Frozen but Not Always Accessible: A Representation Analysis of Genomic Language Models
arXiv:2608.05329v1, submitted 2026-08-05 · Preprint
What this source contributed
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Results
Values as the source printed them. Compare results only under compatible protocols, datasets and metrics.
Claims
Statements this source supports, each with where in the source it was checked.
- recovery_definition: gfm2-20261011-datta2026-protocol-frozen-probe: Recovery definition Recovery = (frozen probe score / fine tuned score) x 100 (Equation 7). The per-cell recovery percentages and the promoter and splice average recovery rows of Table 1 are not extracted as results; they are a ratio of the two extracted scores. (Section 3.2, Equation 7; Table 1 recovery positions and the 'Promoter avg. recovery' and 'Splice avg. recovery' rows)
Models, benchmarks and other records
Models (2)
Configurations (8)
- GENERATOR-v2-1.2B, fine-tuned reference score (Datta et al. 2026)
- GENERATOR-v2-1.2B, frozen embeddings with a lightweight probe (Datta et al. 2026)
- HyenaDNA-436K, fine-tuned reference score (Datta et al. 2026)
- HyenaDNA-436K, frozen embeddings with a lightweight probe (Datta et al. 2026)
- NT-500M, fine-tuned reference score (Datta et al. 2026)
- NT-500M, frozen embeddings with a lightweight probe (Datta et al. 2026)
- Omni-DNA-116M, fine-tuned reference score (Datta et al. 2026)
- Omni-DNA-116M, frozen embeddings with a lightweight probe (Datta et al. 2026)
Protocols (2)
Datasets (1)
Evaluations (144)
- GENERATOR-v2-1.2B on NT benchmark Enhancer (frozen probe)
- GENERATOR-v2-1.2B on NT benchmark Enhancer (reference fine-tuned)
- GENERATOR-v2-1.2B on NT benchmark Enhancer Types (frozen probe)
- GENERATOR-v2-1.2B on NT benchmark Enhancer Types (reference fine-tuned)
- GENERATOR-v2-1.2B on NT benchmark H3 (frozen probe)
- GENERATOR-v2-1.2B on NT benchmark H3 (reference fine-tuned)
- GENERATOR-v2-1.2B on NT benchmark H3K4me1 (frozen probe)
- GENERATOR-v2-1.2B on NT benchmark H3K4me1 (reference fine-tuned)
- GENERATOR-v2-1.2B on NT benchmark H3K4me2 (frozen probe)
- GENERATOR-v2-1.2B on NT benchmark H3K4me2 (reference fine-tuned)
- GENERATOR-v2-1.2B on NT benchmark H3K4me3 (frozen probe)
- GENERATOR-v2-1.2B on NT benchmark H3K4me3 (reference fine-tuned)
- GENERATOR-v2-1.2B on NT benchmark H3K9ac (frozen probe)
- GENERATOR-v2-1.2B on NT benchmark H3K9ac (reference fine-tuned)
- GENERATOR-v2-1.2B on NT benchmark H3K14ac (frozen probe)
- GENERATOR-v2-1.2B on NT benchmark H3K14ac (reference fine-tuned)
- GENERATOR-v2-1.2B on NT benchmark H3K36me3 (frozen probe)
- GENERATOR-v2-1.2B on NT benchmark H3K36me3 (reference fine-tuned)
- GENERATOR-v2-1.2B on NT benchmark H3K79me3 (frozen probe)
- GENERATOR-v2-1.2B on NT benchmark H3K79me3 (reference fine-tuned)
- GENERATOR-v2-1.2B on NT benchmark H4 (frozen probe)
- GENERATOR-v2-1.2B on NT benchmark H4 (reference fine-tuned)
- GENERATOR-v2-1.2B on NT benchmark H4ac (frozen probe)
- GENERATOR-v2-1.2B on NT benchmark H4ac (reference fine-tuned)
- GENERATOR-v2-1.2B on NT benchmark Promoter All (frozen probe)
Evidence
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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.
25 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| attributes.artifact_sha256 df36e4772562329550c924004a546812c8d76149a1b5238e4d0b0cfa8a82bb5c Source metadata | Frozen but Not Always Accessible: A Representation Analysis of Genomic Language Models No field-specific location recorded Version: arXiv:2608.05329v1, submitted 2026-08-05 | catalogued No individual claim review recorded Source has a recorded evidence concern. Consult its source page before using the claim. Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Artifact url https://arxiv.org/pdf/2608.05329v1 Source metadata | Frozen but Not Always Accessible: A Representation Analysis of Genomic Language Models No field-specific location recorded Version: arXiv:2608.05329v1, submitted 2026-08-05 | catalogued No individual claim review recorded Source has a recorded evidence concern. Consult its source page before using the claim. Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
Evidence concerns2 values
| Frozen but Not Always Accessible: A Representation Analysis of Genomic Language Models No field-specific location recorded Version: arXiv:2608.05329v1, submitted 2026-08-05 | catalogued No individual claim review recorded Source has a recorded evidence concern. Consult its source page before using the claim. Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Licence arXiv.org perpetual non-exclusive license 1.0 (no redistribution of the bytes) Source metadata | Frozen but Not Always Accessible: A Representation Analysis of Genomic Language Models No field-specific location recorded Version: arXiv:2608.05329v1, submitted 2026-08-05 | catalogued No individual claim review recorded Source has a recorded evidence concern. Consult its source page before using the claim. Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Media type application/pdf Source metadata | Frozen but Not Always Accessible: A Representation Analysis of Genomic Language Models No field-specific location recorded Version: arXiv:2608.05329v1, submitted 2026-08-05 | catalogued No individual claim review recorded Source has a recorded evidence concern. Consult its source page before using the claim. Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Publication status preprint Source metadata | Frozen but Not Always Accessible: A Representation Analysis of Genomic Language Models No field-specific location recorded Version: arXiv:2608.05329v1, submitted 2026-08-05 | catalogued No individual claim review recorded Source has a recorded evidence concern. Consult its source page before using the claim. Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Retrieved at 2026-10-11T00:51:27Z Source metadata | Frozen but Not Always Accessible: A Representation Analysis of Genomic Language Models No field-specific location recorded Version: arXiv:2608.05329v1, submitted 2026-08-05 | catalogued No individual claim review recorded Source has a recorded evidence concern. Consult its source page before using the claim. Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.review.artifact_sha256 df36e4772562329550c924004a546812c8d76149a1b5238e4d0b0cfa8a82bb5c Source metadata | Frozen but Not Always Accessible: A Representation Analysis of Genomic Language Models No field-specific location recorded Version: arXiv:2608.05329v1, submitted 2026-08-05 | catalogued No individual claim review recorded Source has a recorded evidence concern. Consult its source page before using the claim. Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Review: date 2026-10-11 Source metadata | Frozen but Not Always Accessible: A Representation Analysis of Genomic Language Models No field-specific location recorded Version: arXiv:2608.05329v1, submitted 2026-08-05 | catalogued No individual claim review recorded Source has a recorded evidence concern. Consult its source page before using the claim. Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
Review method2 values
| Frozen but Not Always Accessible: A Representation Analysis of Genomic Language Models No field-specific location recorded Version: arXiv:2608.05329v1, submitted 2026-08-05 | catalogued No individual claim review recorded Source has a recorded evidence concern. Consult its source page before using the claim. Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
Sources and history
Release 2026-10-22-1b7cf027e4f6 · Record review: source checked
arXiv preprint v1 probing frozen embeddings of five genomic language models against fine-tuned references on the Nucleotide Transformer benchmark, Genomic Benchmark and two Genomics Long-Range Benchmark variant-effect tasks.
Technical metadata and extraction receipts
Stable ID: gfm2-20261011-datta2026-source
- areas
- dna-genomes
- contexts
- research
- url
- https://arxiv.org/abs/2608.05329v1
- artifact url
- https://arxiv.org/pdf/2608.05329v1
- artifact sha256
- df36e4772562329550c924004a546812c8d76149a1b5238e4d0b0cfa8a82bb5c
- retrieved at
- 2026-10-11T00:51:27Z
- publication status
- preprint
- version
- arXiv:2608.05329v1, submitted 2026-08-05
- licence
- arXiv.org perpetual non-exclusive license 1.0 (no redistribution of the bytes)
- media type
- application/pdf
- source locator
- Tables 1-9
- evidence concerns
- source id: gfm2-20261011-datta2026-source; message: Table 1 prints the same frozen value and spread (.5252+-.0262) for NT on both 'Enhancer' and 'Enhancer Types', while the fine-tuned references differ (.548 and .424). One of the two frozen cells is likely a transcription error in the source; both are kept as printed and should not support comparison until the authors clarify.; source locator: Table 1, column 'NT', rows 'Enhancer' and 'Enhancer Types'; artifact sha256: df36e4772562329550c924004a546812c8d76149a1b5238e4d0b0cfa8a82bb5c; review date: 2026-10-11; source id: gfm2-20261011-datta2026-source; message: Table 1 and Table 4 disagree for HyenaDNA Splice Acceptor: Table 1 prints .4752±.0108 (recovery 50), while Table 4 prints 0.7308 ± 0.0033 (validation-selected) and 0.7360 ± 0.0052 (diagnostic grid-best). Five other HyenaDNA cells of Table 1 equal Table 4's grid-best values, but Splice Donor (.7247±.0087) equals the validation-selected value instead. Table 3 and Table 4 also name different grid-best readouts for HyenaDNA Splice All (MLP+Mean against MLP+Attn). Table 1 values are kept as printed.; source locator: Table 1, column 'HyenaDNA', rows 'Splice Acceptor' and 'Splice Donor'; Table 4; Table 3, row 'Splice All'; artifact sha256: df36e4772562329550c924004a546812c8d76149a1b5238e4d0b0cfa8a82bb5c; review date: 2026-10-11
- review
- method: source-hash-verification; ai-assisted-source-review; reviewer: claude; reviewer note: Claude (Opus 5.5) review agent reviewer-gfm-a, independent of the extractor lit-gfm-2; no human review claimed; date: 2026-10-11; artifact sha256: df36e4772562329550c924004a546812c8d76149a1b5238e4d0b0cfa8a82bb5c; retrieval url: https://arxiv.org/pdf/2608.05329v1; note: Fresh download matches the pinned SHA-256. arXiv non-exclusive distribution licence; no copy archived.