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Splice-MS1024

Published RNA language model backbone, fine-tuned per task by the BEACON authors under their protocol.

13 evaluations · 13 metric rows

Overview

Published RNA language model backbone, fine-tuned per task by the BEACON authors under their protocol.

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

Evaluations and results

Release 2026-09-17-1a18ca2c038a · 13 evaluations · 13 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
Splice-MS1024 on BEACON APA: Alternative polyadenylation isoform prediction

BEACON harness, fixed downstream head per task. Train/validation/test 145,463/33,170/49,755; dataset APARENT.

Author-reported evaluation · Evaluation metadata: source checked

60.03(3.42)% r2

Unit: percent · Direction: higher

Uncertainty: type: standard deviation; value: 3.42

Scored: Not reported · Eligible: Not reported

source checkedBEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(Splice-MS1024),column(APA)

Source checking is not independent reproduction.

Splice-MS1024 on BEACON CMP: Contact map prediction

BEACON harness, fixed downstream head per task. Train/validation/test 188/23/80; dataset RNAcontact.

Author-reported evaluation · Evaluation metadata: source checked

47.32(3.16)% precision_at_l

Unit: percent · Direction: higher

Uncertainty: type: standard deviation; value: 3.16

Scored: Not reported · Eligible: Not reported

source checkedBEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(Splice-MS1024),column(CMP)

Source checking is not independent reproduction.

Splice-MS1024 on BEACON CRI-Off: CRISPR off-target effect prediction

BEACON harness, fixed downstream head per task. Train/validation/test 14,223/2,032/4,064; dataset DeepCRISPR.

Author-reported evaluation · Evaluation metadata: source checked

5.00(0.71)% spearman_corr

Unit: percent · Direction: higher

Uncertainty: type: standard deviation; value: 0.71

Scored: Not reported · Eligible: Not reported

source checkedBEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(Splice-MS1024),column(CRI-Off)

Source checking is not independent reproduction.

Splice-MS1024 on BEACON CRI-On: CRISPR on-target efficiency prediction

BEACON harness, fixed downstream head per task. Train/validation/test 1,453/207/416; dataset DeepCRISPR.

Author-reported evaluation · Evaluation metadata: source checked

27.59(4.61)% spearman_corr

Unit: percent · Direction: higher

Uncertainty: type: standard deviation; value: 4.61

Scored: Not reported · Eligible: Not reported

source checkedBEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(Splice-MS1024),column(CRI-On)

Source checking is not independent reproduction.

Splice-MS1024 on BEACON DMP: Distance map prediction

BEACON harness, fixed downstream head per task. Train/validation/test 188/23/80; dataset RNAcontact.

Author-reported evaluation · Evaluation metadata: source checked

55.89(0.48)% r2

Unit: percent · Direction: higher

Uncertainty: type: standard deviation; value: 0.48

Scored: Not reported · Eligible: Not reported

source checkedBEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(Splice-MS1024),column(DMP)

Source checking is not independent reproduction.

Splice-MS1024 on BEACON Modif: RNA modification site prediction

BEACON harness, fixed downstream head per task. Train/validation/test 304,661/3,599/1,200; dataset MultiRM.

Author-reported evaluation · Evaluation metadata: source checked

53.45(6.25)% auc

Unit: percent · Direction: higher

Uncertainty: type: standard deviation; value: 6.25

Scored: Not reported · Eligible: Not reported

source checkedBEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(Splice-MS1024),column(Modif)

Source checking is not independent reproduction.

Splice-MS1024 on BEACON MRL: Mean ribosome loading prediction

BEACON harness, fixed downstream head per task. Train/validation/test 76,319/7,600/7,600; dataset Optimus.

Author-reported evaluation · Evaluation metadata: source checked

67.15(30.54)% r2

Unit: percent · Direction: higher

Uncertainty: type: standard deviation; value: 30.54

Scored: Not reported · Eligible: Not reported

source checkedBEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(Splice-MS1024),column(MRL)

Source checking is not independent reproduction.

Splice-MS1024 on BEACON ncRNA: Non-coding RNA family classification

BEACON harness, fixed downstream head per task. Train/validation/test 5,679/650/2,400; dataset Noorul's ncRNA set.

Author-reported evaluation · Evaluation metadata: source checked

96.05(0.777)% accuracy

Unit: percent · Direction: higher

Uncertainty: type: standard deviation; value: 0.777

Scored: Not reported · Eligible: Not reported

source checkedBEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(Splice-MS1024),column(ncRNA)

Source checking is not independent reproduction.

Splice-MS1024 on BEACON PRS: Programmable RNA switch prediction

BEACON harness, fixed downstream head per task. Train/validation/test 73,227/9,153/9,154; dataset Angenent-Mari's switch set.

Author-reported evaluation · Evaluation metadata: source checked

57.72(0.45)% r2

Unit: percent · Direction: higher

Uncertainty: type: standard deviation; value: 0.45

Scored: Not reported · Eligible: Not reported

source checkedBEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(Splice-MS1024),column(PRS)

Source checking is not independent reproduction.

Splice-MS1024 on BEACON SPL: Splice site prediction

BEACON harness, fixed downstream head per task. Train/validation/test 144,628/18,078/16,505; dataset SpliceAI.

Author-reported evaluation · Evaluation metadata: source checked

48.52(0.49)% top_k_accuracy

Unit: percent · Direction: higher

Uncertainty: type: standard deviation; value: 0.49

Scored: Not reported · Eligible: Not reported

source checkedBEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(Splice-MS1024),column(SPL)

Source checking is not independent reproduction.

Splice-MS1024 on BEACON SSI: Structure score imputation

BEACON harness, fixed downstream head per task. Train/validation/test 14,049/1,756/3,095; dataset StructureImpute.

Author-reported evaluation · Evaluation metadata: source checked

39.22(0.02)% r2

Unit: percent · Direction: higher

Uncertainty: type: standard deviation; value: 0.02

Scored: Not reported · Eligible: Not reported

source checkedBEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(Splice-MS1024),column(SSI)

Source checking is not independent reproduction.

Splice-MS1024 on BEACON SSP: Secondary structure prediction

BEACON harness, fixed downstream head per task. Train/validation/test 10,814/1,300/1,305; dataset bpRNA-1m.

Author-reported evaluation · Evaluation metadata: source checked

68.26(0.20)% f1

Unit: percent · Direction: higher

Uncertainty: type: standard deviation; value: 0.20

Scored: Not reported · Eligible: Not reported

source checkedBEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(Splice-MS1024),column(SSP)

Source checking is not independent reproduction.

Splice-MS1024 on BEACON VDP: Vaccine degradation prediction

BEACON harness, fixed downstream head per task. Train/validation/test 2,155/245/629; dataset OpenVaccine.

Author-reported evaluation · Evaluation metadata: source checked

0.313(0.000) mcrmse

Unit: error · Direction: lower

Uncertainty: type: standard deviation; value: 0.000

Scored: Not reported · Eligible: Not reported

source checkedBEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(Splice-MS1024),column(VDP)

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.

0 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-09-17-1a18ca2c038a
Property and statementOriginal source and locationReview and provenance

No evidence rows match these filters. Choose another scope or clear the search.

Sources and history

Release 2026-09-17-1a18ca2c038a · Record review: source checked

1 source records and release historyDownload this release
Technical metadata and extraction receipts

Stable ID: beacon-model-splice-ms1024

areas
rna-transcriptomes
family
pretrained
source locator
Table3,p.8,row(Splice-MS1024)
missing metadata
checkpoint revision: unreported; parameters: unextracted
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