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Evaluation

ESM2_AMP_CSE: real_test PPI held-out evaluation

Complete trained PPI pipelines evaluated on real_test. Paper real_test dataset; Table 3.

Evaluation procedure

Complete trained PPI pipelines evaluated on real_test. Paper real_test dataset; Table 3.

Configuration
ESM2_AMP_CSE
Protocol
real_test PPI held-out evaluation (protein-protein interaction prediction)
Dataset
real_test PPI held-out evaluation
origin
Author-reported evaluation
configuration
Paper-specific evaluated pipeline; exact checkpoint not inferred from label
protocol id
paper-protocol-1edc32c80b0223fef1
dataset version
Not reported
split
Paper real_test dataset; Table 3.
subset
real_test PPI held-out evaluation
population
Not reported
aggregation
Not reported
inputs
Not reported
adaptation
Paper-specific evaluated pipeline; exact checkpoint not inferred from label
budget
Not reported
metric implementation
Not reported

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

Evaluation results

Release 2026-09-17-d277315f7d76 · 1 evaluation · 6 metric rows. Different protocols are not a single leaderboard.

Results grouped by the exact reported evaluation
Metric and findingCoverage and uncertaintyEvidence
ESM2_AMP_CSE: 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

0.5628 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_AMP_CSE, column MCC; XML row3 column6

Source checking is not independent reproduction.

0.7981 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_AMP_CSE, column F1 Score; XML row3 column4

Source checking is not independent reproduction.

0.8064 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_AMP_CSE, column AUC; XML row3 column5

Source checking is not independent reproduction.

0.7665 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_AMP_CSE, column Accuracy; XML row3 column2

Source checking is not independent reproduction.

0.9258 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_AMP_CSE, column Recall; XML row3 column3

Source checking is not independent reproduction.

0.7014 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_AMP_CSE, column Precision; XML row3 column7

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.

19 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-09-17-d277315f7d76
Property and statementOriginal source and locationReview and provenance
attributes.comparison.adaptation

Paper-specific evaluated pipeline; exact checkpoint not inferred from label

Context-only references
ESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery

Original source ↗

Table 3: Accuracy, real_test PPI held-out evaluation

Version: version of record
Retrieved: 2026-09-17T07:56:12.275470+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: 8e7ad6efb72ca28d73037cdf465b0e62f99cd6d0ee4ca9eaf96a4c48da22fd6c

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.comparison.aggregation

No value recorded

Context-only references
ESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery

Original source ↗

Table 3: Accuracy, real_test PPI held-out evaluation

Version: version of record
Retrieved: 2026-09-17T07:56:12.275470+00:00

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: 8e7ad6efb72ca28d73037cdf465b0e62f99cd6d0ee4ca9eaf96a4c48da22fd6c

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.comparison.budget

No value recorded

Context-only references
ESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery

Original source ↗

Table 3: Accuracy, real_test PPI held-out evaluation

Version: version of record
Retrieved: 2026-09-17T07:56:12.275470+00:00

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.budget

Source artifact SHA-256: 8e7ad6efb72ca28d73037cdf465b0e62f99cd6d0ee4ca9eaf96a4c48da22fd6c

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.comparison.dataset_version

No value recorded

Context-only references
ESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery

Original source ↗

Table 3: Accuracy, real_test PPI held-out evaluation

Version: version of record
Retrieved: 2026-09-17T07:56:12.275470+00:00

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.dataset_version

Source artifact SHA-256: 8e7ad6efb72ca28d73037cdf465b0e62f99cd6d0ee4ca9eaf96a4c48da22fd6c

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.comparison.inputs

No value recorded

Context-only references
ESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery

Original source ↗

Table 3: Accuracy, real_test PPI held-out evaluation

Version: version of record
Retrieved: 2026-09-17T07:56:12.275470+00:00

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.inputs

Source artifact SHA-256: 8e7ad6efb72ca28d73037cdf465b0e62f99cd6d0ee4ca9eaf96a4c48da22fd6c

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.comparison.metric_implementation

No value recorded

Context-only references
ESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery

Original source ↗

Table 3: Accuracy, real_test PPI held-out evaluation

Version: version of record
Retrieved: 2026-09-17T07:56:12.275470+00:00

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.metric_implementation

Source artifact SHA-256: 8e7ad6efb72ca28d73037cdf465b0e62f99cd6d0ee4ca9eaf96a4c48da22fd6c

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.comparison.population

No value recorded

Context-only references
ESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery

Original source ↗

Table 3: Accuracy, real_test PPI held-out evaluation

Version: version of record
Retrieved: 2026-09-17T07:56:12.275470+00:00

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.population

Source artifact SHA-256: 8e7ad6efb72ca28d73037cdf465b0e62f99cd6d0ee4ca9eaf96a4c48da22fd6c

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.comparison.protocol_id

paper-protocol-1edc32c80b0223fef1

Context-only references
ESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery

Original source ↗

Table 3: Accuracy, real_test PPI held-out evaluation

Version: version of record
Retrieved: 2026-09-17T07:56:12.275470+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.protocol_id

Source artifact SHA-256: 8e7ad6efb72ca28d73037cdf465b0e62f99cd6d0ee4ca9eaf96a4c48da22fd6c

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.comparison.split

Paper real_test dataset; Table 3.

Context-only references
ESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery

Original source ↗

Table 3: Accuracy, real_test PPI held-out evaluation

Version: version of record
Retrieved: 2026-09-17T07:56:12.275470+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.split

Source artifact SHA-256: 8e7ad6efb72ca28d73037cdf465b0e62f99cd6d0ee4ca9eaf96a4c48da22fd6c

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.comparison.subset

real_test PPI held-out evaluation

Context-only references
ESM2_AMP: an interpretable framework for protein–protein interactions prediction and biological mechanism discovery

Original source ↗

Table 3: Accuracy, real_test PPI held-out evaluation

Version: version of record
Retrieved: 2026-09-17T07:56:12.275470+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.subset

Source artifact SHA-256: 8e7ad6efb72ca28d73037cdf465b0e62f99cd6d0ee4ca9eaf96a4c48da22fd6c

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Sources and history

Release 2026-09-17-d277315f7d76 · Record review: needs review

Download this release
Technical metadata and extraction receipts

Stable ID: paper-evaluation-6d9a2dcb4f6b9eefdb

areas
molecular-interactions
tasks
protein-protein interaction prediction
origin
author_reported
protocol
Complete trained PPI pipelines evaluated on real_test. Paper real_test dataset; Table 3.
version
Paper-specific evaluated pipeline; exact checkpoint not inferred from label
comparison
protocol id: paper-protocol-1edc32c80b0223fef1; dataset version: Not reported; split: Paper real_test dataset; Table 3.; subset: real_test PPI held-out evaluation; population: Not reported; aggregation: Not reported; inputs: Not reported; adaptation: Paper-specific evaluated pipeline; exact checkpoint not inferred from label; budget: Not reported; metric implementation: Not reported
source locator
Table 3: Accuracy, real_test PPI held-out evaluation
missing metadata
checkpoint revision: unextracted; budget: unreported; split manifest: unextracted
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