rewire.itbenchmarks
Evidence claim

TAPE Fluorescence: links:part_of:discovery-benchmark-tape

Source-backed metadata or reviewed relationship.

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.

6 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-09-29-06401fd5b220
Property and statementOriginal source and locationReview and provenance
attributes.field
links:part_of:discovery-benchmark-tape
Context-only references
tape primary benchmark evidence

Original source ↗

Results on downstream supervised tasks; Table2,p.7,row1(No pretraining/Transformer),columnFluorescence; Table2,p.7,row2(No pretraining/LSTM),columnFluorescence; Table2,p.7,row3(No pretraining/ResNet),columnFluorescence; Table2,p.7,row4(Self-supervised pretraining/Transformer),columnFluorescence; Table2,p.7,row5(Self-supervised pretraining/LSTM),columnFluorescence; Table2,p.7,row6(Self-supervised pretraining/ResNet),columnFluorescence; Table2,p.7,row7(Supervised pretraining/Bepler supervised LSTM),columnFluorescence; Table2,p.7,row8(Self-supervised pretraining/UniRep mLSTM),columnFluorescence; Table2,p.7,row9(One-hot baseline/One-hot),columnFluorescence; Table2,p.7,row10(Task-specific alignment/HMM baseline/Alignment),columnFluorescence

Version: 1906.08230v1
Retrieved: 2026-09-16T20:23:48.238777+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.field

Source artifact SHA-256: 6ee0c3e6e870635cba8fa67e0a4abc5598c0ab2a10ba127a46b67ac450ae0168

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

Inspected artifact

attributes.source_locator
Results on downstream supervised tasks; Table2,p.7,row1(No pretraining/Transformer),columnFluorescence; Table2,p.7,row2(No pretraining/LSTM),columnFluorescence; Table2,p.7,row3(No pretraining/ResNet),columnFluorescence; Table2,p.7,row4(Self-supervised pretraining/Transformer),columnFluorescence; Table2,p.7,row5(Self-supervised pretraining/LSTM),columnFluorescence; Table2,p.7,row6(Self-supervised pretraining/ResNet),columnFluorescence; Table2,p.7,row7(Supervised pretraining/Bepler supervised LSTM),columnFluorescence; Table2,p.7,row8(Self-supervised pretraining/UniRep mLSTM),columnFluorescence; Table2,p.7,row9(One-hot baseline/One-hot),columnFluorescence; Table2,p.7,row10(Task-specific alignment/HMM baseline/Alignment),columnFluorescence
Context-only references
tape primary benchmark evidence

Original source ↗

Results on downstream supervised tasks; Table2,p.7,row1(No pretraining/Transformer),columnFluorescence; Table2,p.7,row2(No pretraining/LSTM),columnFluorescence; Table2,p.7,row3(No pretraining/ResNet),columnFluorescence; Table2,p.7,row4(Self-supervised pretraining/Transformer),columnFluorescence; Table2,p.7,row5(Self-supervised pretraining/LSTM),columnFluorescence; Table2,p.7,row6(Self-supervised pretraining/ResNet),columnFluorescence; Table2,p.7,row7(Supervised pretraining/Bepler supervised LSTM),columnFluorescence; Table2,p.7,row8(Self-supervised pretraining/UniRep mLSTM),columnFluorescence; Table2,p.7,row9(One-hot baseline/One-hot),columnFluorescence; Table2,p.7,row10(Task-specific alignment/HMM baseline/Alignment),columnFluorescence

Version: 1906.08230v1
Retrieved: 2026-09-16T20:23:48.238777+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.source_locator

Source artifact SHA-256: 6ee0c3e6e870635cba8fa67e0a4abc5598c0ab2a10ba127a46b67ac450ae0168

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

Inspected artifact

attributes.value
discovery-benchmark-tape
Context-only references
tape primary benchmark evidence

Original source ↗

Results on downstream supervised tasks; Table2,p.7,row1(No pretraining/Transformer),columnFluorescence; Table2,p.7,row2(No pretraining/LSTM),columnFluorescence; Table2,p.7,row3(No pretraining/ResNet),columnFluorescence; Table2,p.7,row4(Self-supervised pretraining/Transformer),columnFluorescence; Table2,p.7,row5(Self-supervised pretraining/LSTM),columnFluorescence; Table2,p.7,row6(Self-supervised pretraining/ResNet),columnFluorescence; Table2,p.7,row7(Supervised pretraining/Bepler supervised LSTM),columnFluorescence; Table2,p.7,row8(Self-supervised pretraining/UniRep mLSTM),columnFluorescence; Table2,p.7,row9(One-hot baseline/One-hot),columnFluorescence; Table2,p.7,row10(Task-specific alignment/HMM baseline/Alignment),columnFluorescence

Version: 1906.08230v1
Retrieved: 2026-09-16T20:23:48.238777+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.value

Source artifact SHA-256: 6ee0c3e6e870635cba8fa67e0a4abc5598c0ab2a10ba127a46b67ac450ae0168

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

Inspected artifact

description
Source-backed metadata or reviewed relationship.
Context-only references
tape primary benchmark evidence

Original source ↗

Results on downstream supervised tasks; Table2,p.7,row1(No pretraining/Transformer),columnFluorescence; Table2,p.7,row2(No pretraining/LSTM),columnFluorescence; Table2,p.7,row3(No pretraining/ResNet),columnFluorescence; Table2,p.7,row4(Self-supervised pretraining/Transformer),columnFluorescence; Table2,p.7,row5(Self-supervised pretraining/LSTM),columnFluorescence; Table2,p.7,row6(Self-supervised pretraining/ResNet),columnFluorescence; Table2,p.7,row7(Supervised pretraining/Bepler supervised LSTM),columnFluorescence; Table2,p.7,row8(Self-supervised pretraining/UniRep mLSTM),columnFluorescence; Table2,p.7,row9(One-hot baseline/One-hot),columnFluorescence; Table2,p.7,row10(Task-specific alignment/HMM baseline/Alignment),columnFluorescence

Version: 1906.08230v1
Retrieved: 2026-09-16T20:23:48.238777+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: description

Source artifact SHA-256: 6ee0c3e6e870635cba8fa67e0a4abc5598c0ab2a10ba127a46b67ac450ae0168

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

Inspected artifact

Relationship: subject
discovery-benchmark-tape-fluorescence
Context-only references
tape primary benchmark evidence

Original source ↗

Results on downstream supervised tasks; Table2,p.7,row1(No pretraining/Transformer),columnFluorescence; Table2,p.7,row2(No pretraining/LSTM),columnFluorescence; Table2,p.7,row3(No pretraining/ResNet),columnFluorescence; Table2,p.7,row4(Self-supervised pretraining/Transformer),columnFluorescence; Table2,p.7,row5(Self-supervised pretraining/LSTM),columnFluorescence; Table2,p.7,row6(Self-supervised pretraining/ResNet),columnFluorescence; Table2,p.7,row7(Supervised pretraining/Bepler supervised LSTM),columnFluorescence; Table2,p.7,row8(Self-supervised pretraining/UniRep mLSTM),columnFluorescence; Table2,p.7,row9(One-hot baseline/One-hot),columnFluorescence; Table2,p.7,row10(Task-specific alignment/HMM baseline/Alignment),columnFluorescence

Version: 1906.08230v1
Retrieved: 2026-09-16T20:23:48.238777+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: links:subject:discovery-benchmark-tape-fluorescence

Source artifact SHA-256: 6ee0c3e6e870635cba8fa67e0a4abc5598c0ab2a10ba127a46b67ac450ae0168

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

Inspected artifact

name
TAPE Fluorescence: links:part_of:discovery-benchmark-tape
Context-only references
tape primary benchmark evidence

Original source ↗

Results on downstream supervised tasks; Table2,p.7,row1(No pretraining/Transformer),columnFluorescence; Table2,p.7,row2(No pretraining/LSTM),columnFluorescence; Table2,p.7,row3(No pretraining/ResNet),columnFluorescence; Table2,p.7,row4(Self-supervised pretraining/Transformer),columnFluorescence; Table2,p.7,row5(Self-supervised pretraining/LSTM),columnFluorescence; Table2,p.7,row6(Self-supervised pretraining/ResNet),columnFluorescence; Table2,p.7,row7(Supervised pretraining/Bepler supervised LSTM),columnFluorescence; Table2,p.7,row8(Self-supervised pretraining/UniRep mLSTM),columnFluorescence; Table2,p.7,row9(One-hot baseline/One-hot),columnFluorescence; Table2,p.7,row10(Task-specific alignment/HMM baseline/Alignment),columnFluorescence

Version: 1906.08230v1
Retrieved: 2026-09-16T20:23:48.238777+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: name

Source artifact SHA-256: 6ee0c3e6e870635cba8fa67e0a4abc5598c0ab2a10ba127a46b67ac450ae0168

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

Inspected artifact

Sources and history

View linked audit checks and correction history

Release 2026-09-29-06401fd5b220 · Record review: source checked

1 source records and release historyDownload this release
Technical metadata and extraction receipts

Stable ID: paper-claim-dbe54c7c8cf7f25f41

field
links:part_of:discovery-benchmark-tape
value
discovery-benchmark-tape
source locator
Results on downstream supervised tasks; Table2,p.7,row1(No pretraining/Transformer),columnFluorescence; Table2,p.7,row2(No pretraining/LSTM),columnFluorescence; Table2,p.7,row3(No pretraining/ResNet),columnFluorescence; Table2,p.7,row4(Self-supervised pretraining/Transformer),columnFluorescence; Table2,p.7,row5(Self-supervised pretraining/LSTM),columnFluorescence; Table2,p.7,row6(Self-supervised pretraining/ResNet),columnFluorescence; Table2,p.7,row7(Supervised pretraining/Bepler supervised LSTM),columnFluorescence; Table2,p.7,row8(Self-supervised pretraining/UniRep mLSTM),columnFluorescence; Table2,p.7,row9(One-hot baseline/One-hot),columnFluorescence; Table2,p.7,row10(Task-specific alignment/HMM baseline/Alignment),columnFluorescence
review
method: automated_source_review; date: 2026-09-17
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