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Evaluation

MULAN-ESM2 S: human protein-protein interaction prediction

Evaluation results

1 evaluation · 1 result. Different protocols are not a single leaderboard.

Filter evaluations

Applied filters: All linked evaluations

Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: MULAN-ESM2 STask: human protein-protein interaction prediction
Dataset: HumanPPI
0.717 AUROC
unitless · unknown

Uncertainty: Not yet extracted

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

MULAN-ESM2 S: human protein-protein interaction prediction

MULAN sequence-structure model based on ESM2 8M

Aggregation: Not reported

MULAN: multimodal protein language model for sequence and structure encoding · Table 2, MULAN-ESM2 S row, HumanPPI AUC column

Source checking is not independent reproduction. Release 2026-11-02-a7f03c9e55a5.

Research readiness

0 of 4 readiness checks met. These checks assess whether the evidence supports a reproducible investigation; a source-checked score alone does not meet them.

Readiness checks, gaps and artifacts

Release 2026-11-02-a7f03c9e55a5 · Evidence verified: Not verified

Evidence incomplete

Replay metrics

Exact outcomes, predictions, identifiers and evaluator are connected.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Metrics are recomputed from the saved predictions: not yet verified

Verified: Not verified

Evidence incomplete

Investigate discrepancies

Replay evidence includes annotations and an assessment of dependence. Unknown independence permits descriptive analysis only.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Metrics are recomputed from the saved predictions: not yet verified
  • Sample annotations are recorded: not yet verified
  • Dependence between samples is assessed: not yet verified

Verified: Not verified

Evidence incomplete

Run locally

A pinned recipe describes the inputs, environment and resource requirements.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • A pinned run recipe exists: not yet verified
  • Compute requirements are estimated: not yet verified

Verified: Not verified

Evidence incomplete

Validate independently

Separate data and exposure records support an independent test.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Independent validation data exist: not yet verified
  • Overlap with training data is checked: not yet verified

Verified: Not verified

Readiness describes the evidence in this release. Availability on your computer is checked separately when an investigation runs. Existing data exposure can prevent independent validation even when files are available.

Artifacts and reproduction

No verified artifact manifest is connected to this record yet. The gaps above identify what is needed before analysis can begin.

Evaluation procedure

MULAN sequence-structure model based on ESM2 8M

Configuration
MULAN-ESM2 S
Task
human protein-protein interaction prediction
Dataset
HumanPPI
origin
Author-reported evaluation
configuration
small ESM2 backbone
protocol id
Not reported
dataset version
Not reported
split
paper evaluation
population
Not reported
inputs
Not reported
adaptation
Not reported
metric implementation
Not reported
aggregation
Not reported
budget
Not reported

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

Reproduction

Split
paper evaluation
Adaptation
Not reported
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

Source checking verifies the cited claim or transcription. It does not establish independent reproduction.

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.

17 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
Comparison: adaptation
Not reported
Context-only references
MULAN: multimodal protein language model for sequence and structure encoding

Original source ↗

No field-specific location recorded

Version: journal full text in PMC
Retrieved: 2026-09-16T10:38:57.558217+00:00

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: 771a9a26ebda6f49ea266540e8dd6e6de0cbaef724de818ca6124a5f9c50d350

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

Inspected artifact

Comparison: aggregation
Not reported
Context-only references
MULAN: multimodal protein language model for sequence and structure encoding

Original source ↗

No field-specific location recorded

Version: journal full text in PMC
Retrieved: 2026-09-16T10:38:57.558217+00:00

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: 771a9a26ebda6f49ea266540e8dd6e6de0cbaef724de818ca6124a5f9c50d350

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

Inspected artifact

Comparison: budget
Not reported
Context-only references
MULAN: multimodal protein language model for sequence and structure encoding

Original source ↗

No field-specific location recorded

Version: journal full text in PMC
Retrieved: 2026-09-16T10:38:57.558217+00:00

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.budget

Source artifact SHA-256: 771a9a26ebda6f49ea266540e8dd6e6de0cbaef724de818ca6124a5f9c50d350

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

Inspected artifact

Comparison: dataset version
Not reported
Context-only references
MULAN: multimodal protein language model for sequence and structure encoding

Original source ↗

No field-specific location recorded

Version: journal full text in PMC
Retrieved: 2026-09-16T10:38:57.558217+00:00

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.dataset_version

Source artifact SHA-256: 771a9a26ebda6f49ea266540e8dd6e6de0cbaef724de818ca6124a5f9c50d350

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

Inspected artifact

Comparison: inputs
Not reported
Context-only references
MULAN: multimodal protein language model for sequence and structure encoding

Original source ↗

No field-specific location recorded

Version: journal full text in PMC
Retrieved: 2026-09-16T10:38:57.558217+00:00

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.inputs

Source artifact SHA-256: 771a9a26ebda6f49ea266540e8dd6e6de0cbaef724de818ca6124a5f9c50d350

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

Inspected artifact

Comparison: metric implementation
Not reported
Context-only references
MULAN: multimodal protein language model for sequence and structure encoding

Original source ↗

No field-specific location recorded

Version: journal full text in PMC
Retrieved: 2026-09-16T10:38:57.558217+00:00

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.metric_implementation

Source artifact SHA-256: 771a9a26ebda6f49ea266540e8dd6e6de0cbaef724de818ca6124a5f9c50d350

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

Inspected artifact

Comparison: population
Not reported
Context-only references
MULAN: multimodal protein language model for sequence and structure encoding

Original source ↗

No field-specific location recorded

Version: journal full text in PMC
Retrieved: 2026-09-16T10:38:57.558217+00:00

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.population

Source artifact SHA-256: 771a9a26ebda6f49ea266540e8dd6e6de0cbaef724de818ca6124a5f9c50d350

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

Inspected artifact

Comparison: protocol id
Not reported
Context-only references
MULAN: multimodal protein language model for sequence and structure encoding

Original source ↗

No field-specific location recorded

Version: journal full text in PMC
Retrieved: 2026-09-16T10:38:57.558217+00:00

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.protocol_id

Source artifact SHA-256: 771a9a26ebda6f49ea266540e8dd6e6de0cbaef724de818ca6124a5f9c50d350

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

Inspected artifact

Comparison: split
paper evaluation
Context-only references
MULAN: multimodal protein language model for sequence and structure encoding

Original source ↗

No field-specific location recorded

Version: journal full text in PMC
Retrieved: 2026-09-16T10:38:57.558217+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.split

Source artifact SHA-256: 771a9a26ebda6f49ea266540e8dd6e6de0cbaef724de818ca6124a5f9c50d350

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

Inspected artifact

Origin
author_reported
Context-only references
MULAN: multimodal protein language model for sequence and structure encoding

Original source ↗

No field-specific location recorded

Version: journal full text in PMC
Retrieved: 2026-09-16T10:38:57.558217+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.origin

Source artifact SHA-256: 771a9a26ebda6f49ea266540e8dd6e6de0cbaef724de818ca6124a5f9c50d350

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

Inspected artifact

How to read the evidence

Sources and history

Release 2026-11-02-a7f03c9e55a5 · Record review: needs review

1 source record and release historyDownload this release (gzip)
Technical metadata and extraction receipts

Stable ID: evaluation-b2-mulan-2025

areas
proteins-complexes
tasks
human protein-protein interaction prediction
origin
author_reported
protocol
MULAN sequence-structure model based on ESM2 8M
version
small ESM2 backbone
comparison
protocol id: Not reported; dataset version: Not reported; split: paper evaluation; population: Not reported; inputs: Not reported; adaptation: Not reported; metric implementation: Not reported; aggregation: Not reported; budget: Not reported
missing metadata
dataset version: reason: unextracted
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