Published result; transcribed, not reproduced.
1 evaluation · 1 result. Different protocols are not a single leaderboard.
Applied filters: All linked evaluations
| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: Nucleotide Transformer 2.5B-parameter models, IA3 fine-tuning (Dalla-Torre et al. 2025) | Protocol: Nucleotide Transformer IA3 fine-tuning run time (Dalla-Torre et al. 2025 Methods 'Hardware') Dataset: NT benchmark, all 18 tasks | 50 Runtime (Mean wall time per IA3 fine-tuning run) minute · lower Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceNT 2.5B-parameter models IA3 fine-tuning run time (Dalla-Torre et al. 2025) gfm-guide-20261014-protocol-nt-ia3-finetune-runtime Aggregation: Not reported Nucleotide Transformer: building and evaluating robust foundation models for human genomics (Nature Methods) · Methods, 'Data preparation > Hardware', paragraph 1: 'On average, a fine-tuning run lasted 20 min for the 500M-parameter models and 50 min for the 2.5B-parameter models.' |
Source checking is not independent reproduction. Release 2026-10-22-1b7cf027e4f6.
0 of 4 readiness checks met. These checks assess whether the evidence supports a reproducible investigation; a source-checked score alone does not meet them.
Release 2026-10-22-1b7cf027e4f6 · Evidence verified: Not verified
Exact outcomes, predictions, identifiers and evaluator are connected.
Missing or unresolved evidence
Verified: Not verified
Replay evidence includes annotations and an assessment of dependence. Unknown independence permits descriptive analysis only.
Missing or unresolved evidence
Verified: Not verified
A pinned recipe describes the inputs, environment and resource requirements.
Missing or unresolved evidence
Verified: Not verified
Separate data and exposure records support an independent test.
Missing or unresolved evidence
Verified: Not verified
Readiness describes the evidence in this release. Availability on your computer is checked separately when an investigation runs. Existing data exposure can prevent independent validation even when files are available.
No verified artifact manifest is connected to this record yet. The gaps above identify what is needed before analysis can begin.
Nucleotide Transformer IA3 fine-tuning run time (Dalla-Torre et al. 2025 Methods 'Hardware')
Metadata review: source checked. Unreported conditions prevent automatic comparisons.
No execution recipe has been verified for this exact configuration and evaluation. A benchmark's general instructions may use different inputs, splits or model settings.
Reproducing this published result requires matching its model configuration, data, split and scorer. Source checking or a successful smoke test does not establish score reproduction.
Source checking verifies the cited claim or transcription. It does not establish independent reproduction.
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.
19 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| Comparison: adaptation IA3 fine-tuning Context-only references | Nucleotide Transformer: building and evaluating robust foundation models for human genomics (Nature Methods) Methods, 'Data preparation > Hardware', paragraph 1 Version: Nature Methods 22, 287-297 (published online 2024-11-28); PMC11810778 full-text XML | not individually reviewed No individual claim review recorded author reported 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 |
| Comparison: aggregation Average over fine-tuning runs Context-only references | Nucleotide Transformer: building and evaluating robust foundation models for human genomics (Nature Methods) Methods, 'Data preparation > Hardware', paragraph 1 Version: Nature Methods 22, 287-297 (published online 2024-11-28); PMC11810778 full-text XML | not individually reviewed No individual claim review recorded author reported 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 |
| Comparison: budget Not reported Context-only references | Nucleotide Transformer: building and evaluating robust foundation models for human genomics (Nature Methods) Methods, 'Data preparation > Hardware', paragraph 1 Version: Nature Methods 22, 287-297 (published online 2024-11-28); PMC11810778 full-text XML | missing or unspecified No individual claim review recorded author reported 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 |
| Comparison: dataset version Not reported Context-only references | Nucleotide Transformer: building and evaluating robust foundation models for human genomics (Nature Methods) Methods, 'Data preparation > Hardware', paragraph 1 Version: Nature Methods 22, 287-297 (published online 2024-11-28); PMC11810778 full-text XML | missing or unspecified No individual claim review recorded author reported 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 |
| Comparison: inputs DNA sequence Context-only references | Nucleotide Transformer: building and evaluating robust foundation models for human genomics (Nature Methods) Methods, 'Data preparation > Hardware', paragraph 1 Version: Nature Methods 22, 287-297 (published online 2024-11-28); PMC11810778 full-text XML | not individually reviewed No individual claim review recorded author reported 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 |
| Comparison: metric implementation Not reported Context-only references | Nucleotide Transformer: building and evaluating robust foundation models for human genomics (Nature Methods) Methods, 'Data preparation > Hardware', paragraph 1 Version: Nature Methods 22, 287-297 (published online 2024-11-28); PMC11810778 full-text XML | missing or unspecified No individual claim review recorded author reported 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 |
| Comparison: population Downstream fine-tuning tasks (not enumerated for this average) Context-only references | Nucleotide Transformer: building and evaluating robust foundation models for human genomics (Nature Methods) Methods, 'Data preparation > Hardware', paragraph 1 Version: Nature Methods 22, 287-297 (published online 2024-11-28); PMC11810778 full-text XML | not individually reviewed No individual claim review recorded author reported 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 |
| Comparison: protocol id gfm-guide-20261014-protocol-nt-ia3-finetune-runtime Context-only references | Nucleotide Transformer: building and evaluating robust foundation models for human genomics (Nature Methods) Methods, 'Data preparation > Hardware', paragraph 1 Version: Nature Methods 22, 287-297 (published online 2024-11-28); PMC11810778 full-text XML | not individually reviewed No individual claim review recorded author reported 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 |
| Comparison: split Not reported Context-only references | Nucleotide Transformer: building and evaluating robust foundation models for human genomics (Nature Methods) Methods, 'Data preparation > Hardware', paragraph 1 Version: Nature Methods 22, 287-297 (published online 2024-11-28); PMC11810778 full-text XML | missing or unspecified No individual claim review recorded author reported 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 |
| Origin author_reported Context-only references | Nucleotide Transformer: building and evaluating robust foundation models for human genomics (Nature Methods) Methods, 'Data preparation > Hardware', paragraph 1 Version: Nature Methods 22, 287-297 (published online 2024-11-28); PMC11810778 full-text XML | not individually reviewed No individual claim review recorded author reported 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 |
Release 2026-10-22-1b7cf027e4f6 · Record review: source checked
Stable ID: gfm-guide-20261014-eval-nt-2-5b-ia3-fine-tuning-runtime