Strengths and considerations
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UniProtSMB test split · Recall. Residue-level small-molecule binding-site classification. 80/10/10 train/validation/test partition of nonredundant sequences.
Explanatory profile: limited source coverage · Automated source review, 2026-09-17. Review applies to the cited claims; unresolved fields are listed below. Numerical results retain their own review status.
| Property | Description and evidence |
|---|---|
| Datasets | Not extracted or verified for this record. |
| Organisms | Not extracted or verified for this record. |
| Assays | Not extracted or verified for this record. |
| Splits | Not extracted or verified for this record. |
| Allowed inputs | Not extracted or verified for this record. |
| Adaptation | Not extracted or verified for this record. |
| Metrics | Not extracted or verified for this record. |
| Baselines | Not extracted or verified for this record. |
Residue-level small-molecule binding-site classification. 80/10/10 train/validation/test partition of nonredundant sequences.
Benchmarks bring together tasks and protocols. A task describes the biological question; a protocol defines a particular test.
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Each evaluation records what was tested and under which conditions.
Explore the results reported under one evaluation protocol. Each figure keeps its source, dataset and metric together; it is not a ranking across studies.
Recall (unitless) · Higher values are better for this metric.
Residue-level small-molecule binding-site classification. 80/10/10 train/validation/test partition of nonredundant sequences.
Source order is preserved. Plotted marks show point estimates; uncertainty, where reported, is retained in the printed values and table. Differences do not establish statistical significance.
Protein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning · Comparison of CLAPE-SMB with other models on the UniProtSMB; Table 4 (Tab4), row 2 P2Rank, column 2: UniProtSMB test split Recall; Table 4 (Tab4), row 3 GraphBind, column 2: UniProtSMB test split Recall; Table 4 (Tab4), row 4 DeepProSite, column 2: UniProtSMB test split Recall; Table 4 (Tab4), row 5 CLAPE-SMB, column 2: UniProtSMB test split Recall| Tested entity | Printed value | Uncertainty | Evidence |
|---|---|---|---|
| P2Rank · Configuration | 0.632 unitless | Not reported | Independent external evaluation · source checkedProtein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning · Table 4 (Tab4), row 2 P2Rank, column 2: UniProtSMB test split Recall |
| GraphBind · Configuration | 0.565 ± 0.020 unitless | printed: 0.020; value: 0.02; type: not explicitly identified in inspected table or caption | Independent external evaluation · source checkedProtein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning · Table 4 (Tab4), row 3 GraphBind, column 2: UniProtSMB test split Recall |
| DeepProSite · Configuration | 0.490 ± 0.013 unitless | printed: 0.013; value: 0.013; type: not explicitly identified in inspected table or caption | Independent external evaluation · source checkedProtein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning · Table 4 (Tab4), row 4 DeepProSite, column 2: UniProtSMB test split Recall |
| CLAPE-SMB · Configuration | 0.673 ± 0.031 unitless | printed: 0.031; value: 0.031; type: not explicitly identified in inspected table or caption | Author-reported evaluation · source checkedProtein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning · Table 4 (Tab4), row 5 CLAPE-SMB, column 2: UniProtSMB test split Recall |
Source transcription and grouping reviewed by automated source review on 2026-09-17. These experiments were not independently reproduced by rewire.
Release 2026-09-17-d277315f7d76 · 4 evaluations · 16 metric rows. Different protocols are not a single leaderboard.
| Metric and finding | Coverage and uncertainty | Evidence |
|---|---|---|
| DeepProSite: UniProtSMB test split Configuration: DeepProSiteProtocol: UniProtSMB test split (protein-small molecule binding-site prediction)Dataset: UniProtSMB test split Residue-level small-molecule binding-site classification. 80/10/10 train/validation/test partition of nonredundant sequences. Independent external evaluation · Evaluation metadata: needs review | ||
| 0.490 ± 0.013 Recall Unit: unitless · Direction: higher | Uncertainty: printed: 0.013; value: 0.013; type: not explicitly identified in inspected table or caption Scored: Not reported · Eligible: Not reported | source checkedProtein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning · Table 4 (Tab4), row 4 DeepProSite, column 2: UniProtSMB test split Recall Source checking is not independent reproduction. |
| 0.756 ± 0.005 Precision Unit: unitless · Direction: higher | Uncertainty: printed: 0.005; value: 0.005; type: not explicitly identified in inspected table or caption Scored: Not reported · Eligible: Not reported | source checkedProtein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning · Table 4 (Tab4), row 4 DeepProSite, column 3: UniProtSMB test split Precision Source checking is not independent reproduction. |
| 0.598 ± 0.006 MCC Unit: unitless · Direction: higher | Uncertainty: printed: 0.006; value: 0.006; type: not explicitly identified in inspected table or caption Scored: Not reported · Eligible: Not reported | source checkedProtein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning · Table 4 (Tab4), row 4 DeepProSite, column 4: UniProtSMB test split MCC Source checking is not independent reproduction. |
| 0.965 ± 0.001 AUROC Unit: unitless · Direction: higher | Uncertainty: printed: 0.001; value: 0.001; type: not explicitly identified in inspected table or caption Scored: Not reported · Eligible: Not reported | source checkedProtein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning · Table 4 (Tab4), row 4 DeepProSite, column 5: UniProtSMB test split AUROC Source checking is not independent reproduction. |
| CLAPE-SMB: UniProtSMB test split Configuration: CLAPE-SMBProtocol: UniProtSMB test split (protein-small molecule binding-site prediction)Dataset: UniProtSMB test split Residue-level small-molecule binding-site classification. 80/10/10 train/validation/test partition of nonredundant sequences. Author-reported evaluation · Evaluation metadata: needs review | ||
| 0.743 ± 0.040 Precision Unit: unitless · Direction: higher | Uncertainty: printed: 0.040; value: 0.04; type: not explicitly identified in inspected table or caption Scored: Not reported · Eligible: Not reported | source checkedProtein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning · Table 4 (Tab4), row 5 CLAPE-SMB, column 3: UniProtSMB test split Precision Source checking is not independent reproduction. |
| 0.673 ± 0.031 Recall Unit: unitless · Direction: higher | Uncertainty: printed: 0.031; value: 0.031; type: not explicitly identified in inspected table or caption Scored: Not reported · Eligible: Not reported | source checkedProtein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning · Table 4 (Tab4), row 5 CLAPE-SMB, column 2: UniProtSMB test split Recall Source checking is not independent reproduction. |
| 0.699 ± 0.004 MCC Unit: unitless · Direction: higher | Uncertainty: printed: 0.004; value: 0.004; type: not explicitly identified in inspected table or caption Scored: Not reported · Eligible: Not reported | source checkedProtein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning · Table 4 (Tab4), row 5 CLAPE-SMB, column 4: UniProtSMB test split MCC Source checking is not independent reproduction. |
| 0.960 ± 0.001 AUROC Unit: unitless · Direction: higher | Uncertainty: printed: 0.001; value: 0.001; type: not explicitly identified in inspected table or caption Scored: Not reported · Eligible: Not reported | source checkedProtein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning · Table 4 (Tab4), row 5 CLAPE-SMB, column 5: UniProtSMB test split AUROC Source checking is not independent reproduction. |
| GraphBind: UniProtSMB test split Configuration: GraphBindProtocol: UniProtSMB test split (protein-small molecule binding-site prediction)Dataset: UniProtSMB test split Residue-level small-molecule binding-site classification. 80/10/10 train/validation/test partition of nonredundant sequences. Independent external evaluation · Evaluation metadata: needs review | ||
| 0.932 ± 0.003 AUROC Unit: unitless · Direction: higher | Uncertainty: printed: 0.003; value: 0.003; type: not explicitly identified in inspected table or caption Scored: Not reported · Eligible: Not reported | source checkedProtein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning · Table 4 (Tab4), row 3 GraphBind, column 5: UniProtSMB test split AUROC Source checking is not independent reproduction. |
| 0.565 ± 0.020 Recall Unit: unitless · Direction: higher | Uncertainty: printed: 0.020; value: 0.02; type: not explicitly identified in inspected table or caption Scored: Not reported · Eligible: Not reported | source checkedProtein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning · Table 4 (Tab4), row 3 GraphBind, column 2: UniProtSMB test split Recall Source checking is not independent reproduction. |
| 0.430 ± 0.007 Precision Unit: unitless · Direction: higher | Uncertainty: printed: 0.007; value: 0.007; type: not explicitly identified in inspected table or caption Scored: Not reported · Eligible: Not reported | source checkedProtein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning · Table 4 (Tab4), row 3 GraphBind, column 3: UniProtSMB test split Precision Source checking is not independent reproduction. |
| 0.473 ± 0.007 MCC Unit: unitless · Direction: higher | Uncertainty: printed: 0.007; value: 0.007; type: not explicitly identified in inspected table or caption Scored: Not reported · Eligible: Not reported | source checkedProtein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning · Table 4 (Tab4), row 3 GraphBind, column 4: UniProtSMB test split MCC Source checking is not independent reproduction. |
| P2Rank: UniProtSMB test split Configuration: P2RankProtocol: UniProtSMB test split (protein-small molecule binding-site prediction)Dataset: UniProtSMB test split Residue-level small-molecule binding-site classification. 80/10/10 train/validation/test partition of nonredundant sequences. Independent external evaluation · Evaluation metadata: needs review | ||
| N/A AUROC Unit: unitless · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedProtein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning · Table 4 (Tab4), row 2 P2Rank, column 5: UniProtSMB test split AUROC Source checking is not independent reproduction. |
| 0.236 MCC Unit: unitless · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedProtein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning · Table 4 (Tab4), row 2 P2Rank, column 4: UniProtSMB test split MCC Source checking is not independent reproduction. |
| 0.124 Precision Unit: unitless · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedProtein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning · Table 4 (Tab4), row 2 P2Rank, column 3: UniProtSMB test split Precision Source checking is not independent reproduction. |
| 0.632 Recall Unit: unitless · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedProtein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning · Table 4 (Tab4), row 2 P2Rank, column 2: UniProtSMB test split Recall Source checking is not independent reproduction. |
Last literature check: 2026-09-17. Dated primary-source discovery and protocol/table screening. Source checking does not mean experimental reproduction. Only separately extracted and independently reviewed numeric batches are publishable.
| Paper or primary resource | Version | Reference |
|---|---|---|
| Protein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning | version of record | Read source DOI: 10.1186/s13321-024-00920-2 |
complete tables extracted
No source-reviewed explanatory claims are recorded here yet.
No source-reviewed explanatory claims are recorded here yet.
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Stable record: paper-protocol-89b76bfabd1dfe31a6Trace 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.
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3 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| Evaluation in this paper Residue-level small-molecule binding-site classification. 80/10/10 train/validation/test partition of nonredundant sequences. Individual claims | Protein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning Comparison of CLAPE-SMB with other models on the UniProtSMB; Table 4 (Tab4), row 2 P2Rank, column 2: UniProtSMB test split Recall; Table 4 (Tab4), row 3 GraphBind, column 2: UniProtSMB test split Recall; Table 4 (Tab4), row 4 DeepProSite, column 2: UniProtSMB test split Recall; Table 4 (Tab4), row 5 CLAPE-SMB, column 2: UniProtSMB test split Recall Version: version of record | source checked automated source review · 2026-09-17 Audit detailsPrimary-source transcription and separate automated review. No human sign-off or experimental reproduction. Field: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Introduction UniProtSMB test split · Recall. Residue-level small-molecule binding-site classification. 80/10/10 train/validation/test partition of nonredundant sequences. Individual claims | Protein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning Comparison of CLAPE-SMB with other models on the UniProtSMB; Table 4 (Tab4), row 2 P2Rank, column 2: UniProtSMB test split Recall; Table 4 (Tab4), row 3 GraphBind, column 2: UniProtSMB test split Recall; Table 4 (Tab4), row 4 DeepProSite, column 2: UniProtSMB test split Recall; Table 4 (Tab4), row 5 CLAPE-SMB, column 2: UniProtSMB test split Recall Version: version of record | source checked automated source review · 2026-09-17 Audit detailsPrimary-source transcription and separate automated review. No human sign-off or experimental reproduction. Field: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Relationship: evaluates task reported-task-b181ed450cdd41 Individual claims | Protein-small molecule binding site prediction based on a pre-trained protein language model with contrastive learning Comparison of CLAPE-SMB with other models on the UniProtSMB; Table 4 (Tab4), row 2 P2Rank, column 2: UniProtSMB test split Recall; Table 4 (Tab4), row 3 GraphBind, column 2: UniProtSMB test split Recall; Table 4 (Tab4), row 4 DeepProSite, column 2: UniProtSMB test split Recall; Table 4 (Tab4), row 5 CLAPE-SMB, column 2: UniProtSMB test split Recall Version: version of record | source checked automated source review · 2026-09-17 Audit detailsField: Claim: paper-claim-3a8502ecc836c7589d Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
Release 2026-09-17-d277315f7d76 · Record review: needs review
Stable ID: paper-protocol-89b76bfabd1dfe31a6