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Evaluation

GENA-LM-large on NABench DMS-FS: Overall fitness prediction on NABench deep mutational scanning assays, Few-shot Spearman ρ

NABench evaluation of GENA-LM-large on Overall fitness prediction on NABench deep mutational scanning assays, Few-shot Spearman ρ, scored with Few-shot Spearman ρ.

Methods and reproduction

NABench evaluation of GENA-LM-large on Overall fitness prediction on NABench deep mutational scanning assays, Few-shot Spearman ρ, scored with Few-shot Spearman ρ.

task
NABench DMS-FS: Overall fitness prediction on NABench deep mutational scanning assays, Few-shot Spearman ρ
configuration
GENA-LM-large
dataset subset
NABench deep mutational scanning assays (NABench split)
Split
Not reported
Adaptation
Not reported
Scoring implementation
Few-shot Spearman ρ

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

Aggregated by the NABench authors across NABench deep mutational scanning assays.

Configuration
GENA-LM-large
Task
NABench DMS-FS: Overall fitness prediction on NABench deep mutational scanning assays, Few-shot Spearman ρ
Dataset subset
NABench deep mutational scanning assays (NABench split)
origin
Author-reported evaluation
configuration
Not reported
protocol id
nabench-task-dms-fs
metric implementation
Few-shot Spearman ρ

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
GENA-LM-large on NABench DMS-FS: Overall fitness prediction on NABench deep mutational scanning assays, Few-shot Spearman ρ

Aggregated by the NABench authors across NABench deep mutational scanning assays.

Author-reported evaluation · Evaluation metadata: source checked

0.151 spearman

Unit: correlation · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(GENA-LM-large), column(Few-shot Spearman ρ)

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

Few-shot Spearman ρ

Context-only references
NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction

Original source ↗

Table 6, row(GENA-LM-large), column(Few-shot Spearman ρ)

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.183421+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.metric_implementation

Source artifact SHA-256: fefd48d53b1a7eadf9e14db96adacc8e646304c1b592562d9f136f4508941350

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.comparison.protocol_id

nabench-task-dms-fs

Context-only references
NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction

Original source ↗

Table 6, row(GENA-LM-large), column(Few-shot Spearman ρ)

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.183421+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.protocol_id

Source artifact SHA-256: fefd48d53b1a7eadf9e14db96adacc8e646304c1b592562d9f136f4508941350

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.origin

author_reported

Context-only references
NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction

Original source ↗

Table 6, row(GENA-LM-large), column(Few-shot Spearman ρ)

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.183421+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.origin

Source artifact SHA-256: fefd48d53b1a7eadf9e14db96adacc8e646304c1b592562d9f136f4508941350

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.protocol

Aggregated by the NABench authors across NABench deep mutational scanning assays.

Context-only references
NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction

Original source ↗

Table 6, row(GENA-LM-large), column(Few-shot Spearman ρ)

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.183421+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.protocol

Source artifact SHA-256: fefd48d53b1a7eadf9e14db96adacc8e646304c1b592562d9f136f4508941350

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.source_locator

Table 6, row(GENA-LM-large), column(Few-shot Spearman ρ)

Context-only references
NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction

Original source ↗

Table 6, row(GENA-LM-large), column(Few-shot Spearman ρ)

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.183421+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.source_locator

Source artifact SHA-256: fefd48d53b1a7eadf9e14db96adacc8e646304c1b592562d9f136f4508941350

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

description

NABench evaluation of GENA-LM-large on Overall fitness prediction on NABench deep mutational scanning assays, Few-shot Spearman ρ, scored with Few-shot Spearman ρ.

Context-only references
NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction

Original source ↗

Table 6, row(GENA-LM-large), column(Few-shot Spearman ρ)

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.183421+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: description

Source artifact SHA-256: fefd48d53b1a7eadf9e14db96adacc8e646304c1b592562d9f136f4508941350

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Relationship: benchmark

nabench-task-dms-fs

Context-only references
NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction

Original source ↗

Table 6, row(GENA-LM-large), column(Few-shot Spearman ρ)

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.183421+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: links:benchmark:nabench-task-dms-fs

Source artifact SHA-256: fefd48d53b1a7eadf9e14db96adacc8e646304c1b592562d9f136f4508941350

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Relationship: dataset

nabench-dataset-nabench-deep-mutational-scanning-assays

Context-only references
NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction

Original source ↗

Table 6, row(GENA-LM-large), column(Few-shot Spearman ρ)

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.183421+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: links:dataset:nabench-dataset-nabench-deep-mutational-scanning-assays

Source artifact SHA-256: fefd48d53b1a7eadf9e14db96adacc8e646304c1b592562d9f136f4508941350

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Relationship: model

nabench-method-gena-lm-large

Context-only references
NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction

Original source ↗

Table 6, row(GENA-LM-large), column(Few-shot Spearman ρ)

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.183421+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: links:model:nabench-method-gena-lm-large

Source artifact SHA-256: fefd48d53b1a7eadf9e14db96adacc8e646304c1b592562d9f136f4508941350

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

name

GENA-LM-large on NABench DMS-FS: Overall fitness prediction on NABench deep mutational scanning assays, Few-shot Spearman ρ

Context-only references
NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction

Original source ↗

Table 6, row(GENA-LM-large), column(Few-shot Spearman ρ)

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.183421+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: name

Source artifact SHA-256: fefd48d53b1a7eadf9e14db96adacc8e646304c1b592562d9f136f4508941350

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: nabench-evaluation-gena-lm-large-dms-fs

areas
rna-transcriptomes
tasks
Overall fitness prediction on NABench deep mutational scanning assays, Few-shot Spearman ρ
origin
author_reported
protocol
Aggregated by the NABench authors across NABench deep mutational scanning assays.
comparison
protocol id: nabench-task-dms-fs; metric implementation: Few-shot Spearman ρ
missing metadata
checkpoint revision: unreported; seeds: unreported; budget: unreported; split manifest: unextracted
source locator
Table 6, row(GENA-LM-large), column(Few-shot Spearman ρ)
Related records

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