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Task

NABench ZS-AUC-APTAMER: Fitness prediction on aptamer assays, zero-shot

Fitness prediction on aptamer assays, zero-shot. Scored with AUC on NABench aptamer assays. Scored zero-shot across the NABench aptamer assays.

26 evaluations · 26 metric rows

Overview

Fitness prediction on aptamer assays, zero-shot. Scored with AUC on NABench aptamer assays. Scored zero-shot across the NABench aptamer 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

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Recorded evaluations

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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.

A task describes a biological question. Choose a linked protocol to obtain concrete split and scoring instructions.

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.

NABench ZS-AUC-APTAMER: Fitness prediction on aptamer assays, zero-shot

auc (fraction) · Higher values are better for this metric.

Every method NABench reports on Fitness prediction on aptamer assays, zero-shot, scored with AUC on NABench aptamer assays.

Evaluation protocol · NABench aptamer assays (NABench split)

  1. RNA-FM · Configuration · Author-reported evaluation0.578
  2. LucaOne · Configuration · Author-reported evaluation0.549
  3. RESM · Configuration · Author-reported evaluation0.569
  4. Enformer · Configuration · Author-reported evaluation0.599
  5. GENERator-3B · Configuration · Author-reported evaluation0.567
  6. structRFM · Configuration · Author-reported evaluation0.595
  7. SPACE · Configuration · Author-reported evaluation0.571
  8. N.T.-v2-50m · Configuration · Author-reported evaluation0.560
  9. Evo_1.5_8k_base · Configuration · Author-reported evaluation0.578
  10. Evo2-7B · Configuration · Author-reported evaluation0.541
  11. Crafts · Configuration · Author-reported evaluation0.621
  12. Evo_1_8k_base · Configuration · Author-reported evaluation0.588
  13. Evo_1_8k · Configuration · Author-reported evaluation0.588
  14. BiRNA-BERT · Configuration · Author-reported evaluation0.559
  15. RNAernie · Configuration · Author-reported evaluation0.558
  16. Evo2-7B-base · Configuration · Author-reported evaluation0.545
  17. GENA-LM-large · Configuration · Author-reported evaluation0.570
  18. HyenaDNA · Configuration · Author-reported evaluation0.514
  19. RiNALMo_giga · Configuration · Author-reported evaluation0.556
  20. GenerRNA · Configuration · Author-reported evaluation0.603
  21. Dnabert · Configuration · Author-reported evaluation0.589
  22. AIDO.RNA · Configuration · Author-reported evaluation0.578
  23. LucaVirus · Configuration · Author-reported evaluation0.563
  24. N.T.-v2-500m · Configuration · Author-reported evaluation0.524
  25. GenSLM · Configuration · Author-reported evaluation0.583
  26. Dnabert_6 · Configuration · Author-reported evaluation0.559

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 8, column(aptamer)
Values, uncertainty and evidence
auc: original source values
Tested entityPrinted valueUncertaintyEvidence
RNA-FM · Configuration0.578 fractionNot reportedAuthor-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(RNA-FM), column(aptamer)
LucaOne · Configuration0.549 fractionNot reportedAuthor-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(LucaOne), column(aptamer)
RESM · Configuration0.569 fractionNot reportedAuthor-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(RESM), column(aptamer)
Enformer · Configuration0.599 fractionNot reportedAuthor-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(Enformer), column(aptamer)
GENERator-3B · Configuration0.567 fractionNot reportedAuthor-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(GENERator-3B), column(aptamer)
structRFM · Configuration0.595 fractionNot reportedAuthor-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(structRFM), column(aptamer)
SPACE · Configuration0.571 fractionNot reportedAuthor-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(SPACE), column(aptamer)
N.T.-v2-50m · Configuration0.560 fractionNot reportedAuthor-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(N.T.-v2-50m), column(aptamer)
Evo_1.5_8k_base · Configuration0.578 fractionNot reportedAuthor-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(Evo_1.5_8k_base), column(aptamer)
Evo2-7B · Configuration0.541 fractionNot reportedAuthor-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(Evo2-7B), column(aptamer)
Crafts · Configuration0.621 fractionNot reportedAuthor-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(Crafts), column(aptamer)
Evo_1_8k_base · Configuration0.588 fractionNot reportedAuthor-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(Evo_1_8k_base), column(aptamer)
Evo_1_8k · Configuration0.588 fractionNot reportedAuthor-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(Evo_1_8k), column(aptamer)
BiRNA-BERT · Configuration0.559 fractionNot reportedAuthor-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(BiRNA-BERT), column(aptamer)
RNAernie · Configuration0.558 fractionNot reportedAuthor-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(RNAernie), column(aptamer)
Evo2-7B-base · Configuration0.545 fractionNot reportedAuthor-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(Evo2-7B-base), column(aptamer)
GENA-LM-large · Configuration0.570 fractionNot reportedAuthor-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(GENA-LM-large), column(aptamer)
HyenaDNA · Configuration0.514 fractionNot reportedAuthor-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(HyenaDNA), column(aptamer)
RiNALMo_giga · Configuration0.556 fractionNot reportedAuthor-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(RiNALMo_giga), column(aptamer)
GenerRNA · Configuration0.603 fractionNot reportedAuthor-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(GenerRNA), column(aptamer)
Dnabert · Configuration0.589 fractionNot reportedAuthor-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(Dnabert), column(aptamer)
AIDO.RNA · Configuration0.578 fractionNot reportedAuthor-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(AIDO.RNA), column(aptamer)
LucaVirus · Configuration0.563 fractionNot reportedAuthor-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(LucaVirus), column(aptamer)
N.T.-v2-500m · Configuration0.524 fractionNot reportedAuthor-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(N.T.-v2-500m), column(aptamer)
GenSLM · Configuration0.583 fractionNot reportedAuthor-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(GenSLM), column(aptamer)
Dnabert_6 · Configuration0.559 fractionNot reportedAuthor-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(Dnabert_6), column(aptamer)
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 · 26 evaluations · 26 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.

Results grouped by the exact reported evaluation
Metric and findingCoverage and uncertaintyEvidence
AIDO.RNA on NABench ZS-AUC-APTAMER: Fitness prediction on aptamer assays, zero-shot

Scored zero-shot across the NABench aptamer assays.

Author-reported evaluation · Evaluation metadata: source checked

0.578 auc

Unit: fraction · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(AIDO.RNA), column(aptamer)

Source checking is not independent reproduction.

BiRNA-BERT on NABench ZS-AUC-APTAMER: Fitness prediction on aptamer assays, zero-shot

Scored zero-shot across the NABench aptamer assays.

Author-reported evaluation · Evaluation metadata: source checked

0.559 auc

Unit: fraction · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(BiRNA-BERT), column(aptamer)

Source checking is not independent reproduction.

Crafts on NABench ZS-AUC-APTAMER: Fitness prediction on aptamer assays, zero-shot

Scored zero-shot across the NABench aptamer assays.

Author-reported evaluation · Evaluation metadata: source checked

0.621 auc

Unit: fraction · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(Crafts), column(aptamer)

Source checking is not independent reproduction.

Dnabert_6 on NABench ZS-AUC-APTAMER: Fitness prediction on aptamer assays, zero-shot

Scored zero-shot across the NABench aptamer assays.

Author-reported evaluation · Evaluation metadata: source checked

0.559 auc

Unit: fraction · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(Dnabert_6), column(aptamer)

Source checking is not independent reproduction.

Dnabert on NABench ZS-AUC-APTAMER: Fitness prediction on aptamer assays, zero-shot

Scored zero-shot across the NABench aptamer assays.

Author-reported evaluation · Evaluation metadata: source checked

0.589 auc

Unit: fraction · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(Dnabert), column(aptamer)

Source checking is not independent reproduction.

Enformer on NABench ZS-AUC-APTAMER: Fitness prediction on aptamer assays, zero-shot

Scored zero-shot across the NABench aptamer assays.

Author-reported evaluation · Evaluation metadata: source checked

0.599 auc

Unit: fraction · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(Enformer), column(aptamer)

Source checking is not independent reproduction.

Evo_1.5_8k_base on NABench ZS-AUC-APTAMER: Fitness prediction on aptamer assays, zero-shot

Scored zero-shot across the NABench aptamer assays.

Author-reported evaluation · Evaluation metadata: source checked

0.578 auc

Unit: fraction · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(Evo_1.5_8k_base), column(aptamer)

Source checking is not independent reproduction.

Evo_1_8k_base on NABench ZS-AUC-APTAMER: Fitness prediction on aptamer assays, zero-shot

Scored zero-shot across the NABench aptamer assays.

Author-reported evaluation · Evaluation metadata: source checked

0.588 auc

Unit: fraction · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(Evo_1_8k_base), column(aptamer)

Source checking is not independent reproduction.

Evo_1_8k on NABench ZS-AUC-APTAMER: Fitness prediction on aptamer assays, zero-shot

Scored zero-shot across the NABench aptamer assays.

Author-reported evaluation · Evaluation metadata: source checked

0.588 auc

Unit: fraction · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(Evo_1_8k), column(aptamer)

Source checking is not independent reproduction.

Evo2-7B-base on NABench ZS-AUC-APTAMER: Fitness prediction on aptamer assays, zero-shot

Scored zero-shot across the NABench aptamer assays.

Author-reported evaluation · Evaluation metadata: source checked

0.545 auc

Unit: fraction · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(Evo2-7B-base), column(aptamer)

Source checking is not independent reproduction.

Evo2-7B on NABench ZS-AUC-APTAMER: Fitness prediction on aptamer assays, zero-shot

Scored zero-shot across the NABench aptamer assays.

Author-reported evaluation · Evaluation metadata: source checked

0.541 auc

Unit: fraction · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(Evo2-7B), column(aptamer)

Source checking is not independent reproduction.

GENA-LM-large on NABench ZS-AUC-APTAMER: Fitness prediction on aptamer assays, zero-shot

Scored zero-shot across the NABench aptamer assays.

Author-reported evaluation · Evaluation metadata: source checked

0.570 auc

Unit: fraction · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(GENA-LM-large), column(aptamer)

Source checking is not independent reproduction.

GENERator-3B on NABench ZS-AUC-APTAMER: Fitness prediction on aptamer assays, zero-shot

Scored zero-shot across the NABench aptamer assays.

Author-reported evaluation · Evaluation metadata: source checked

0.567 auc

Unit: fraction · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(GENERator-3B), column(aptamer)

Source checking is not independent reproduction.

GenerRNA on NABench ZS-AUC-APTAMER: Fitness prediction on aptamer assays, zero-shot

Scored zero-shot across the NABench aptamer assays.

Author-reported evaluation · Evaluation metadata: source checked

0.603 auc

Unit: fraction · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(GenerRNA), column(aptamer)

Source checking is not independent reproduction.

GenSLM on NABench ZS-AUC-APTAMER: Fitness prediction on aptamer assays, zero-shot

Scored zero-shot across the NABench aptamer assays.

Author-reported evaluation · Evaluation metadata: source checked

0.583 auc

Unit: fraction · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(GenSLM), column(aptamer)

Source checking is not independent reproduction.

HyenaDNA on NABench ZS-AUC-APTAMER: Fitness prediction on aptamer assays, zero-shot

Scored zero-shot across the NABench aptamer assays.

Author-reported evaluation · Evaluation metadata: source checked

0.514 auc

Unit: fraction · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(HyenaDNA), column(aptamer)

Source checking is not independent reproduction.

LucaOne on NABench ZS-AUC-APTAMER: Fitness prediction on aptamer assays, zero-shot

Scored zero-shot across the NABench aptamer assays.

Author-reported evaluation · Evaluation metadata: source checked

0.549 auc

Unit: fraction · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(LucaOne), column(aptamer)

Source checking is not independent reproduction.

LucaVirus on NABench ZS-AUC-APTAMER: Fitness prediction on aptamer assays, zero-shot

Scored zero-shot across the NABench aptamer assays.

Author-reported evaluation · Evaluation metadata: source checked

0.563 auc

Unit: fraction · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(LucaVirus), column(aptamer)

Source checking is not independent reproduction.

N.T.-v2-500m on NABench ZS-AUC-APTAMER: Fitness prediction on aptamer assays, zero-shot

Scored zero-shot across the NABench aptamer assays.

Author-reported evaluation · Evaluation metadata: source checked

0.524 auc

Unit: fraction · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(N.T.-v2-500m), column(aptamer)

Source checking is not independent reproduction.

N.T.-v2-50m on NABench ZS-AUC-APTAMER: Fitness prediction on aptamer assays, zero-shot

Scored zero-shot across the NABench aptamer assays.

Author-reported evaluation · Evaluation metadata: source checked

0.560 auc

Unit: fraction · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(N.T.-v2-50m), column(aptamer)

Source checking is not independent reproduction.

RESM on NABench ZS-AUC-APTAMER: Fitness prediction on aptamer assays, zero-shot

Scored zero-shot across the NABench aptamer assays.

Author-reported evaluation · Evaluation metadata: source checked

0.569 auc

Unit: fraction · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(RESM), column(aptamer)

Source checking is not independent reproduction.

RiNALMo_giga on NABench ZS-AUC-APTAMER: Fitness prediction on aptamer assays, zero-shot

Scored zero-shot across the NABench aptamer assays.

Author-reported evaluation · Evaluation metadata: source checked

0.556 auc

Unit: fraction · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(RiNALMo_giga), column(aptamer)

Source checking is not independent reproduction.

RNA-FM on NABench ZS-AUC-APTAMER: Fitness prediction on aptamer assays, zero-shot

Scored zero-shot across the NABench aptamer assays.

Author-reported evaluation · Evaluation metadata: source checked

0.578 auc

Unit: fraction · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(RNA-FM), column(aptamer)

Source checking is not independent reproduction.

RNAernie on NABench ZS-AUC-APTAMER: Fitness prediction on aptamer assays, zero-shot

Scored zero-shot across the NABench aptamer assays.

Author-reported evaluation · Evaluation metadata: source checked

0.558 auc

Unit: fraction · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(RNAernie), column(aptamer)

Source checking is not independent reproduction.

SPACE on NABench ZS-AUC-APTAMER: Fitness prediction on aptamer assays, zero-shot

Scored zero-shot across the NABench aptamer assays.

Author-reported evaluation · Evaluation metadata: source checked

0.571 auc

Unit: fraction · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 8, row(SPACE), column(aptamer)

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
Relationship: part of

discovery-benchmark-nabench

Individual claims
NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction

Original source ↗

Table 8, column(aptamer)

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-zs-auc-aptamer

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-task-zs-auc-aptamer

areas
rna-transcriptomes
tasks
Fitness prediction on aptamer assays, zero-shot
metric
AUC
metric direction
higher
dataset
NABench aptamer assays
protocol
Scored zero-shot across the NABench aptamer assays.
source locator
Table 8, column(aptamer)
comparison panels
id: nabench-panel-zs-auc-aptamer; title: NABench ZS-AUC-APTAMER: Fitness prediction on aptamer assays, zero-shot; protocol id: nabench-task-zs-auc-aptamer; dataset id: nabench-dataset-nabench-aptamer-assays; metric: auc; unit: fraction; direction: higher; result ids: nabench-result-rna-fm-zs-auc-aptamer-auc; nabench-result-lucaone-zs-auc-aptamer-auc; nabench-result-resm-zs-auc-aptamer-auc; nabench-result-enformer-zs-auc-aptamer-auc; nabench-result-generator-3b-zs-auc-aptamer-auc; nabench-result-structrfm-zs-auc-aptamer-auc; nabench-result-space-zs-auc-aptamer-auc; nabench-result-n-t-v2-50m-zs-auc-aptamer-auc; nabench-result-evo-1-5-8k-base-zs-auc-aptamer-auc; nabench-result-evo2-7b-zs-auc-aptamer-auc; nabench-result-crafts-zs-auc-aptamer-auc; nabench-result-evo-1-8k-base-zs-auc-aptamer-auc; nabench-result-evo-1-8k-zs-auc-aptamer-auc; nabench-result-birna-bert-zs-auc-aptamer-auc; nabench-result-rnaernie-zs-auc-aptamer-auc; nabench-result-evo2-7b-base-zs-auc-aptamer-auc; nabench-result-gena-lm-large-zs-auc-aptamer-auc; nabench-result-hyenadna-zs-auc-aptamer-auc; nabench-result-rinalmo-giga-zs-auc-aptamer-auc; nabench-result-generrna-zs-auc-aptamer-auc; nabench-result-dnabert-zs-auc-aptamer-auc; nabench-result-aido-rna-zs-auc-aptamer-auc; nabench-result-lucavirus-zs-auc-aptamer-auc; nabench-result-n-t-v2-500m-zs-auc-aptamer-auc; nabench-result-genslm-zs-auc-aptamer-auc; nabench-result-dnabert-6-zs-auc-aptamer-auc; source ids: evidence-expansion-nabench-fefd48d5; source locator: Table 8, column(aptamer); context: Every method NABench reports on Fitness prediction on aptamer assays, zero-shot, scored with AUC on NABench aptamer 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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