ESMC-300M supervised: family ESMC
Pretrained ESMC-300M is fine-tuned for each FLIP2 split. This excludes the distinct naive/random-initialized control.
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
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| attributes.field links:family:discovery-model-esmc Context-only references | FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications Section 4.3 Fine-Tuned Protein Language Models; Figure 4 and ESMC-300M supervised tables Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.source_locator Section 4.3 Fine-Tuned Protein Language Models; Figure 4 and ESMC-300M supervised tables Context-only references | FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications Section 4.3 Fine-Tuned Protein Language Models; Figure 4 and ESMC-300M supervised tables Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.target_id discovery-model-esmc Context-only references | FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications Section 4.3 Fine-Tuned Protein Language Models; Figure 4 and ESMC-300M supervised tables Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| description Pretrained ESMC-300M is fine-tuned for each FLIP2 split. This excludes the distinct naive/random-initialized control. Context-only references | FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications Section 4.3 Fine-Tuned Protein Language Models; Figure 4 and ESMC-300M supervised tables Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| Relationship: subject acquired-configuration-51e435f059eca0154ccf Context-only references | FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications Section 4.3 Fine-Tuned Protein Language Models; Figure 4 and ESMC-300M supervised tables Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| name ESMC-300M supervised: family ESMC Context-only references | FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications Section 4.3 Fine-Tuned Protein Language Models; Figure 4 and ESMC-300M supervised tables Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
Sources and history
View linked audit checks and correction history
Release 2026-09-29-06401fd5b220 · Record review: source checked
1 source records and release history
- FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Original source · Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Technical metadata and extraction receipts
Stable ID: model-evaluation-identity-f1135e87eb0dcef979cf
- field
- links:family:discovery-model-esmc
- target id
- discovery-model-esmc
- source locator
- Section 4.3 Fine-Tuned Protein Language Models; Figure 4 and ESMC-300M supervised tables
- 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. Pretrained ESMC-300M is fine-tuned for each FLIP2 split. This excludes the distinct naive/random-initialized control.
Related records
- subject: ESMC-300M supervised