rewire.it
Result

0.568 spearman

Embed. MSAT · ProteinGym SUP-SUB-SPEARMAN-AVG · Spearman

Tested configuration
Embed. MSAT
Task
ProteinGym SUP-SUB-SPEARMAN-AVG: Supervised substitutions, average over splits, Spearman
Dataset subset
ProteinGym substitution DMS assays (ProteinGym split)
Procedure
Supervised fitness prediction under three cross-validation schemes: contiguous, modulo and random splits.
Evaluation
Embed. MSAT on ProteinGym SUP-SUB-SPEARMAN-AVG: Supervised substitutions, average over splits, Spearman
Evidence
Author-reported evaluation · source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 3, row(MSAT), column(Supervised substitutions, average over splits, Spearman)

A source-checked result verifies the numerical transcription, not every model or protocol detail. Evaluation metadata: source checked. Source checked does not mean independently reproduced.

Methods and reproduction

ProteinGym evaluation of Embed. MSAT on Supervised substitutions, average over splits, Spearman, scored with Spearman.

task
ProteinGym SUP-SUB-SPEARMAN-AVG: Supervised substitutions, average over splits, Spearman
configuration
Embed. MSAT
dataset subset
ProteinGym substitution DMS assays (ProteinGym split)
Split
Not reported
Adaptation
Not reported
Scoring implementation
Spearman

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.

Evaluation results

Release 2026-09-17-134cd1815de8 · 1 evaluation · 1 metric row. Different protocols are not a single leaderboard. Where several source tables report the same metric, the published comparisons above offer a pooled view that names what it does not hold constant.

Results grouped by the exact reported evaluation
Metric and findingCoverage and uncertaintyEvidence
Embed. MSAT on ProteinGym SUP-SUB-SPEARMAN-AVG: Supervised substitutions, average over splits, Spearman

Supervised fitness prediction under three cross-validation schemes: contiguous, modulo and random splits.

Author-reported evaluation · Evaluation metadata: source checked

0.568 spearman

Unit: correlation · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design · Table 3, row(MSAT), column(Supervised substitutions, average over splits, Spearman)

Source checking is not 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

Claims, original sources and review scope · Release 2026-09-17-134cd1815de8
Property and statementOriginal source and locationReview and provenance
Reported result

0.568

Individual claims
ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design

Original source ↗

Table 3, row(MSAT), column(Supervised substitutions, average over splits, Spearman)

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.522924+00:00

source checked

Deterministic parse of the pinned PDF text layer, reading each table from its heading row down to its own caption · 2026-09-18

author reported

Audit details

Source checked, not reproduced. Metrics differ by task, so no composite score across tasks is computed or implied.

Field: attributes.printed_value

Source artifact SHA-256: a3b08cc4a6befd64620cf0f287d78d55a36dc2639955f52c5655f83833c50104

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Extraction artifact SHA-256: a3b08cc4a6befd64620cf0f287d78d55a36dc2639955f52c5655f83833c50104

Extraction artifact

Sources and history

Release 2026-09-17-134cd1815de8 · Record review: source checked

1 source records and release historyDownload this release
Technical metadata and extraction receipts

Stable ID: proteingym-result-embed-msat-sup-sub-spearman-avg-spearman

areas
proteins-complexes
tasks
Supervised substitutions, average over splits, Spearman
metric
spearman
metric direction
higher
unit
correlation
printed value
0.568
numeric value
0.568
uncertainty
Not reported
source locator
Table 3, row(MSAT), column(Supervised substitutions, average over splits, Spearman)
missing metadata
denominator: unextracted; seeds: unreported
review
method: Deterministic parse of the pinned PDF text layer, reading each table from its heading row down to its own caption; reviewer: Codex research agent; no human review claimed; date: 2026-09-18; artifact sha256: a3b08cc4a6befd64620cf0f287d78d55a36dc2639955f52c5655f83833c50104; retrieval url: https://papers.nips.cc/paper/2023/file/cac723e5ff29f65e3fcbb0739ae91bee-Paper-Datasets_and_Benchmarks.pdf; notes: Source checked, not reproduced. Metrics differ by task, so no composite score across tasks is computed or implied.
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