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Evaluation

Tranception M on ProteinGym ZS-INDEL-SPEARMAN-DESIGNED: Zero-shot indels, designed or natural assays, Spearman

ProteinGym evaluation of Tranception M on Zero-shot indels, designed or natural assays, Spearman, scored with Spearman.

Methods and reproduction

ProteinGym evaluation of Tranception M on Zero-shot indels, designed or natural assays, Spearman, scored with Spearman.

task
ProteinGym ZS-INDEL-SPEARMAN-DESIGNED: Zero-shot indels, designed or natural assays, Spearman
configuration
Tranception M
dataset subset
ProteinGym indel 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 procedure

Zero-shot scoring of insertion and deletion assays, split by how the test sequences were generated.

Configuration
Tranception M
Task
ProteinGym ZS-INDEL-SPEARMAN-DESIGNED: Zero-shot indels, designed or natural assays, Spearman
Dataset subset
ProteinGym indel DMS assays (ProteinGym split)
origin
Author-reported evaluation
configuration
Not reported
protocol id
proteingym-task-zs-indel-spearman-designed
metric implementation
Spearman

Metadata review: source checked. Unreported conditions prevent automatic comparisons.

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
Tranception M on ProteinGym ZS-INDEL-SPEARMAN-DESIGNED: Zero-shot indels, designed or natural assays, Spearman

Zero-shot scoring of insertion and deletion assays, split by how the test sequences were generated.

Author-reported evaluation · Evaluation metadata: source checked

0.544 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 4, row(Tranception M), column(Zero-shot indels, designed or natural assays, 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.

10 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-09-17-134cd1815de8
Property and statementOriginal source and locationReview and provenance
attributes.comparison.metric_implementation

Spearman

Context-only references
ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design

Original source ↗

Table 4, row(Tranception M), column(Zero-shot indels, designed or natural assays, 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

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.metric_implementation

Source artifact SHA-256: a3b08cc4a6befd64620cf0f287d78d55a36dc2639955f52c5655f83833c50104

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.comparison.protocol_id

proteingym-task-zs-indel-spearman-designed

Context-only references
ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design

Original source ↗

Table 4, row(Tranception M), column(Zero-shot indels, designed or natural assays, 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

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.protocol_id

Source artifact SHA-256: a3b08cc4a6befd64620cf0f287d78d55a36dc2639955f52c5655f83833c50104

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.origin

author_reported

Context-only references
ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design

Original source ↗

Table 4, row(Tranception M), column(Zero-shot indels, designed or natural assays, 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

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.origin

Source artifact SHA-256: a3b08cc4a6befd64620cf0f287d78d55a36dc2639955f52c5655f83833c50104

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.protocol

Zero-shot scoring of insertion and deletion assays, split by how the test sequences were generated.

Context-only references
ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design

Original source ↗

Table 4, row(Tranception M), column(Zero-shot indels, designed or natural assays, 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

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.protocol

Source artifact SHA-256: a3b08cc4a6befd64620cf0f287d78d55a36dc2639955f52c5655f83833c50104

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.source_locator

Table 4, row(Tranception M), column(Zero-shot indels, designed or natural assays, Spearman)

Context-only references
ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design

Original source ↗

Table 4, row(Tranception M), column(Zero-shot indels, designed or natural assays, 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

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.source_locator

Source artifact SHA-256: a3b08cc4a6befd64620cf0f287d78d55a36dc2639955f52c5655f83833c50104

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

description

ProteinGym evaluation of Tranception M on Zero-shot indels, designed or natural assays, Spearman, scored with Spearman.

Context-only references
ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design

Original source ↗

Table 4, row(Tranception M), column(Zero-shot indels, designed or natural assays, 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

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: description

Source artifact SHA-256: a3b08cc4a6befd64620cf0f287d78d55a36dc2639955f52c5655f83833c50104

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Relationship: benchmark

proteingym-task-zs-indel-spearman-designed

Context-only references
ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design

Original source ↗

Table 4, row(Tranception M), column(Zero-shot indels, designed or natural assays, 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

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: links:benchmark:proteingym-task-zs-indel-spearman-designed

Source artifact SHA-256: a3b08cc4a6befd64620cf0f287d78d55a36dc2639955f52c5655f83833c50104

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Relationship: dataset

proteingym-dataset-proteingym-indel-dms-assays

Context-only references
ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design

Original source ↗

Table 4, row(Tranception M), column(Zero-shot indels, designed or natural assays, 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

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: links:dataset:proteingym-dataset-proteingym-indel-dms-assays

Source artifact SHA-256: a3b08cc4a6befd64620cf0f287d78d55a36dc2639955f52c5655f83833c50104

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Relationship: model

proteingym-method-tranception-m

Context-only references
ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design

Original source ↗

Table 4, row(Tranception M), column(Zero-shot indels, designed or natural assays, 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

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: links:model:proteingym-method-tranception-m

Source artifact SHA-256: a3b08cc4a6befd64620cf0f287d78d55a36dc2639955f52c5655f83833c50104

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

name

Tranception M on ProteinGym ZS-INDEL-SPEARMAN-DESIGNED: Zero-shot indels, designed or natural assays, Spearman

Context-only references
ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design

Original source ↗

Table 4, row(Tranception M), column(Zero-shot indels, designed or natural assays, 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

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: name

Source artifact SHA-256: a3b08cc4a6befd64620cf0f287d78d55a36dc2639955f52c5655f83833c50104

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected 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-evaluation-tranception-m-zs-indel-spearman-designed

areas
proteins-complexes
tasks
Zero-shot indels, designed or natural assays, Spearman
origin
author_reported
protocol
Zero-shot scoring of insertion and deletion assays, split by how the test sequences were generated.
comparison
protocol id: proteingym-task-zs-indel-spearman-designed; metric implementation: Spearman
missing metadata
checkpoint revision: unreported; seeds: unreported; budget: unreported; split manifest: unextracted
source locator
Table 4, row(Tranception M), column(Zero-shot indels, designed or natural assays, Spearman)
Related records

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