97.7% Recall
Tree-T5: Recall on Held-out human-versus-virus protein classification
- Tested configuration
- Tree-T5
- Protocol
- Held-out human-versus-virus protein classification (human-versus-viral protein classification)
- Dataset
- human and viral proteins
- 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
- Tree-T5: Held-out human-versus-virus protein classification
- Evidence
- Author-reported evaluation · source checkedProtein Language Models Expose Viral Immune Mimicry · Table 1, row Tree-T5, column Recall; XML row9 column5
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.
Evaluation results
Release 2026-09-17-d277315f7d76 · 1 evaluation · 1 metric row. Different protocols are not a single leaderboard.
| Metric and finding | Coverage and uncertainty | Evidence |
|---|---|---|
| Tree-T5: Held-out human-versus-virus protein classification Configuration: Tree-T5Protocol: Held-out human-versus-virus protein classification (human-versus-viral protein classification)Dataset: human and viral proteins 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. Author-reported evaluation · Evaluation metadata: needs review | ||
| 97.7% Recall Unit: percent · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedProtein Language Models Expose Viral Immune Mimicry · Table 1, row Tree-T5, column Recall; XML row9 column5 Source checking is not independent reproduction. |
Evidence table
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 97.7 Individual claims | Protein Language Models Expose Viral Immune Mimicry Table 1, row Tree-T5, column Recall; XML row9 column5 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
Release 2026-09-17-d277315f7d76 · Record review: source checked
- Protein Language Models Expose Viral Immune Mimicry · Original source · version of record
Technical metadata and extraction receipts
Stable ID: paper-result-2aafdf0e911ae9cff5
- areas
- proteins-complexes
- tasks
- human-versus-viral protein classification
- printed value
- 97.7
- numeric value
- 97.7
- metric
- Recall
- 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 Tree-T5, column Recall; XML row9 column5
- source occurrences
- source id: part2-viral-immune-mimicry-2025; locator: Table 1, row Tree-T5, column Recall; XML row9 column5
- 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