rewire.itbenchmarks
Evidence claim

ESM-2: uses model ESM-2

Source describes ESM-2 as an encoder/backbone/component of the evaluated estimator. Preserve the composite method as uses_model, not a family-equivalent ESM-2 score.

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.

6 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.field
links:uses_model:discovery-model-esm-2
Context-only references
Endowing protein language models with structural knowledge

Original source ↗

Methods: frozen representations followed by task-specific MLP or linear classifier

Version: PMC12603367.1
Retrieved: 2026-09-16T10:41:16.527633+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.field

Source artifact SHA-256: c21ad593de589a7188ca86a8b7ce617e301d48dd939ecc7da03efb22cbe8d7a3

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

Inspected artifact

attributes.source_locator
Methods: frozen representations followed by task-specific MLP or linear classifier
Context-only references
Endowing protein language models with structural knowledge

Original source ↗

Methods: frozen representations followed by task-specific MLP or linear classifier

Version: PMC12603367.1
Retrieved: 2026-09-16T10:41:16.527633+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.source_locator

Source artifact SHA-256: c21ad593de589a7188ca86a8b7ce617e301d48dd939ecc7da03efb22cbe8d7a3

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

Inspected artifact

attributes.target_id
discovery-model-esm-2
Context-only references
Endowing protein language models with structural knowledge

Original source ↗

Methods: frozen representations followed by task-specific MLP or linear classifier

Version: PMC12603367.1
Retrieved: 2026-09-16T10:41:16.527633+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.target_id

Source artifact SHA-256: c21ad593de589a7188ca86a8b7ce617e301d48dd939ecc7da03efb22cbe8d7a3

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

Inspected artifact

description
Source describes ESM-2 as an encoder/backbone/component of the evaluated estimator. Preserve the composite method as uses_model, not a family-equivalent ESM-2 score.
Context-only references
Endowing protein language models with structural knowledge

Original source ↗

Methods: frozen representations followed by task-specific MLP or linear classifier

Version: PMC12603367.1
Retrieved: 2026-09-16T10:41:16.527633+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: description

Source artifact SHA-256: c21ad593de589a7188ca86a8b7ce617e301d48dd939ecc7da03efb22cbe8d7a3

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

Inspected artifact

Relationship: subject
reported-model-d25dab1a9c4fff
Context-only references
Endowing protein language models with structural knowledge

Original source ↗

Methods: frozen representations followed by task-specific MLP or linear classifier

Version: PMC12603367.1
Retrieved: 2026-09-16T10:41:16.527633+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: links:subject:reported-model-d25dab1a9c4fff

Source artifact SHA-256: c21ad593de589a7188ca86a8b7ce617e301d48dd939ecc7da03efb22cbe8d7a3

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

Inspected artifact

name
ESM-2: uses model ESM-2
Context-only references
Endowing protein language models with structural knowledge

Original source ↗

Methods: frozen representations followed by task-specific MLP or linear classifier

Version: PMC12603367.1
Retrieved: 2026-09-16T10:41:16.527633+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: name

Source artifact SHA-256: c21ad593de589a7188ca86a8b7ce617e301d48dd939ecc7da03efb22cbe8d7a3

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

Inspected artifact

Sources and history

View linked audit checks and correction history

Release 2026-09-29-06401fd5b220 · Record review: source checked

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

Stable ID: model-evaluation-identity-c1b039dc3707357223a4

areas
proteins-complexes
field
links:uses_model:discovery-model-esm-2
target id
discovery-model-esm-2
source locator
Methods: frozen representations followed by task-specific MLP or linear classifier
review
method: automated_source_review; date: 2026-09-23; note: Source review establishes this relationship only. Exact evaluated configurations and original numerical review status remain unchanged. Source describes ESM-2 as an encoder/backbone/component of the evaluated estimator. Preserve the composite method as uses_model, not a family-equivalent ESM-2 score.
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