97% Accur.
ESM2 150M: Accur. on Held-out human-versus-virus protein classification
- Tested configuration
- ESM2 150M
- Protocol
- Held-out human-versus-virus protein classification (human-versus-viral protein classification)
- Dataset
- human and viral proteins
- Related family profiles
- ESM-2
- Procedure
- Compare protein origin classifiers; T 5 embeddings plus linear/tree models vs ESM 2 fine-tuning and simple controls. UniRef90 deduplication; proteins longer than1,600 residues excluded; UniRef50 clusters assigned80% training and20% test with no cluster shared. Separate four-fold error-analysis experiment not assigned toTable1.
- Evaluation
- ESM2 150M: Held-out human-versus-virus protein classification
- Coverage
- scored: unreported; eligible: unreported
- Uncertainty
- Not reported
- Evidence
- Author-reported evaluation · source checkedProtein Language Models Expose Viral Immune Mimicry · Table 1, row ESM2 150M, column Accur.; XML row6 column3
A source-checked result verifies the numerical transcription, not every model or protocol detail. Evaluation metadata: needs review. Source checked does not mean independently reproduced.
Reproduction
- Split
- UniRef90 deduplication; proteins longer than1,600 residues excluded; UniRef50 clusters assigned80% training and20% test with no cluster shared. Separate four-fold error-analysis experiment not assigned toTable1.
- Adaptation
- Paper-specific evaluated pipeline; exact checkpoint not inferred from label
- 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.
1 evidence row matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| Reported result 96.99 Individual claims | Protein Language Models Expose Viral Immune Mimicry Table 1, row ESM2 150M, column Accur.; XML row6 column3 Version: version of record | source checked Primary-table transcription and separate automated source review · 2026-09-17 author reported Audit detailsSource checked does not mean experimentally reproduced. Field: 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
- Protein Language Models Expose Viral Immune Mimicry · Original source · version of record
Technical metadata and extraction receipts
Stable ID: paper-result-32da435487ad9e4e7b
- areas
- proteins-complexes
- tasks
- human-versus-viral protein classification
- printed value
- 96.99
- numeric value
- 96.99
- metric
- Accur.
- metric direction
- higher
- unit
- percent
- uncertainty
- Not reported
- eligible count
- Not reported
- scored count
- Not reported
- reported population
- Not reported
- source locator
- Table 1, row ESM2 150M, column Accur.; XML row6 column3
- source occurrences
- source id: part2-viral-immune-mimicry-2025; locator: Table 1, row ESM2 150M, column Accur.; XML row6 column3
- review
- method: Primary-table transcription and separate automated source review; date: 2026-09-17; note: Source checked does not mean experimentally reproduced.
- missing metadata
- scored count: unreported; eligible count: unextracted; checkpoint revision: unextracted; uncertainty: unreported