rewirebio.iobenchmarks
Evaluation

ProteinMPNN on ProteinBench IF-FITTING-EVOLUTION-DISTRIBUTION-CASP-AAR: Fitting Evolution Distribution, CASP AAR

ProteinBench evaluation of ProteinMPNN on Fitting Evolution Distribution, CASP AAR, scored with AAR.

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: ProteinMPNNTask: ProteinBench IF-FITTING-EVOLUTION-DISTRIBUTION-CASP-AAR: Fitting Evolution Distribution, CASP AAR
Dataset subset: CASP, CAMEO and de novo backbones (ProteinBench split)
0.45 Sequence recovery
fraction · higher

Uncertainty: Not yet extracted

Coverage: Not reported scored / Not reported eligible

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

ProteinMPNN on ProteinBench IF-FITTING-EVOLUTION-DISTRIBUTION-CASP-AAR: Fitting Evolution Distribution, CASP AAR

Inverse folding: recover a sequence for a given backbone. Values are the median over repeated runs.

Aggregation: Not reported

proteinbench primary benchmark evidence · Table 2, row(ProteinMPNN), column(Fitting Evolution Distribution, CASP AAR ↑)

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

Inverse folding: recover a sequence for a given backbone. Values are the median over repeated runs.

Configuration
ProteinMPNN
Task
ProteinBench IF-FITTING-EVOLUTION-DISTRIBUTION-CASP-AAR: Fitting Evolution Distribution, CASP AAR
Dataset subset
CASP, CAMEO and de novo backbones (ProteinBench split)
origin
Author-reported evaluation
configuration
Not reported
protocol id
proteinbench-task-if-fitting-evolution-distribution-casp-aar
metric implementation
AAR

Metadata review: source checked. Unreported conditions prevent automatic comparisons.

Reproduction

Split
Not reported
Adaptation
Not reported
Scoring implementation
AAR

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.

10 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: metric implementation
AAR
Context-only references
proteinbench primary benchmark evidence

Original source ↗

Table 2, row(ProteinMPNN), column(Fitting Evolution Distribution, CASP AAR ↑)

Version: 2409.06744v1
Retrieved: 2026-09-16T21:07:13.231727+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.metric_implementation

Source artifact SHA-256: 4334d636223ad42bfb9ae68aae03f5a255c29ba1cebe7b8f9588fb3b9b5453b2

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Comparison: protocol id
proteinbench-task-if-fitting-evolution-distribution-casp-aar
Context-only references
proteinbench primary benchmark evidence

Original source ↗

Table 2, row(ProteinMPNN), column(Fitting Evolution Distribution, CASP AAR ↑)

Version: 2409.06744v1
Retrieved: 2026-09-16T21:07:13.231727+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.protocol_id

Source artifact SHA-256: 4334d636223ad42bfb9ae68aae03f5a255c29ba1cebe7b8f9588fb3b9b5453b2

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Origin
author_reported
Context-only references
proteinbench primary benchmark evidence

Original source ↗

Table 2, row(ProteinMPNN), column(Fitting Evolution Distribution, CASP AAR ↑)

Version: 2409.06744v1
Retrieved: 2026-09-16T21:07:13.231727+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.origin

Source artifact SHA-256: 4334d636223ad42bfb9ae68aae03f5a255c29ba1cebe7b8f9588fb3b9b5453b2

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Protocol
Inverse folding: recover a sequence for a given backbone. Values are the median over repeated runs.
Context-only references
proteinbench primary benchmark evidence

Original source ↗

Table 2, row(ProteinMPNN), column(Fitting Evolution Distribution, CASP AAR ↑)

Version: 2409.06744v1
Retrieved: 2026-09-16T21:07:13.231727+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.protocol

Source artifact SHA-256: 4334d636223ad42bfb9ae68aae03f5a255c29ba1cebe7b8f9588fb3b9b5453b2

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Source location
Table 2, row(ProteinMPNN), column(Fitting Evolution Distribution, CASP AAR ↑)
Context-only references
proteinbench primary benchmark evidence

Original source ↗

Table 2, row(ProteinMPNN), column(Fitting Evolution Distribution, CASP AAR ↑)

Version: 2409.06744v1
Retrieved: 2026-09-16T21:07:13.231727+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.source_locator

Source artifact SHA-256: 4334d636223ad42bfb9ae68aae03f5a255c29ba1cebe7b8f9588fb3b9b5453b2

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Description
ProteinBench evaluation of ProteinMPNN on Fitting Evolution Distribution, CASP AAR, scored with AAR.
Context-only references
proteinbench primary benchmark evidence

Original source ↗

Table 2, row(ProteinMPNN), column(Fitting Evolution Distribution, CASP AAR ↑)

Version: 2409.06744v1
Retrieved: 2026-09-16T21:07:13.231727+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: description

Source artifact SHA-256: 4334d636223ad42bfb9ae68aae03f5a255c29ba1cebe7b8f9588fb3b9b5453b2

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Relationship: assessment
proteinbench-task-if-fitting-evolution-distribution-casp-aar
Context-only references
proteinbench primary benchmark evidence

Original source ↗

Table 2, row(ProteinMPNN), column(Fitting Evolution Distribution, CASP AAR ↑)

Version: 2409.06744v1
Retrieved: 2026-09-16T21:07:13.231727+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: links:assessment:proteinbench-task-if-fitting-evolution-distribution-casp-aar

Source artifact SHA-256: 4334d636223ad42bfb9ae68aae03f5a255c29ba1cebe7b8f9588fb3b9b5453b2

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Relationship: data
proteinbench-dataset-casp-cameo-and-de-novo-backbones
Context-only references
proteinbench primary benchmark evidence

Original source ↗

Table 2, row(ProteinMPNN), column(Fitting Evolution Distribution, CASP AAR ↑)

Version: 2409.06744v1
Retrieved: 2026-09-16T21:07:13.231727+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: links:data:proteinbench-dataset-casp-cameo-and-de-novo-backbones

Source artifact SHA-256: 4334d636223ad42bfb9ae68aae03f5a255c29ba1cebe7b8f9588fb3b9b5453b2

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Relationship: system
proteinbench-method-proteinmpnn
Context-only references
proteinbench primary benchmark evidence

Original source ↗

Table 2, row(ProteinMPNN), column(Fitting Evolution Distribution, CASP AAR ↑)

Version: 2409.06744v1
Retrieved: 2026-09-16T21:07:13.231727+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: links:system:proteinbench-method-proteinmpnn

Source artifact SHA-256: 4334d636223ad42bfb9ae68aae03f5a255c29ba1cebe7b8f9588fb3b9b5453b2

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Name
ProteinMPNN on ProteinBench IF-FITTING-EVOLUTION-DISTRIBUTION-CASP-AAR: Fitting Evolution Distribution, CASP AAR
Context-only references
proteinbench primary benchmark evidence

Original source ↗

Table 2, row(ProteinMPNN), column(Fitting Evolution Distribution, CASP AAR ↑)

Version: 2409.06744v1
Retrieved: 2026-09-16T21:07:13.231727+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: name

Source artifact SHA-256: 4334d636223ad42bfb9ae68aae03f5a255c29ba1cebe7b8f9588fb3b9b5453b2

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Sources and history

Release 2026-11-02-a7f03c9e55a5 · Record review: source checked

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

Stable ID: proteinbench-evaluation-proteinmpnn-if-fitting-evolution-distribution-casp-aar

areas
proteins-complexes
tasks
Fitting Evolution Distribution, CASP AAR
origin
author_reported
protocol
Inverse folding: recover a sequence for a given backbone. Values are the median over repeated runs.
comparison
protocol id: proteinbench-task-if-fitting-evolution-distribution-casp-aar; metric implementation: AAR
missing metadata
budget: reason: unreported; checkpoint revision: reason: unreported; seeds: reason: unreported; split manifest: reason: unextracted
source locator
Table 2, row(ProteinMPNN), column(Fitting Evolution Distribution, CASP AAR ↑)
Related records

Suggest a correction