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Evaluation

HyenaDNA on NABench FS-CORR-RIBOZYME: Fitness prediction on ribozyme assays, few-shot

NABench evaluation of HyenaDNA on Fitness prediction on ribozyme assays, few-shot, scored with Spearman ρ.

Methods and reproduction

NABench evaluation of HyenaDNA on Fitness prediction on ribozyme assays, few-shot, scored with Spearman ρ.

task
NABench FS-CORR-RIBOZYME: Fitness prediction on ribozyme assays, few-shot
configuration
HyenaDNA
dataset subset
NABench ribozyme assays (NABench split)
Split
Not reported
Adaptation
Not reported
Scoring implementation
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

Scored few-shot across the NABench ribozyme assays.

Configuration
HyenaDNA
Task
NABench FS-CORR-RIBOZYME: Fitness prediction on ribozyme assays, few-shot
Dataset subset
NABench ribozyme assays (NABench split)
origin
Author-reported evaluation
configuration
Not reported
protocol id
nabench-task-fs-corr-ribozyme
metric implementation
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
HyenaDNA on NABench FS-CORR-RIBOZYME: Fitness prediction on ribozyme assays, few-shot

Scored few-shot across the NABench ribozyme assays.

Author-reported evaluation · Evaluation metadata: source checked

0.130 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 9, row(HyenaDNA), column(ribozyme)

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 ρ

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

Original source ↗

Table 9, row(HyenaDNA), column(ribozyme)

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-fs-corr-ribozyme

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

Original source ↗

Table 9, row(HyenaDNA), column(ribozyme)

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 9, row(HyenaDNA), column(ribozyme)

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

Scored few-shot across the NABench ribozyme assays.

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

Original source ↗

Table 9, row(HyenaDNA), column(ribozyme)

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 9, row(HyenaDNA), column(ribozyme)

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

Original source ↗

Table 9, row(HyenaDNA), column(ribozyme)

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 HyenaDNA on Fitness prediction on ribozyme assays, few-shot, scored with Spearman ρ.

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

Original source ↗

Table 9, row(HyenaDNA), column(ribozyme)

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-fs-corr-ribozyme

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

Original source ↗

Table 9, row(HyenaDNA), column(ribozyme)

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-fs-corr-ribozyme

Source artifact SHA-256: fefd48d53b1a7eadf9e14db96adacc8e646304c1b592562d9f136f4508941350

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Relationship: dataset

nabench-dataset-nabench-ribozyme-assays

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

Original source ↗

Table 9, row(HyenaDNA), column(ribozyme)

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-ribozyme-assays

Source artifact SHA-256: fefd48d53b1a7eadf9e14db96adacc8e646304c1b592562d9f136f4508941350

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Relationship: model

nabench-method-hyenadna

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

Original source ↗

Table 9, row(HyenaDNA), column(ribozyme)

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-hyenadna

Source artifact SHA-256: fefd48d53b1a7eadf9e14db96adacc8e646304c1b592562d9f136f4508941350

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

name

HyenaDNA on NABench FS-CORR-RIBOZYME: Fitness prediction on ribozyme assays, few-shot

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

Original source ↗

Table 9, row(HyenaDNA), column(ribozyme)

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-hyenadna-fs-corr-ribozyme

areas
rna-transcriptomes
tasks
Fitness prediction on ribozyme assays, few-shot
origin
author_reported
protocol
Scored few-shot across the NABench ribozyme assays.
comparison
protocol id: nabench-task-fs-corr-ribozyme; metric implementation: Spearman ρ
missing metadata
checkpoint revision: unreported; seeds: unreported; budget: unreported; split manifest: unextracted
source locator
Table 9, row(HyenaDNA), column(ribozyme)
Related records

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