Strengths and considerations
No source-reviewed explanatory claims are recorded here yet.
Configuration
ESM2_DPM
ESM2_DPM as evaluated in the cited study. Paper-specific evaluated pipeline; exact checkpoint not inferred from label
Sources
ESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery · Table 2, row ESM2_DPM, column Accuracy; XML row4 column2At a glance
Key specifications have not been extracted for this record. See the linked evaluation and sources for the reported setup.
limited source coverage · Automated source review, 2026-09-17. All specifications and missing details
Evaluations and results
Release 2026-09-17-d277315f7d76 · 2 evaluations · 11 metric rows. Different protocols are not a single leaderboard.
| Metric and finding | Coverage and uncertainty | Evidence |
|---|---|---|
| ESM2_DPM: Pan_dataset five-fold PPI cross-validation Configuration: ESM2_DPMProtocol: Pan_dataset five-fold PPI cross-validation (protein-protein interaction prediction)Dataset: Pan_dataset five-fold PPI cross-validation ESM 2_AMPS, ESM 2_AMP_CSE and ESM 2_DPM evaluated as complete PPI pipelines. Pan_dataset; Table 2 five-fold cross-validation. Author-reported evaluation · Evaluation metadata: needs review | ||
| 0.9801 F1 Score Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery · Table 2, row ESM2_DPM, column F1 Score; XML row4 column4 Source checking is not independent reproduction. |
| 0.9959 AUC Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery · Table 2, row ESM2_DPM, column AUC; XML row4 column5 Source checking is not independent reproduction. |
| 0.9605 MCC Unit: dimensionless · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery · Table 2, row ESM2_DPM, column MCC; XML row4 column6 Source checking is not independent reproduction. |
| 0.9802 Accuracy Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery · Table 2, row ESM2_DPM, column Accuracy; XML row4 column2 Source checking is not independent reproduction. |
| 0.9738 Recall Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery · Table 2, row ESM2_DPM, column Recall; XML row4 column3 Source checking is not independent reproduction. |
| ESM2_DPM: real_test PPI held-out evaluation Configuration: ESM2_DPMProtocol: real_test PPI held-out evaluation (protein-protein interaction prediction)Dataset: real_test PPI held-out evaluation Complete trained PPI pipelines evaluated on real_test. Paper real_test dataset; Table 3. Author-reported evaluation · Evaluation metadata: needs review | ||
| 0.5733 MCC Unit: dimensionless · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery · Table 3, row ESM2_DPM, column MCC; XML row4 column6 Source checking is not independent reproduction. |
| 0.7703 Accuracy Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery · Table 3, row ESM2_DPM, column Accuracy; XML row4 column2 Source checking is not independent reproduction. |
| 0.7767 AUC Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery · Table 3, row ESM2_DPM, column AUC; XML row4 column5 Source checking is not independent reproduction. |
| 0.7023 Precision Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery · Table 3, row ESM2_DPM, column Precision; XML row4 column7 Source checking is not independent reproduction. |
| 0.9358 Recall Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery · Table 3, row ESM2_DPM, column Recall; XML row4 column3 Source checking is not independent reproduction. |
| 0.8024 F1 Score Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery · Table 3, row ESM2_DPM, column F1 Score; XML row4 column4 Source checking is not independent reproduction. |
How it works
Evaluation in this paper
Paper-specific evaluated pipeline; exact checkpoint not inferred from label
Sources
ESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery · Table 2, row ESM2_DPM, column Accuracy; XML row4 column2Strengths and limitations
Limitations and conditions
No source-reviewed explanatory claims are recorded here yet.
Profile review details
Primary-source transcription and separate automated review. No human sign-off or experimental reproduction.
Stable record: paper-model-acf005a7d7196e1846Specifications
Inputs, training, access and other details
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 |
|---|---|
| Model type | Not extracted or verified for this record. |
| Inputs | Not extracted or verified for this record. |
| Outputs | Not extracted or verified for this record. |
| Parameters | Not extracted or verified for this record. |
| Known versions | Not extracted or verified for this record. |
| Training data | Not extracted or verified for this record. |
| Context limits | Not extracted or verified for this record. |
| Access | Not extracted or verified for this record. |
| Code licence | Not extracted or verified for this record. |
| Weights licence | Not extracted or verified for this record. |
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.
2 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| Evaluation in this paper Paper-specific evaluated pipeline; exact checkpoint not inferred from label Individual claims | ESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery Table 2, row ESM2_DPM, column Accuracy; XML row4 column2 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: Exact retrieved primary paper artifact bytes. |
| Introduction ESM2_DPM as evaluated in the cited study. Paper-specific evaluated pipeline; exact checkpoint not inferred from label Individual claims | ESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery Table 2, row ESM2_DPM, column Accuracy; XML row4 column2 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: Exact retrieved primary paper artifact bytes. |
Sources and history
Release 2026-09-17-d277315f7d76 · Record review: needs review
1 source records and release history
- ESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery · Original source · version of record
Technical metadata and extraction receipts
Stable ID: paper-model-acf005a7d7196e1846
- areas
- molecular-interactions
- tasks
- protein-protein interaction prediction
- entity level
- method
- configuration type
- reported_configuration
- version
- Paper-specific evaluated pipeline; exact checkpoint not inferred from label
- legacy kinds
- model
- entity classification
- review date: 2026-09-17; rationale: This source-scoped entry preserves the method/configuration actually named in an evaluation. It is neither a global family identity nor proof of an immutable checkpoint; the linked evaluation retains adaptation, fitting and scoring details.; source ids: part2-esm2-amp-2025; source locator: Table 2, row ESM2_DPM, column Accuracy; XML row4 column2; ambiguities: Configuration means the source-labelled evaluated identity. It does not establish missing checkpoint hashes, default settings or equivalence to same-named records in other papers.