rewirebio.iobenchmarks
Evidence claim

ESM-2 (15B) on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC: origin

Origin of ESM-2 (15B) on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC

independent_paper

Correct the origin from 'author_reported' to 'independent_paper' (ProteinGym origin audit, issue #161).

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.

7 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
Claimed field
attributes.origin
Context-only references
ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design

Original source ↗

Section 4.1 'Baselines': 'We implement a diverse set of 50+ zero-shot baselines'; Section 4.2 'Baselines' and Appendix A.4.2: supervised baselines 'defined in Notin et al. [2023]'; Appendix A.3.3: 'all of the model predictions can be reproduced using this repository'; Appendix A.4.1 per-baseline scoring; reference list

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.522924+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.field

Source artifact SHA-256: a3b08cc4a6befd64620cf0f287d78d55a36dc2639955f52c5655f83833c50104

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Previous value
author_reported
Context-only references
ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design

Original source ↗

Section 4.1 'Baselines': 'We implement a diverse set of 50+ zero-shot baselines'; Section 4.2 'Baselines' and Appendix A.4.2: supervised baselines 'defined in Notin et al. [2023]'; Appendix A.3.3: 'all of the model predictions can be reproduced using this repository'; Appendix A.4.1 per-baseline scoring; reference list

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.522924+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.previous_value

Source artifact SHA-256: a3b08cc4a6befd64620cf0f287d78d55a36dc2639955f52c5655f83833c50104

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Source location
Section 4.1 'Baselines': 'We implement a diverse set of 50+ zero-shot baselines'; Section 4.2 'Baselines' and Appendix A.4.2: supervised baselines 'defined in Notin et al. [2023]'; Appendix A.3.3: 'all of the model predictions can be reproduced using this repository'; Appendix A.4.1 per-baseline scoring; reference list
Context-only references
ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design

Original source ↗

Section 4.1 'Baselines': 'We implement a diverse set of 50+ zero-shot baselines'; Section 4.2 'Baselines' and Appendix A.4.2: supervised baselines 'defined in Notin et al. [2023]'; Appendix A.3.3: 'all of the model predictions can be reproduced using this repository'; Appendix A.4.1 per-baseline scoring; reference list

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.522924+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.source_locator

Source artifact SHA-256: a3b08cc4a6befd64620cf0f287d78d55a36dc2639955f52c5655f83833c50104

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Claimed value
independent_paper
Context-only references
ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design

Original source ↗

Section 4.1 'Baselines': 'We implement a diverse set of 50+ zero-shot baselines'; Section 4.2 'Baselines' and Appendix A.4.2: supervised baselines 'defined in Notin et al. [2023]'; Appendix A.3.3: 'all of the model predictions can be reproduced using this repository'; Appendix A.4.1 per-baseline scoring; reference list

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.522924+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.value

Source artifact SHA-256: a3b08cc4a6befd64620cf0f287d78d55a36dc2639955f52c5655f83833c50104

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Description
Correct the origin from 'author_reported' to 'independent_paper' (ProteinGym origin audit, issue #161).
Context-only references
ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design

Original source ↗

Section 4.1 'Baselines': 'We implement a diverse set of 50+ zero-shot baselines'; Section 4.2 'Baselines' and Appendix A.4.2: supervised baselines 'defined in Notin et al. [2023]'; Appendix A.3.3: 'all of the model predictions can be reproduced using this repository'; Appendix A.4.1 per-baseline scoring; reference list

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.522924+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: description

Source artifact SHA-256: a3b08cc4a6befd64620cf0f287d78d55a36dc2639955f52c5655f83833c50104

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Relationship: subject
proteingym-evaluation-esm-2-15b-zs-sub-auc
Context-only references
ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design

Original source ↗

Section 4.1 'Baselines': 'We implement a diverse set of 50+ zero-shot baselines'; Section 4.2 'Baselines' and Appendix A.4.2: supervised baselines 'defined in Notin et al. [2023]'; Appendix A.3.3: 'all of the model predictions can be reproduced using this repository'; Appendix A.4.1 per-baseline scoring; reference list

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.522924+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: links:subject:proteingym-evaluation-esm-2-15b-zs-sub-auc

Source artifact SHA-256: a3b08cc4a6befd64620cf0f287d78d55a36dc2639955f52c5655f83833c50104

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Name
ESM-2 (15B) on ProteinGym ZS-SUB-AUC: Zero-shot substitutions, AUC: attributes.origin
Context-only references
ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design

Original source ↗

Section 4.1 'Baselines': 'We implement a diverse set of 50+ zero-shot baselines'; Section 4.2 'Baselines' and Appendix A.4.2: supervised baselines 'defined in Notin et al. [2023]'; Appendix A.3.3: 'all of the model predictions can be reproduced using this repository'; Appendix A.4.1 per-baseline scoring; reference list

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.522924+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: name

Source artifact SHA-256: a3b08cc4a6befd64620cf0f287d78d55a36dc2639955f52c5655f83833c50104

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: metadata-correction-pgorigin-20261014-746a0f55266f6926c9eb

field
attributes.origin
previous value
author_reported
value
independent_paper
source locator
Section 4.1 'Baselines': 'We implement a diverse set of 50+ zero-shot baselines'; Section 4.2 'Baselines' and Appendix A.4.2: supervised baselines 'defined in Notin et al. [2023]'; Appendix A.3.3: 'all of the model predictions can be reproduced using this repository'; Appendix A.4.1 per-baseline scoring; reference list
review
method: source-hash-verification; automated-source-review; reviewer: claude; reviewer note: Claude (Opus 5.5) agent acting as independent reviewer of PR #168; not the agent that made or applied the judgements; no human review claimed; date: 2026-10-14; method note: Re-retrieved the ProteinGym paper PDF (SHA-256 matches the source record) and read Sections 4.1, 4.2 and 6 and Appendices A.3.3, A.4.1 and A.4.2; checked the developers of the evaluated method against the author metadata of the method paper (Crossref or arXiv) and the ProteinGym author list; checked the subject evaluation's printed value against its Table 2, 3 or 4 cell.; artifact sha256: a3b08cc4a6befd64620cf0f287d78d55a36dc2639955f52c5655f83833c50104; retrieval url: https://papers.nips.cc/paper/2023/file/cac723e5ff29f65e3fcbb0739ae91bee-Paper-Datasets_and_Benchmarks.pdf; note: Accepted in the independent review of 2026-10-14 (docs/reviews/2026-10-14-proteingym-origin-audit.md, section 'Independent review'). ProteinGym paper: the ProteinGym authors scored this baseline and computed the metric; the method is by authors outside ProteinGym (ESM-2: Lin et al. 2023). See docs/reviews/2026-10-14-proteingym-origin-audit.md.
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