ARSENAL+ChromBPNet: description
Description of ARSENAL+ChromBPNet
Supervised chromatin-accessibility and regulatory-variant predictor in which embeddings from ARSENAL, a short-context masked DNA language model trained with motif-discovery regularisation, are added to ChromBPNet inputs.
Replace a placeholder description with a sourced functional description (issue #88). Historical releases retain the original value.
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.
7 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| Claimed field description Context-only references | Short-Context Regulatory DNA Language Models with Motif-Discovery Regularization Reviewed profile (2026-09-16): summary at Results/ARSENAL embeddings improve supervised sequence models of chromatin accessibility (paragraph 2); Results/ARSENAL embeddings improve supervised sequence models of chromatin accessibility (paragraph 1); architecture fact at Abstract (paragraph 1); Results/The ARSENAL model: targeted pretraining with motif discovery regularization (paragraph 2); description text also read at Abstract Version: preprint version in PMC | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Previous value Identity as reported in this paper. Unspecified versions are not assumed equivalent to other papers. Context-only references | Short-Context Regulatory DNA Language Models with Motif-Discovery Regularization Reviewed profile (2026-09-16): summary at Results/ARSENAL embeddings improve supervised sequence models of chromatin accessibility (paragraph 2); Results/ARSENAL embeddings improve supervised sequence models of chromatin accessibility (paragraph 1); architecture fact at Abstract (paragraph 1); Results/The ARSENAL model: targeted pretraining with motif discovery regularization (paragraph 2); description text also read at Abstract Version: preprint version in PMC | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Source location Reviewed profile (2026-09-16): summary at Results/ARSENAL embeddings improve supervised sequence models of chromatin accessibility (paragraph 2); Results/ARSENAL embeddings improve supervised sequence models of chromatin accessibility (paragraph 1); architecture fact at Abstract (paragraph 1); Results/The ARSENAL model: targeted pretraining with motif discovery regularization (paragraph 2); description text also read at Abstract Context-only references | Short-Context Regulatory DNA Language Models with Motif-Discovery Regularization Reviewed profile (2026-09-16): summary at Results/ARSENAL embeddings improve supervised sequence models of chromatin accessibility (paragraph 2); Results/ARSENAL embeddings improve supervised sequence models of chromatin accessibility (paragraph 1); architecture fact at Abstract (paragraph 1); Results/The ARSENAL model: targeted pretraining with motif discovery regularization (paragraph 2); description text also read at Abstract Version: preprint version in PMC | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Claimed value Supervised chromatin-accessibility and regulatory-variant predictor in which embeddings from ARSENAL, a short-context masked DNA language model trained with motif-discovery regularisation, are added to ChromBPNet inputs. Context-only references | Short-Context Regulatory DNA Language Models with Motif-Discovery Regularization Reviewed profile (2026-09-16): summary at Results/ARSENAL embeddings improve supervised sequence models of chromatin accessibility (paragraph 2); Results/ARSENAL embeddings improve supervised sequence models of chromatin accessibility (paragraph 1); architecture fact at Abstract (paragraph 1); Results/The ARSENAL model: targeted pretraining with motif discovery regularization (paragraph 2); description text also read at Abstract Version: preprint version in PMC | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Description Replace a placeholder description with a sourced functional description (issue #88). Historical releases retain the original value. Context-only references | Short-Context Regulatory DNA Language Models with Motif-Discovery Regularization Reviewed profile (2026-09-16): summary at Results/ARSENAL embeddings improve supervised sequence models of chromatin accessibility (paragraph 2); Results/ARSENAL embeddings improve supervised sequence models of chromatin accessibility (paragraph 1); architecture fact at Abstract (paragraph 1); Results/The ARSENAL model: targeted pretraining with motif discovery regularization (paragraph 2); description text also read at Abstract Version: preprint version in PMC | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Relationship: subject reported-model-ee1ae8162c7d67 Context-only references | Short-Context Regulatory DNA Language Models with Motif-Discovery Regularization Reviewed profile (2026-09-16): summary at Results/ARSENAL embeddings improve supervised sequence models of chromatin accessibility (paragraph 2); Results/ARSENAL embeddings improve supervised sequence models of chromatin accessibility (paragraph 1); architecture fact at Abstract (paragraph 1); Results/The ARSENAL model: targeted pretraining with motif discovery regularization (paragraph 2); description text also read at Abstract Version: preprint version in PMC | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Name ARSENAL+ChromBPNet: description Context-only references | Short-Context Regulatory DNA Language Models with Motif-Discovery Regularization Reviewed profile (2026-09-16): summary at Results/ARSENAL embeddings improve supervised sequence models of chromatin accessibility (paragraph 2); Results/ARSENAL embeddings improve supervised sequence models of chromatin accessibility (paragraph 1); architecture fact at Abstract (paragraph 1); Results/The ARSENAL model: targeted pretraining with motif discovery regularization (paragraph 2); description text also read at Abstract Version: preprint version in PMC | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
Sources and history
Release 2026-11-02-a7f03c9e55a5 · Record review: source checked
1 source record and release history
- Short-Context Regulatory DNA Language Models with Motif-Discovery Regularization · Original source · preprint version in PMC
Technical metadata and extraction receipts
Stable ID: metadata-correction-462a476a6c9e74f65996
- areas
- dna-genomes
- field
- description
- previous value
- Identity as reported in this paper. Unspecified versions are not assumed equivalent to other papers.
- value
- Supervised chromatin-accessibility and regulatory-variant predictor in which embeddings from ARSENAL, a short-context masked DNA language model trained with motif-discovery regularisation, are added to ChromBPNet inputs.
- source locator
- Reviewed profile (2026-09-16): summary at Results/ARSENAL embeddings improve supervised sequence models of chromatin accessibility (paragraph 2); Results/ARSENAL embeddings improve supervised sequence models of chromatin accessibility (paragraph 1); architecture fact at Abstract (paragraph 1); Results/The ARSENAL model: targeted pretraining with motif discovery regularization (paragraph 2); description text also read at Abstract
- review
- method: automated-source-review; ai-assisted-source-review; reviewer: claude; reviewer note: Extractor: Claude integrator agent for issue #88. Reviewer: a separate Claude review agent, independent of the extractor; no human review claimed.; date: 2026-10-11; method note: Compared the store diff with origin/main, read each new description against its cited source passage and checked the licence of each new source record.; note: Approved. Checked all 11 scTab and MPRabc method descriptions against PMC11298532 and PMC13232518, and Lazypipe-nt, scaLR, CATHe2, DiffDock-NMDN, PC-mer and Hi-Enhancer against their papers; all match. The other pipeline descriptions are consistent with their pinned papers.; receipt: data/omics/qa-descriptions-20261011-c/review.json
Related records
- subject: ARSENAL+ChromBPNet