rewirebio.iobenchmarks
Result

Runtime (Mean wall time per IA3 fine-tuning run) of Nucleotide Transformer 2.5B-parameter models, IA3 fine-tuning (Dalla-Torre et al. 2025) on NT benchmark, all 18 tasks

50 Runtime (Mean wall time per IA3 fine-tuning run)

Methods

Tested 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
Procedure
Nucleotide Transformer IA3 fine-tuning run time (Dalla-Torre et al. 2025 Methods 'Hardware')
Evaluation
NT 2.5B-parameter models IA3 fine-tuning run time (Dalla-Torre et al. 2025)
Coverage
Not reported scored / Not reported eligible
Uncertainty
Not reported by the source
Evidence
Author-reported evaluation · source checkedNucleotide 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.'

A source-checked result verifies the numerical transcription, not every model or protocol detail. Evaluation metadata: source checked. Source checked does not mean independently reproduced.

Reproduction

Split
Not reported
Adaptation
IA3 fine-tuning
Scoring implementation
Not reported

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.

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

Claims, original sources and review scope · Release 2026-10-22-1b7cf027e4f6
Property and statementOriginal source and locationReview and provenance
Reported result
50
Individual claims
Nucleotide Transformer: building and evaluating robust foundation models for human genomics (Nature Methods)

Original source ↗

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.'

Version: Nature Methods 22, 287-297 (published online 2024-11-28); PMC11810778 full-text XML
Retrieved: 2026-10-14T12:48:26Z

source checked

["source-hash-verification","independent-cell-check"] · 2026-10-14

author reported

Source has a recorded evidence concern. Consult its source page before using the claim.

Audit details

Value matches. Conflicts with the Discussion's 'under 15 min on a single GPU' (source concern confirmed). Transcribed, not reproduced.

Field: attributes.printed_value

Source artifact SHA-256: 7c3b78a4f38ef053a08e466222e5662dd9711d91c535512d0b35d459d1fc7249

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Extraction artifact SHA-256: 7c3b78a4f38ef053a08e466222e5662dd9711d91c535512d0b35d459d1fc7249

Extraction artifact

Sources and history

Release 2026-10-22-1b7cf027e4f6 · Record review: source checked

1 source record and release historyDownload this release (gzip)
Technical metadata and extraction receipts

Stable ID: gfm-guide-20261014-result-nt-2-5b-ia3-fine-tuning-runtime

metric
runtime
metric direction
lower
unit
minute
printed value
50
numeric value
50
source locator
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.'
missing metadata
uncertainty: reason: unreported
review
method: source-hash-verification; independent-cell-check; method note: Methods 'Data preparation > Hardware' paragraph 1 sentence asserted verbatim in the reviewer's ElementTree text of the XML (review/check_gfm_guide.py); XML SHA-256 matches.; reviewer: claude; reviewer note: Independent Claude (Opus 5.5) review agent for PR #150; did not extract this batch; no human review claimed; date: 2026-10-14; artifact sha256: 7c3b78a4f38ef053a08e466222e5662dd9711d91c535512d0b35d459d1fc7249; retrieval url: https://www.ebi.ac.uk/europepmc/webservices/rest/PMC11810778/fullTextXML; note: Value matches. Conflicts with the Discussion's 'under 15 min on a single GPU' (source concern confirmed). Transcribed, not reproduced.
metric qualifier
Mean wall time per IA3 fine-tuning run
unit detail
Printed as '50 min'
hardware
One node of eight NVIDIA A100 GPUs
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