rewire.it
Result

93.81% Prec.

ESM2 35M: Prec. on Held-out human-versus-virus protein classification

Tested configuration
ESM2 35M
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
ESM2 35M: Held-out human-versus-virus protein classification
Evidence
Author-reported evaluation · source checkedProtein Language Models Expose Viral Immune Mimicry · Table 1, row ESM2 35M, column Prec.; XML row5 column4

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.

Results grouped by the exact reported evaluation
Metric and findingCoverage and uncertaintyEvidence
ESM2 35M: Held-out human-versus-virus protein classification

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

93.81% Prec.

Unit: percent · Direction: higher

Uncertainty: unreported

Scored: Not reported · Eligible: Not reported

source checkedProtein Language Models Expose Viral Immune Mimicry · Table 1, row ESM2 35M, column Prec.; XML row5 column4

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

Claims, original sources and review scope · Release 2026-09-17-d277315f7d76
Property and statementOriginal source and locationReview and provenance
Reported result

93.81

Individual claims
Protein Language Models Expose Viral Immune Mimicry

Original source ↗

Table 1, row ESM2 35M, column Prec.; XML row5 column4

Version: version of record
Retrieved: 2026-09-17T07:56:17.192528+00:00

source checked

Primary-table transcription and separate automated source review · 2026-09-17

author reported

Audit details

Source checked does not mean experimentally reproduced.

Field: attributes.printed_value

Source artifact SHA-256: 15250af2f75f70e2b6a3725d00bc7e276ed9d2d4a54f0ae9d6eaabf6be13e4a1

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Sources and history

Release 2026-09-17-d277315f7d76 · Record review: source checked

Download this release
Technical metadata and extraction receipts

Stable ID: paper-result-1f9cd7bc0d3be4259f

areas
proteins-complexes
tasks
human-versus-viral protein classification
printed value
93.81
numeric value
93.81
metric
Prec.
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 35M, column Prec.; XML row5 column4
source occurrences
source id: part2-viral-immune-mimicry-2025; locator: Table 1, row ESM2 35M, column Prec.; XML row5 column4
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
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