Task

NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shot

Fitness prediction on tRNA assays, few-shot. Scored with Spearman ρ on NABench tRNA assays. Scored few-shot across the NABench tRNA assays.

25 evaluations · 25 metric rows

Overview

Fitness prediction on tRNA assays, few-shot. Scored with Spearman ρ on NABench tRNA assays. Scored few-shot across the NABench tRNA assays.

Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.

Evaluation design

Benchmarks bring together tasks and protocols. A task describes the biological question; a protocol defines a particular test.

Benchmarks

NABench

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Recorded evaluations

Each evaluation records what was tested and under which conditions.

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Run instructions

No runnable recipe has been reviewed for this task. Dataset access, model requirements, licences and compute requirements must be checked against its sources before execution.

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Published comparisons

Explore the results reported under one evaluation protocol. Each figure keeps its source, dataset and metric together; it is not a ranking across studies. The pooled view gathers every source table that reports the same metric and names what it does not hold constant.

Comparison and metric

NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shot

spearman (correlation) · Higher values are better for this metric.

Every method NABench reports on Fitness prediction on tRNA assays, few-shot, scored with Spearman ρ on NABench tRNA assays.

Evaluation protocol · NABench tRNA assays (NABench split)

RNA-FM · Configuration · Author-reported evaluation0.232
LucaOne · Configuration · Author-reported evaluation0.141
RESM · Configuration · Author-reported evaluation0.329
Enformer · Configuration · Author-reported evaluation0.089
GENERator-3B · Configuration · Author-reported evaluation0.224
structRFM · Configuration · Author-reported evaluation0.273
SPACE · Configuration · Author-reported evaluation0.130
N.T.-v2-50m · Configuration · Author-reported evaluation0.327
Evo_1.5_8k_base · Configuration · Author-reported evaluation0.110
Evo2-7B · Configuration · Author-reported evaluation0.144
Crafts · Configuration · Author-reported evaluation0.117
Evo_1_8k_base · Configuration · Author-reported evaluation0.156
Evo_1_8k · Configuration · Author-reported evaluation0.156
BiRNA-BERT · Configuration · Author-reported evaluation0.165
RNAernie · Configuration · Author-reported evaluation0.100
Evo2-7B-base · Configuration · Author-reported evaluation0.300
GENA-LM-large · Configuration · Author-reported evaluation0.131
HyenaDNA · Configuration · Author-reported evaluation0.058
RiNALMo_giga · Configuration · Author-reported evaluation0.273
GenerRNA · Configuration · Author-reported evaluation0.099
Dnabert · Configuration · Author-reported evaluation0.068
AIDO.RNA · Configuration · Author-reported evaluation0.256
LucaVirus · Configuration · Author-reported evaluation0.121
GenSLM · Configuration · Author-reported evaluation0.099
Dnabert_6 · Configuration · Author-reported evaluation0.105

Source order is preserved. Plotted marks show point estimates; uncertainty, where reported, is retained in the printed values and table. Differences do not establish statistical significance.

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, column(tRNA)

Values, uncertainty and evidence

spearman: original source values
Tested entity	Printed value	Uncertainty	Evidence
RNA-FM · Configuration	0.232 correlation	Not reported	Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(RNA-FM), column(tRNA)
LucaOne · Configuration	0.141 correlation	Not reported	Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(LucaOne), column(tRNA)
RESM · Configuration	0.329 correlation	Not reported	Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(RESM), column(tRNA)
Enformer · Configuration	0.089 correlation	Not reported	Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(Enformer), column(tRNA)
GENERator-3B · Configuration	0.224 correlation	Not reported	Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(GENERator-3B), column(tRNA)
structRFM · Configuration	0.273 correlation	Not reported	Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(structRFM), column(tRNA)
SPACE · Configuration	0.130 correlation	Not reported	Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(SPACE), column(tRNA)
N.T.-v2-50m · Configuration	0.327 correlation	Not reported	Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(N.T.-v2-50m), column(tRNA)
Evo_1.5_8k_base · Configuration	0.110 correlation	Not reported	Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(Evo_1.5_8k_base), column(tRNA)
Evo2-7B · Configuration	0.144 correlation	Not reported	Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(Evo2-7B), column(tRNA)
Crafts · Configuration	0.117 correlation	Not reported	Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(Crafts), column(tRNA)
Evo_1_8k_base · Configuration	0.156 correlation	Not reported	Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(Evo_1_8k_base), column(tRNA)
Evo_1_8k · Configuration	0.156 correlation	Not reported	Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(Evo_1_8k), column(tRNA)
BiRNA-BERT · Configuration	0.165 correlation	Not reported	Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(BiRNA-BERT), column(tRNA)
RNAernie · Configuration	0.100 correlation	Not reported	Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(RNAernie), column(tRNA)
Evo2-7B-base · Configuration	0.300 correlation	Not reported	Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(Evo2-7B-base), column(tRNA)
GENA-LM-large · Configuration	0.131 correlation	Not reported	Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(GENA-LM-large), column(tRNA)
HyenaDNA · Configuration	0.058 correlation	Not reported	Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(HyenaDNA), column(tRNA)
RiNALMo_giga · Configuration	0.273 correlation	Not reported	Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(RiNALMo_giga), column(tRNA)
GenerRNA · Configuration	0.099 correlation	Not reported	Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(GenerRNA), column(tRNA)
Dnabert · Configuration	0.068 correlation	Not reported	Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(Dnabert), column(tRNA)
AIDO.RNA · Configuration	0.256 correlation	Not reported	Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(AIDO.RNA), column(tRNA)
LucaVirus · Configuration	0.121 correlation	Not reported	Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(LucaVirus), column(tRNA)
GenSLM · Configuration	0.099 correlation	Not reported	Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(GenSLM), column(tRNA)
Dnabert_6 · Configuration	0.105 correlation	Not reported	Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(Dnabert_6), column(tRNA)

Scope and limitations

Author-reported numbers, source checked but not independently reproduced.
Zero-shot, few-shot and supervised cross validation figures come from different protocols and are not comparable to each other.
The per-nucleotide-type figures and the overall figures describe the same runs at different resolutions, so they must not be combined.

Source transcription and grouping reviewed by automated source review on 2026-09-18. These experiments were not independently reproduced by rewire.

Tested entities and results

Release 2026-09-17-134cd1815de8 · 25 evaluations · 25 metric rows. 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.

Evaluation setupMetricEvidence origin

Results grouped by the exact reported evaluation
Metric and finding	Coverage and uncertainty	Evidence
AIDO.RNA on NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shot Configuration: AIDO.RNATask: NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shotDataset subset: NABench tRNA assays (NABench split) Scored few-shot across the NABench tRNA assays. Author-reported evaluation · Evaluation metadata: source checked
0.256 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(AIDO.RNA), column(tRNA) Source checking is not independent reproduction.
BiRNA-BERT on NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shot Configuration: BiRNA-BERTTask: NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shotDataset subset: NABench tRNA assays (NABench split) Scored few-shot across the NABench tRNA assays. Author-reported evaluation · Evaluation metadata: source checked
0.165 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(BiRNA-BERT), column(tRNA) Source checking is not independent reproduction.
Crafts on NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shot Configuration: CraftsTask: NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shotDataset subset: NABench tRNA assays (NABench split) Scored few-shot across the NABench tRNA assays. Author-reported evaluation · Evaluation metadata: source checked
0.117 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(Crafts), column(tRNA) Source checking is not independent reproduction.
Dnabert_6 on NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shot Configuration: Dnabert_6Task: NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shotDataset subset: NABench tRNA assays (NABench split) Scored few-shot across the NABench tRNA assays. Author-reported evaluation · Evaluation metadata: source checked
0.105 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(Dnabert_6), column(tRNA) Source checking is not independent reproduction.
Dnabert on NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shot Configuration: DnabertTask: NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shotDataset subset: NABench tRNA assays (NABench split) Scored few-shot across the NABench tRNA assays. Author-reported evaluation · Evaluation metadata: source checked
0.068 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(Dnabert), column(tRNA) Source checking is not independent reproduction.
Enformer on NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shot Configuration: EnformerTask: NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shotDataset subset: NABench tRNA assays (NABench split) Scored few-shot across the NABench tRNA assays. Author-reported evaluation · Evaluation metadata: source checked
0.089 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(Enformer), column(tRNA) Source checking is not independent reproduction.
Evo_1.5_8k_base on NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shot Configuration: Evo_1.5_8k_baseTask: NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shotDataset subset: NABench tRNA assays (NABench split) Scored few-shot across the NABench tRNA assays. Author-reported evaluation · Evaluation metadata: source checked
0.110 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(Evo_1.5_8k_base), column(tRNA) Source checking is not independent reproduction.
Evo_1_8k_base on NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shot Configuration: Evo_1_8k_baseTask: NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shotDataset subset: NABench tRNA assays (NABench split) Scored few-shot across the NABench tRNA assays. Author-reported evaluation · Evaluation metadata: source checked
0.156 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(Evo_1_8k_base), column(tRNA) Source checking is not independent reproduction.
Evo_1_8k on NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shot Configuration: Evo_1_8kTask: NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shotDataset subset: NABench tRNA assays (NABench split) Scored few-shot across the NABench tRNA assays. Author-reported evaluation · Evaluation metadata: source checked
0.156 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(Evo_1_8k), column(tRNA) Source checking is not independent reproduction.
Evo2-7B-base on NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shot Configuration: Evo2-7B-baseTask: NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shotDataset subset: NABench tRNA assays (NABench split) Scored few-shot across the NABench tRNA assays. Author-reported evaluation · Evaluation metadata: source checked
0.300 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(Evo2-7B-base), column(tRNA) Source checking is not independent reproduction.
Evo2-7B on NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shot Configuration: Evo2-7BTask: NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shotDataset subset: NABench tRNA assays (NABench split) Scored few-shot across the NABench tRNA assays. Author-reported evaluation · Evaluation metadata: source checked
0.144 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(Evo2-7B), column(tRNA) Source checking is not independent reproduction.
GENA-LM-large on NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shot Configuration: GENA-LM-largeTask: NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shotDataset subset: NABench tRNA assays (NABench split) Scored few-shot across the NABench tRNA assays. Author-reported evaluation · Evaluation metadata: source checked
0.131 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(GENA-LM-large), column(tRNA) Source checking is not independent reproduction.
GENERator-3B on NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shot Configuration: GENERator-3BTask: NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shotDataset subset: NABench tRNA assays (NABench split) Scored few-shot across the NABench tRNA assays. Author-reported evaluation · Evaluation metadata: source checked
0.224 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(GENERator-3B), column(tRNA) Source checking is not independent reproduction.
GenerRNA on NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shot Configuration: GenerRNATask: NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shotDataset subset: NABench tRNA assays (NABench split) Scored few-shot across the NABench tRNA assays. Author-reported evaluation · Evaluation metadata: source checked
0.099 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(GenerRNA), column(tRNA) Source checking is not independent reproduction.
GenSLM on NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shot Configuration: GenSLMTask: NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shotDataset subset: NABench tRNA assays (NABench split) Scored few-shot across the NABench tRNA assays. Author-reported evaluation · Evaluation metadata: source checked
0.099 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(GenSLM), column(tRNA) Source checking is not independent reproduction.
HyenaDNA on NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shot Configuration: HyenaDNATask: NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shotDataset subset: NABench tRNA assays (NABench split) Scored few-shot across the NABench tRNA assays. Author-reported evaluation · Evaluation metadata: source checked
0.058 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(tRNA) Source checking is not independent reproduction.
LucaOne on NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shot Configuration: LucaOneTask: NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shotDataset subset: NABench tRNA assays (NABench split) Scored few-shot across the NABench tRNA assays. Author-reported evaluation · Evaluation metadata: source checked
0.141 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(LucaOne), column(tRNA) Source checking is not independent reproduction.
LucaVirus on NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shot Configuration: LucaVirusTask: NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shotDataset subset: NABench tRNA assays (NABench split) Scored few-shot across the NABench tRNA assays. Author-reported evaluation · Evaluation metadata: source checked
0.121 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(LucaVirus), column(tRNA) Source checking is not independent reproduction.
N.T.-v2-50m on NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shot Configuration: N.T.-v2-50mTask: NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shotDataset subset: NABench tRNA assays (NABench split) Scored few-shot across the NABench tRNA assays. Author-reported evaluation · Evaluation metadata: source checked
0.327 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(N.T.-v2-50m), column(tRNA) Source checking is not independent reproduction.
RESM on NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shot Configuration: RESMTask: NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shotDataset subset: NABench tRNA assays (NABench split) Scored few-shot across the NABench tRNA assays. Author-reported evaluation · Evaluation metadata: source checked
0.329 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(RESM), column(tRNA) Source checking is not independent reproduction.
RiNALMo_giga on NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shot Configuration: RiNALMo_gigaTask: NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shotDataset subset: NABench tRNA assays (NABench split) Scored few-shot across the NABench tRNA assays. Author-reported evaluation · Evaluation metadata: source checked
0.273 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(RiNALMo_giga), column(tRNA) Source checking is not independent reproduction.
RNA-FM on NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shot Configuration: RNA-FMTask: NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shotDataset subset: NABench tRNA assays (NABench split) Scored few-shot across the NABench tRNA assays. Author-reported evaluation · Evaluation metadata: source checked
0.232 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(RNA-FM), column(tRNA) Source checking is not independent reproduction.
RNAernie on NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shot Configuration: RNAernieTask: NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shotDataset subset: NABench tRNA assays (NABench split) Scored few-shot across the NABench tRNA assays. Author-reported evaluation · Evaluation metadata: source checked
0.100 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(RNAernie), column(tRNA) Source checking is not independent reproduction.
SPACE on NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shot Configuration: SPACETask: NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shotDataset subset: NABench tRNA assays (NABench split) Scored few-shot across the NABench tRNA 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(SPACE), column(tRNA) Source checking is not independent reproduction.
structRFM on NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shot Configuration: structRFMTask: NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shotDataset subset: NABench tRNA assays (NABench split) Scored few-shot across the NABench tRNA assays. Author-reported evaluation · Evaluation metadata: source checked
0.273 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(structRFM), column(tRNA) Source checking is not independent reproduction.

Evidence table

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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 statement	Original source and location	Review and provenance
Relationship: part of discovery-benchmark-nabench Individual claims	NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction Original source ↗ Table 9, column(tRNA) Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 Retrieved: 2026-09-17T08:06:28.183421+00:00	source checked automated source review · 2026-09-18 Audit details Primary-source transcription with no human sign-off and no independent reproduction. Field: `links:part_of:discovery-benchmark-nabench` Claim: nabench-association-fs-corr-trna Source artifact SHA-256: `fefd48d53b1a7eadf9e14db96adacc8e646304c1b592562d9f136f4508941350` Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact

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Sources and history

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

1 source records and release history

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Original source · Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256

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Technical metadata and extraction receipts

Stable ID: nabench-task-fs-corr-trna

areas: rna-transcriptomes
tasks: Fitness prediction on tRNA assays, few-shot
metric: Spearman ρ
metric direction: higher
dataset: NABench tRNA assays
protocol: Scored few-shot across the NABench tRNA assays.
source locator: Table 9, column(tRNA)
comparison panels: id: nabench-panel-fs-corr-trna; title: NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shot; protocol id: nabench-task-fs-corr-trna; dataset id: nabench-dataset-nabench-trna-assays; metric: spearman; unit: correlation; direction: higher; result ids: nabench-result-rna-fm-fs-corr-trna-spearman; nabench-result-lucaone-fs-corr-trna-spearman; nabench-result-resm-fs-corr-trna-spearman; nabench-result-enformer-fs-corr-trna-spearman; nabench-result-generator-3b-fs-corr-trna-spearman; nabench-result-structrfm-fs-corr-trna-spearman; nabench-result-space-fs-corr-trna-spearman; nabench-result-n-t-v2-50m-fs-corr-trna-spearman; nabench-result-evo-1-5-8k-base-fs-corr-trna-spearman; nabench-result-evo2-7b-fs-corr-trna-spearman; nabench-result-crafts-fs-corr-trna-spearman; nabench-result-evo-1-8k-base-fs-corr-trna-spearman; nabench-result-evo-1-8k-fs-corr-trna-spearman; nabench-result-birna-bert-fs-corr-trna-spearman; nabench-result-rnaernie-fs-corr-trna-spearman; nabench-result-evo2-7b-base-fs-corr-trna-spearman; nabench-result-gena-lm-large-fs-corr-trna-spearman; nabench-result-hyenadna-fs-corr-trna-spearman; nabench-result-rinalmo-giga-fs-corr-trna-spearman; nabench-result-generrna-fs-corr-trna-spearman; nabench-result-dnabert-fs-corr-trna-spearman; nabench-result-aido-rna-fs-corr-trna-spearman; nabench-result-lucavirus-fs-corr-trna-spearman; nabench-result-genslm-fs-corr-trna-spearman; nabench-result-dnabert-6-fs-corr-trna-spearman; source ids: evidence-expansion-nabench-fefd48d5; source locator: Table 9, column(tRNA); context: Every method NABench reports on Fitness prediction on tRNA assays, few-shot, scored with Spearman ρ on NABench tRNA assays.; caveats: Author-reported numbers, source checked but not independently reproduced.; Zero-shot, few-shot and supervised cross validation figures come from different protocols and are not comparable to each other.; The per-nucleotide-type figures and the overall figures describe the same runs at different resolutions, so they must not be combined.; review: method: automated_source_review; date: 2026-09-18

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