reported; split: Residue-level small-molecule binding-site classification. 80/10/10 train/validation/test partition of nonredundant sequences.; subset: Not reported; population: Not reported; aggregation: Not reported; inputs: Not reported; adaptation: Paper-specific predictor and its documented input information; budget: Not reported; metric implementation: Not reported
source locator
Comparison of CLAPE-SMB with other models on the SJC; Table 3 (Tab3), row 2 P2Rank, column 2: SJC test split Recall; Table 3 (Tab3), row 3 GraphBind, column 2: SJC test split Recall; Table 3 (Tab3), row 4 DeepProSite, column 2: SJC test split Recall; Table 3 (Tab3), row 5 CLAPE-SMB, column 2: SJC test split Recall
missing metadata
checkpoint revision: unextracted; budget: unreported; split manifest: unextracted
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