Result

Peak memory (peak GPU memory) of CNN (DeepProtein benchmark) on Subcellular localization (PEER)

2.94 Peak memory (peak GPU memory)

Methods

Tested configuration: CNN (DeepProtein benchmark)
Protocol: DeepProtein Subcellular localization (PEER): GPU Memory (GB)
Dataset: Subcellular localization (PEER)
Procedure: DeepProtein Subcellular localization (PEER): GPU Memory (GB)
Evaluation: CNN resource usage on DeepProtein Subcellular localization (PEER) (GPU Memory (GB))
Coverage: Not reported scored / Not reported eligible
Uncertainty: Not reported by the source
Evidence: Author-reported evaluation · source checkedDeepProtein: deep learning library and benchmark for protein sequence learning · Table 8 row 'SubCellular' / 'CNN', column 'GPU Memory (GB)'

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: 8945/2248/2768
Adaptation: Trained on the task's training split with the DeepProtein default configuration
Scoring implementation: peak GPU memory

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 statement	Original source and location	Review and provenance
Reported result 2.94500 Individual claims	DeepProtein: deep learning library and benchmark for protein sequence learning Original source ↗ Table 8 row 'SubCellular' / 'CNN', column 'GPU Memory (GB)' Version: Version of record, Bioinformatics 2025 (PMC12553333 JATS full text) Retrieved: 2026-10-11T21:30:00Z	source checked ["source-hash-verification","deterministic-table-parse","independent-cell-check"] · 2026-10-11 author reported Source has a recorded evidence concern. Consult its source page before using the claim. Audit details Extraction: Parsed the pinned Europe PMC JATS XML with extract_deepprotein.py (table-wrap grid with rowspan and colspan expanded, two header rows and the split-size row asserted); row and column labels asserted. Table 8 row 'SubCellular' / 'CNN', column 'GPU Memory (GB)' Independent review 2026-10-11: value, locator, metric, unit, direction and linked configuration and protocol checked; corrections from the review applied by the extractor as listed in review.md. Field: `attributes.printed_value` Source artifact SHA-256: `b586921363170806d9f332afb37762ea61f464da6067a3ef0ab8853281964b7f` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact Extraction artifact SHA-256: `b586921363170806d9f332afb37762ea61f464da6067a3ef0ab8853281964b7f` Extraction artifact

How to read the evidence

Sources and history

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

1 source record and release history

DeepProtein: deep learning library and benchmark for protein sequence learning · Original source · Version of record, Bioinformatics 2025 (PMC12553333 JATS full text)

Download this release (gzip)

Technical metadata and extraction receipts

Stable ID: lit-protein-20261011-deepprotein-result-subcellular-memory-cnn

metric: peak-memory
metric direction: lower
unit: gigabyte
printed value: 2.94500
source locator: Table 8 row 'SubCellular' / 'CNN', column 'GPU Memory (GB)'
review: method: source-hash-verification; deterministic-table-parse; independent-cell-check; method note: Reviewer re-retrieved the Europe PMC JATS XML and matched its SHA-256; an independent JATS table-grid parse compared all 436 results (printed and numeric values and spreads) with 0 mismatches; a hand sample of 49 values across Tables 2 to 8 matched.; reviewer: claude; reviewer note: Claude review agent reviewer-ps-1, independent of the extractor lit-protein-structure; no human review claimed; date: 2026-10-11; artifact sha256: b586921363170806d9f332afb37762ea61f464da6067a3ef0ab8853281964b7f; retrieval url: https://www.ebi.ac.uk/europepmc/webservices/rest/PMC12553333/fullTextXML; note: Extraction: Parsed the pinned Europe PMC JATS XML with extract_deepprotein.py (table-wrap grid with rowspan and colspan expanded, two header rows and the split-size row asserted); row and column labels asserted. Table 8 row 'SubCellular' / 'CNN', column 'GPU Memory (GB)' Independent review 2026-10-11: value, locator, metric, unit, direction and linked configuration and protocol checked; corrections from the review applied by the extractor as listed in review.md.
numeric value: 2.94500
metric qualifier: peak GPU memory
unit detail: GPU memory
missing metadata: uncertainty: reason: unreported
printed value basis: Value as printed in Table 8

Related records

evaluation: CNN resource usage on DeepProtein Subcellular localization (PEER) (GPU Memory (GB))

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