BEACON SPL: Splice site prediction
Splice site prediction. Multi-class Cls at nucleotide level, scored with Top-k ACC. Dataset SpliceAI; train/validation/test 144,628/18,078/16,505.
Overview
Splice site prediction. Multi-class Cls at nucleotide level, scored with Top-k ACC. Dataset SpliceAI; train/validation/test 144,628/18,078/16,505.
Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.
Results
Each comparison retains its reviewed evaluation scope, dataset and metric. Results are shown without a pooled ranking.
BEACON SPL: Splice site prediction
top_k_accuracy (percent) · Higher values are better.
BEACON SPL: Splice site prediction · SpliceAI (BEACON split)
Evidence origin: Author-reported evaluation.
BEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,column(SPL)- The Literature SOTA row is excluded: those numbers come from other papers under their own protocols.
- Metrics differ between tasks, so these figures cannot be averaged into one RNA score.
Comparison details and limitations
Every method in BEACON Table 3 on Splice site prediction, scored with Top-k ACC on SpliceAI with the split 144,628/18,078/16,505.
- Author-reported numbers, source checked but not independently reproduced.
Automated source review: 2026-09-18. Numerical source review does not establish independent reproduction.
Dots show point estimates. Whiskers show only explicitly defined uncertainty (standard deviation, standard error or a labelled interval); their definitions remain in Table. Unresolved uncertainty is not plotted. Differences do not establish statistical significance.
Showing 12 of 17 matching rows.
Methods and evaluation design
Procedure, tasks and evaluated configurations
Evaluation design
Benchmarks bring together tasks and protocols. A task describes the biological question; a protocol defines a particular test.
Benchmarks
These source-backed links do not make different protocols or scores interchangeable.
Recorded evaluations
Each evaluation records what was tested and under which conditions.
- BEACON-B on BEACON SPL: Splice site prediction
- BEACON-B512 on BEACON SPL: Splice site prediction
- CNN on BEACON SPL: Splice site prediction
- LSTM on BEACON SPL: Splice site prediction
- ResNet on BEACON SPL: Splice site prediction
- RNA-FM on BEACON SPL: Splice site prediction
- RNA-MSM on BEACON SPL: Splice site prediction
- RNABERT on BEACON SPL: Splice site prediction
- Splice-H510 on BEACON SPL: Splice site prediction
- Splice-MS1024 on BEACON SPL: Splice site prediction
- Splice-MS510 on BEACON SPL: Splice site prediction
- UTR-LM-MRL on BEACON SPL: Splice site prediction
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.
Strengths, limitations and unresolved questions
Evidence
Source checking verifies the cited claim or transcription. It does not establish 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
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| Relationship: part of discovery-benchmark-beacon Individual claims | BEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) Table1,p.6,row(SPL) Version: v2, 12 December 2024 | source checked automated source review · 2026-09-18 Audit detailsPrimary-source transcription with no human sign-off and no independent reproduction. Field: Claim: beacon-association-spl Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
Sources and history
View linked audit checks and correction history
Release 2026-09-29-06401fd5b220 · Record review: source checked
1 source records and release history
- BEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Original source · v2, 12 December 2024
Technical metadata and extraction receipts
Stable ID: beacon-task-spl
- areas
- rna-transcriptomes
- tasks
- Splice site prediction
- metric
- Top-k ACC
- metric direction
- higher
- task type
- Multi-class Cls
- rna level
- Nucleotide
- dataset
- SpliceAI
- splits
- 144,628/18,078/16,505
- source locator
- Table1,p.6,row(SPL)
- comparison panels
- id: beacon-panel-spl; title: BEACON SPL: Splice site prediction; protocol id: beacon-task-spl; dataset id: beacon-dataset-spliceai; metric: top_k_accuracy; unit: percent; direction: higher; result ids: beacon-result-cnn-spl-top-k-accuracy; beacon-result-resnet-spl-top-k-accuracy; beacon-result-lstm-spl-top-k-accuracy; beacon-result-rna-fm-spl-top-k-accuracy; beacon-result-rnabert-spl-top-k-accuracy; beacon-result-rna-msm-spl-top-k-accuracy; beacon-result-splice-h510-spl-top-k-accuracy; beacon-result-splice-ms510-spl-top-k-accuracy; beacon-result-splice-ms1024-spl-top-k-accuracy; beacon-result-utr-lm-mrl-spl-top-k-accuracy; beacon-result-utr-lm-te-and-el-spl-top-k-accuracy; beacon-result-utrbert-3mer-spl-top-k-accuracy; beacon-result-utrbert-4mer-spl-top-k-accuracy; beacon-result-utrbert-5mer-spl-top-k-accuracy; beacon-result-utrbert-6mer-spl-top-k-accuracy; beacon-result-beacon-b-spl-top-k-accuracy; beacon-result-beacon-b512-spl-top-k-accuracy; source ids: source-beacon-arxiv-2406-10391; source locator: Table3,p.8,column(SPL); context: Every method in BEACON Table 3 on Splice site prediction, scored with Top-k ACC on SpliceAI with the split 144,628/18,078/16,505.; caveats: Author-reported numbers, source checked but not independently reproduced.; The Literature SOTA row is excluded: those numbers come from other papers under their own protocols.; Metrics differ between tasks, so these figures cannot be averaged into one RNA score.; review: method: automated_source_review; date: 2026-09-18
Related records
- part of: BEACON
- subject: BEACON SPL: part of discovery-benchmark-beacon
- benchmark: BEACON-B on BEACON SPL: Splice site prediction
- benchmark: BEACON-B512 on BEACON SPL: Splice site prediction
- benchmark: CNN on BEACON SPL: Splice site prediction
- benchmark: LSTM on BEACON SPL: Splice site prediction
- benchmark: ResNet on BEACON SPL: Splice site prediction
- benchmark: RNA-FM on BEACON SPL: Splice site prediction
- benchmark: RNA-MSM on BEACON SPL: Splice site prediction
- benchmark: RNABERT on BEACON SPL: Splice site prediction
- benchmark: Splice-H510 on BEACON SPL: Splice site prediction
- benchmark: Splice-MS1024 on BEACON SPL: Splice site prediction
- benchmark: Splice-MS510 on BEACON SPL: Splice site prediction
- benchmark: UTR-LM-MRL on BEACON SPL: Splice site prediction
- benchmark: UTR-LM-TE&EL on BEACON SPL: Splice site prediction
- benchmark: UTRBERT-3mer on BEACON SPL: Splice site prediction
- benchmark: UTRBERT-4mer on BEACON SPL: Splice site prediction
- benchmark: UTRBERT-5mer on BEACON SPL: Splice site prediction
- benchmark: UTRBERT-6mer on BEACON SPL: Splice site prediction