rewire.itbenchmarks
Evaluation

CARP-640M naive supervised · FLIP2 TrpB one-to-many; held-out test set · TrpB

FLIP2 TrpB one-to-many; held-out test set; TrpB. Source checked, not independently reproduced.

Research readiness

These checks assess whether the evidence supports a reproducible investigation. A source-checked score alone does not meet these requirements.

Release 2026-09-29-06401fd5b220 · 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.
  • artifact hashes: verification is missing
  • join integrity: verification is missing
  • score semantics: verification is missing
  • metric replay: verification is missing

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.
  • artifact hashes: verification is missing
  • join integrity: verification is missing
  • score semantics: verification is missing
  • metric replay: verification is missing
  • annotations: verification is missing
  • dependence: verification is missing

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.
  • artifact hashes: verification is missing
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Verified: Not verified

Evidence incomplete

Validate independently

Separate data and exposure records support an independent test.

Missing or unresolved evidence

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Verified: Not verified

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

Read reviewed discrepancy investigations

Evaluation results

1 evaluation · 2 results. Different protocols are not a single leaderboard.

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Applied filters: All linked evaluations

Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: CARP-640M naive supervisedProtocol: FLIP2 TrpB one-to-many; held-out test set · TrpB
Dataset subset: TrpB
0.298 ± 0.217 spearman
correlation · higher

Uncertainty: printed spread: 0.217; type: unreported; value: 0.217

Coverage: Not reported scored / Not reported eligible

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

CARP-640M naive supervised · FLIP2 TrpB one-to-many; held-out test set · TrpB

FLIP2 TrpB one-to-many; held-out test set

Aggregation: mean of five random-seed fits (Section 4.3)

FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A7; row CARP-640M naive supervised; column spearman
Configuration: CARP-640M naive supervisedProtocol: FLIP2 TrpB one-to-many; held-out test set · TrpB
Dataset subset: TrpB
0.984 ± 0.002 ndcg
unitless · higher

Uncertainty: printed spread: 0.002; type: unreported; value: 0.002

Coverage: Not reported scored / Not reported eligible

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

CARP-640M naive supervised · FLIP2 TrpB one-to-many; held-out test set · TrpB

FLIP2 TrpB one-to-many; held-out test set

Aggregation: mean of five random-seed fits (Section 4.3)

FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A7; row CARP-640M naive supervised; column ndcg

Source checking is not independent reproduction. Release 2026-09-29-06401fd5b220.

Evaluation procedure

FLIP2 TrpB one-to-many; held-out test set

Configuration
CARP-640M naive supervised
Protocol
FLIP2 TrpB one-to-many; held-out test set · TrpB
Dataset subset
TrpB
origin
Author-reported evaluation
configuration
Not reported
protocol id
acquired-protocol-40d273a00b4110007da3
dataset version
Official FLIP2 manuscript; retrieved 2026-09-19; exact bytes pinned
split
one-to-many
population
TrpB
inputs
unreported
adaptation
random-initialized supervised training
aggregation
metric-specific; inspect each result

Metadata review: discovered. Unreported conditions prevent automatic comparisons.

Reproduction

Split
one-to-many
Adaptation
random-initialized supervised training
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.

22 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-09-29-06401fd5b220
Property and statementOriginal source and locationReview and provenance
attributes.comparison.adaptation
random-initialized supervised training
Context-only references
FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications

Original source ↗

Table A7; row CARP-640M naive supervised; column spearman

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.183348+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: d0e61ca27863c023adddcc225a3e4af1718f2e3fdfe3642bef89c24c93621a17

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.comparison.aggregation
metric-specific; inspect each result
Context-only references
FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications

Original source ↗

Table A7; row CARP-640M naive supervised; column spearman

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.183348+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: d0e61ca27863c023adddcc225a3e4af1718f2e3fdfe3642bef89c24c93621a17

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.comparison.dataset_version
Official FLIP2 manuscript; retrieved 2026-09-19; exact bytes pinned
Context-only references
FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications

Original source ↗

Table A7; row CARP-640M naive supervised; column spearman

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.183348+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.dataset_version

Source artifact SHA-256: d0e61ca27863c023adddcc225a3e4af1718f2e3fdfe3642bef89c24c93621a17

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.comparison.inputs
unreported
Context-only references
FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications

Original source ↗

Table A7; row CARP-640M naive supervised; column spearman

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.183348+00:00

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.inputs

Source artifact SHA-256: d0e61ca27863c023adddcc225a3e4af1718f2e3fdfe3642bef89c24c93621a17

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.comparison.population
TrpB
Context-only references
FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications

Original source ↗

Table A7; row CARP-640M naive supervised; column spearman

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.183348+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.population

Source artifact SHA-256: d0e61ca27863c023adddcc225a3e4af1718f2e3fdfe3642bef89c24c93621a17

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.comparison.protocol_id
acquired-protocol-40d273a00b4110007da3
Context-only references
FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications

Original source ↗

Table A7; row CARP-640M naive supervised; column spearman

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.183348+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.protocol_id

Source artifact SHA-256: d0e61ca27863c023adddcc225a3e4af1718f2e3fdfe3642bef89c24c93621a17

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.comparison.split
one-to-many
Context-only references
FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications

Original source ↗

Table A7; row CARP-640M naive supervised; column spearman

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.183348+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.split

Source artifact SHA-256: d0e61ca27863c023adddcc225a3e4af1718f2e3fdfe3642bef89c24c93621a17

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.conditions.adaptation
random-initialized supervised training
Context-only references
FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications

Original source ↗

Table A7; row CARP-640M naive supervised; column spearman

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.183348+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.conditions.adaptation

Source artifact SHA-256: d0e61ca27863c023adddcc225a3e4af1718f2e3fdfe3642bef89c24c93621a17

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.conditions.checkpoint_hash
Not reported
Context-only references
FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications

Original source ↗

Table A7; row CARP-640M naive supervised; column spearman

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.183348+00:00

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.conditions.checkpoint_hash

Source artifact SHA-256: d0e61ca27863c023adddcc225a3e4af1718f2e3fdfe3642bef89c24c93621a17

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.conditions.comparison_scope
Table A7, same metric only
Context-only references
FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications

Original source ↗

Table A7; row CARP-640M naive supervised; column spearman

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.183348+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.conditions.comparison_scope

Source artifact SHA-256: d0e61ca27863c023adddcc225a3e4af1718f2e3fdfe3642bef89c24c93621a17

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Sources and history

View linked audit checks and correction history

Release 2026-09-29-06401fd5b220 · Record review: discovered

1 source records and release historyDownload this release
Technical metadata and extraction receipts

Stable ID: acquired-evaluation-ecc08cc02dd273aa1845

origin
author_reported
protocol
FLIP2 TrpB one-to-many; held-out test set
source locator
Table A7; row CARP-640M naive supervised; column spearman
conditions
adaptation: random-initialized supervised training; checkpoint hash: Not reported; comparison scope: Table A7, same metric only; eligible count: Not reported; scored count: Not reported; seed count: 5; spread definition: unreported in inspected text; do not infer standard deviation
comparison
protocol id: acquired-protocol-40d273a00b4110007da3; dataset version: Official FLIP2 manuscript; retrieved 2026-09-19; exact bytes pinned; split: one-to-many; population: TrpB; inputs: unreported; adaptation: random-initialized supervised training; aggregation: metric-specific; inspect each result
missing metadata
checkpoint revision: unreported; scored count: unreported
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