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result · source checked

0.489 Mean |Spearman rho|

ESM-2 · Mean |Spearman rho| · ProteinShake VEP datasets

Tested model
ESM-2
Task or benchmark
Zero-shot variant effect prediction
Dataset
ProteinShake VEP datasets
Procedure
Zero-shot VEP; paper averages absolute Spearman correlations.
Evaluation
ESM-2: Zero-shot variant effect prediction
Evidence
Independent external evaluation · source checkedEndowing protein language models with structural knowledge · Table 2, ESM-2 row, Zero-shot VEP Mean |ρ| column

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 2026-09-16-d74d282221a9 · 1 evaluation · 1 metric row. Different protocols are not a single leaderboard.

Results grouped by the exact reported evaluation
Metric and findingCoverage and uncertaintyEvidence
ESM-2: Zero-shot variant effect prediction

Zero-shot VEP; paper averages absolute Spearman correlations.

Independent external evaluation · Evaluation metadata: needs review

0.489 Mean |Spearman rho|

Unit: unitless · Direction: unknown

Uncertainty: not reported in legacy extract

Scored: Not reported · Eligible: Not reported

source checkedEndowing protein language models with structural knowledge · Table 2, ESM-2 row, Zero-shot VEP Mean |ρ| column

Source checking is not independent reproduction.

Sources and history

Release 2026-09-16-d74d282221a9 · Record review: source checked

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Technical metadata and extraction receipts

Stable ID: lit-024

areas
proteins-complexes
tasks
Zero-shot variant effect prediction
printed value
0.489
numeric value
0.489
metric
Mean |Spearman rho|
metric direction
unknown
unit
unitless
uncertainty
Not reported
source locator
Table 2, ESM-2 row, Zero-shot VEP Mean |ρ| column
review
method: independent_ai_table_review; reviewer: Codex omics research agent; independent source-table review, not human review; reviewed at: 2026-09-16T10:41:16.528656+00:00; notes: Zero-shot VEP is the last metric group; selected Mean absolute rho, not GO/EC/binding-site metrics. This verifies the central score at its source location, not every metadata field or an experimental reproduction.; evidence: {"table_xml_id": "btaf582-T2", "row_cells": ["ESM-2", "0.648", "0.858", "0.698", "0.431", "0.791", "0.489"], "selected_cell_zero_based": 6, "selected_cell_xml": "<td rowspan=\"1\" colspan=\"1\">0.489</td>", "caption": "Comparison of PST and ESM-2 on ProteinShake tasks and VEP datasets.a"}; artifact sha256: c21ad593de589a7188ca86a8b7ce617e301d48dd939ecc7da03efb22cbe8d7a3; retrieval url: https://www.ebi.ac.uk/europepmc/webservices/rest/PMC12603367/fullTextXML
legacy id
lit-024
legacy row
id: lit-024; paper id: pst-2025; domain id: proteins-complexes; task: Zero-shot variant effect prediction; model: ESM-2; model version: Not reported; dataset: ProteinShake VEP datasets; dataset version: Not reported; split: Not reported; metric: Mean |Spearman rho|; value: 0.489; unit: unitless; uncertainty: Not reported; protocol: Zero-shot VEP; paper averages absolute Spearman correlations.; source locator: Table 2, ESM-2 row, Zero-shot VEP Mean |ρ| column; source url: https://pmc.ncbi.nlm.nih.gov/articles/PMC12603367/; evaluation origin: independent_paper; reviewed utc: 2026-09-15T23:25:00Z
missing metadata
model version: not_reported_in_legacy_extract; dataset version: not_reported_in_legacy_extract; split: not_reported_in_legacy_extract; uncertainty: not_reported_in_legacy_extract
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