| attributes.comparison.adaptation Self-supervised pretraining; original TAPE paper task-specific supervised head Context-only references | tape primary benchmark evidence Original source ↗ Results on downstream supervised tasks; Table2,p.7,row1(No pretraining/Transformer),columnContact prediction; Table2,p.7,row2(No pretraining/LSTM),columnContact prediction; Table2,p.7,row3(No pretraining/ResNet),columnContact prediction; Table2,p.7,row4(Self-supervised pretraining/Transformer),columnContact prediction; Table2,p.7,row5(Self-supervised pretraining/LSTM),columnContact prediction; Table2,p.7,row6(Self-supervised pretraining/ResNet),columnContact prediction; Table2,p.7,row7(Supervised pretraining/Bepler supervised LSTM),columnContact prediction; Table2,p.7,row8(Self-supervised pretraining/UniRep mLSTM),columnContact prediction; Table2,p.7,row9(One-hot baseline/One-hot),columnContact prediction; Table2,p.7,row10(Task-specific alignment/HMM baseline/Alignment),columnContact prediction Version: 1906.08230v1 Retrieved: 2026-09-16T20:23:48.238777+00:00 | not individually reviewed No individual claim review recorded independent paper Audit detailsField: attributes.comparison.adaptation Source artifact SHA-256: 6ee0c3e6e870635cba8fa67e0a4abc5598c0ab2a10ba127a46b67ac450ae0168 Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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| attributes.comparison.aggregation Not reported Context-only references | tape primary benchmark evidence Original source ↗ Results on downstream supervised tasks; Table2,p.7,row1(No pretraining/Transformer),columnContact prediction; Table2,p.7,row2(No pretraining/LSTM),columnContact prediction; Table2,p.7,row3(No pretraining/ResNet),columnContact prediction; Table2,p.7,row4(Self-supervised pretraining/Transformer),columnContact prediction; Table2,p.7,row5(Self-supervised pretraining/LSTM),columnContact prediction; Table2,p.7,row6(Self-supervised pretraining/ResNet),columnContact prediction; Table2,p.7,row7(Supervised pretraining/Bepler supervised LSTM),columnContact prediction; Table2,p.7,row8(Self-supervised pretraining/UniRep mLSTM),columnContact prediction; Table2,p.7,row9(One-hot baseline/One-hot),columnContact prediction; Table2,p.7,row10(Task-specific alignment/HMM baseline/Alignment),columnContact prediction Version: 1906.08230v1 Retrieved: 2026-09-16T20:23:48.238777+00:00 | missing or unspecified No individual claim review recorded independent paper Audit detailsField: attributes.comparison.aggregation Source artifact SHA-256: 6ee0c3e6e870635cba8fa67e0a4abc5598c0ab2a10ba127a46b67ac450ae0168 Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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| attributes.comparison.budget Not reported Context-only references | tape primary benchmark evidence Original source ↗ Results on downstream supervised tasks; Table2,p.7,row1(No pretraining/Transformer),columnContact prediction; Table2,p.7,row2(No pretraining/LSTM),columnContact prediction; Table2,p.7,row3(No pretraining/ResNet),columnContact prediction; Table2,p.7,row4(Self-supervised pretraining/Transformer),columnContact prediction; Table2,p.7,row5(Self-supervised pretraining/LSTM),columnContact prediction; Table2,p.7,row6(Self-supervised pretraining/ResNet),columnContact prediction; Table2,p.7,row7(Supervised pretraining/Bepler supervised LSTM),columnContact prediction; Table2,p.7,row8(Self-supervised pretraining/UniRep mLSTM),columnContact prediction; Table2,p.7,row9(One-hot baseline/One-hot),columnContact prediction; Table2,p.7,row10(Task-specific alignment/HMM baseline/Alignment),columnContact prediction Version: 1906.08230v1 Retrieved: 2026-09-16T20:23:48.238777+00:00 | missing or unspecified No individual claim review recorded independent paper Audit detailsField: attributes.comparison.budget Source artifact SHA-256: 6ee0c3e6e870635cba8fa67e0a4abc5598c0ab2a10ba127a46b67ac450ae0168 Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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| attributes.comparison.dataset_version Not reported Context-only references | tape primary benchmark evidence Original source ↗ Results on downstream supervised tasks; Table2,p.7,row1(No pretraining/Transformer),columnContact prediction; Table2,p.7,row2(No pretraining/LSTM),columnContact prediction; Table2,p.7,row3(No pretraining/ResNet),columnContact prediction; Table2,p.7,row4(Self-supervised pretraining/Transformer),columnContact prediction; Table2,p.7,row5(Self-supervised pretraining/LSTM),columnContact prediction; Table2,p.7,row6(Self-supervised pretraining/ResNet),columnContact prediction; Table2,p.7,row7(Supervised pretraining/Bepler supervised LSTM),columnContact prediction; Table2,p.7,row8(Self-supervised pretraining/UniRep mLSTM),columnContact prediction; Table2,p.7,row9(One-hot baseline/One-hot),columnContact prediction; Table2,p.7,row10(Task-specific alignment/HMM baseline/Alignment),columnContact prediction Version: 1906.08230v1 Retrieved: 2026-09-16T20:23:48.238777+00:00 | missing or unspecified No individual claim review recorded independent paper Audit detailsField: attributes.comparison.dataset_version Source artifact SHA-256: 6ee0c3e6e870635cba8fa67e0a4abc5598c0ab2a10ba127a46b67ac450ae0168 Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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| attributes.comparison.inputs Not reported Context-only references | tape primary benchmark evidence Original source ↗ Results on downstream supervised tasks; Table2,p.7,row1(No pretraining/Transformer),columnContact prediction; Table2,p.7,row2(No pretraining/LSTM),columnContact prediction; Table2,p.7,row3(No pretraining/ResNet),columnContact prediction; Table2,p.7,row4(Self-supervised pretraining/Transformer),columnContact prediction; Table2,p.7,row5(Self-supervised pretraining/LSTM),columnContact prediction; Table2,p.7,row6(Self-supervised pretraining/ResNet),columnContact prediction; Table2,p.7,row7(Supervised pretraining/Bepler supervised LSTM),columnContact prediction; Table2,p.7,row8(Self-supervised pretraining/UniRep mLSTM),columnContact prediction; Table2,p.7,row9(One-hot baseline/One-hot),columnContact prediction; Table2,p.7,row10(Task-specific alignment/HMM baseline/Alignment),columnContact prediction Version: 1906.08230v1 Retrieved: 2026-09-16T20:23:48.238777+00:00 | missing or unspecified No individual claim review recorded independent paper Audit detailsField: attributes.comparison.inputs Source artifact SHA-256: 6ee0c3e6e870635cba8fa67e0a4abc5598c0ab2a10ba127a46b67ac450ae0168 Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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| attributes.comparison.metric_implementation Not reported Context-only references | tape primary benchmark evidence Original source ↗ Results on downstream supervised tasks; Table2,p.7,row1(No pretraining/Transformer),columnContact prediction; Table2,p.7,row2(No pretraining/LSTM),columnContact prediction; Table2,p.7,row3(No pretraining/ResNet),columnContact prediction; Table2,p.7,row4(Self-supervised pretraining/Transformer),columnContact prediction; Table2,p.7,row5(Self-supervised pretraining/LSTM),columnContact prediction; Table2,p.7,row6(Self-supervised pretraining/ResNet),columnContact prediction; Table2,p.7,row7(Supervised pretraining/Bepler supervised LSTM),columnContact prediction; Table2,p.7,row8(Self-supervised pretraining/UniRep mLSTM),columnContact prediction; Table2,p.7,row9(One-hot baseline/One-hot),columnContact prediction; Table2,p.7,row10(Task-specific alignment/HMM baseline/Alignment),columnContact prediction Version: 1906.08230v1 Retrieved: 2026-09-16T20:23:48.238777+00:00 | missing or unspecified No individual claim review recorded independent paper Audit detailsField: attributes.comparison.metric_implementation Source artifact SHA-256: 6ee0c3e6e870635cba8fa67e0a4abc5598c0ab2a10ba127a46b67ac450ae0168 Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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| attributes.comparison.population.count 40 Context-only references | tape primary benchmark evidence Original source ↗ Results on downstream supervised tasks; Table2,p.7,row1(No pretraining/Transformer),columnContact prediction; Table2,p.7,row2(No pretraining/LSTM),columnContact prediction; Table2,p.7,row3(No pretraining/ResNet),columnContact prediction; Table2,p.7,row4(Self-supervised pretraining/Transformer),columnContact prediction; Table2,p.7,row5(Self-supervised pretraining/LSTM),columnContact prediction; Table2,p.7,row6(Self-supervised pretraining/ResNet),columnContact prediction; Table2,p.7,row7(Supervised pretraining/Bepler supervised LSTM),columnContact prediction; Table2,p.7,row8(Self-supervised pretraining/UniRep mLSTM),columnContact prediction; Table2,p.7,row9(One-hot baseline/One-hot),columnContact prediction; Table2,p.7,row10(Task-specific alignment/HMM baseline/Alignment),columnContact prediction Version: 1906.08230v1 Retrieved: 2026-09-16T20:23:48.238777+00:00 | not individually reviewed No individual claim review recorded independent paper Audit detailsField: attributes.comparison.population.count Source artifact SHA-256: 6ee0c3e6e870635cba8fa67e0a4abc5598c0ab2a10ba127a46b67ac450ae0168 Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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| attributes.comparison.population.unit proteins; top L/5 pairs per protein Context-only references | tape primary benchmark evidence Original source ↗ Results on downstream supervised tasks; Table2,p.7,row1(No pretraining/Transformer),columnContact prediction; Table2,p.7,row2(No pretraining/LSTM),columnContact prediction; Table2,p.7,row3(No pretraining/ResNet),columnContact prediction; Table2,p.7,row4(Self-supervised pretraining/Transformer),columnContact prediction; Table2,p.7,row5(Self-supervised pretraining/LSTM),columnContact prediction; Table2,p.7,row6(Self-supervised pretraining/ResNet),columnContact prediction; Table2,p.7,row7(Supervised pretraining/Bepler supervised LSTM),columnContact prediction; Table2,p.7,row8(Self-supervised pretraining/UniRep mLSTM),columnContact prediction; Table2,p.7,row9(One-hot baseline/One-hot),columnContact prediction; Table2,p.7,row10(Task-specific alignment/HMM baseline/Alignment),columnContact prediction Version: 1906.08230v1 Retrieved: 2026-09-16T20:23:48.238777+00:00 | not individually reviewed No individual claim review recorded independent paper Audit detailsField: attributes.comparison.population.unit Source artifact SHA-256: 6ee0c3e6e870635cba8fa67e0a4abc5598c0ab2a10ba127a46b67ac450ae0168 Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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| attributes.comparison.protocol_id discovery-benchmark-tape-contact-prediction Context-only references | tape primary benchmark evidence Original source ↗ Results on downstream supervised tasks; Table2,p.7,row1(No pretraining/Transformer),columnContact prediction; Table2,p.7,row2(No pretraining/LSTM),columnContact prediction; Table2,p.7,row3(No pretraining/ResNet),columnContact prediction; Table2,p.7,row4(Self-supervised pretraining/Transformer),columnContact prediction; Table2,p.7,row5(Self-supervised pretraining/LSTM),columnContact prediction; Table2,p.7,row6(Self-supervised pretraining/ResNet),columnContact prediction; Table2,p.7,row7(Supervised pretraining/Bepler supervised LSTM),columnContact prediction; Table2,p.7,row8(Self-supervised pretraining/UniRep mLSTM),columnContact prediction; Table2,p.7,row9(One-hot baseline/One-hot),columnContact prediction; Table2,p.7,row10(Task-specific alignment/HMM baseline/Alignment),columnContact prediction Version: 1906.08230v1 Retrieved: 2026-09-16T20:23:48.238777+00:00 | not individually reviewed No individual claim review recorded independent paper Audit detailsField: attributes.comparison.protocol_id Source artifact SHA-256: 6ee0c3e6e870635cba8fa67e0a4abc5598c0ab2a10ba127a46b67ac450ae0168 Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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| attributes.comparison.split CASP12 test, 30% sequence-identity partition; medium/long-range contacts Context-only references | tape primary benchmark evidence Original source ↗ Results on downstream supervised tasks; Table2,p.7,row1(No pretraining/Transformer),columnContact prediction; Table2,p.7,row2(No pretraining/LSTM),columnContact prediction; Table2,p.7,row3(No pretraining/ResNet),columnContact prediction; Table2,p.7,row4(Self-supervised pretraining/Transformer),columnContact prediction; Table2,p.7,row5(Self-supervised pretraining/LSTM),columnContact prediction; Table2,p.7,row6(Self-supervised pretraining/ResNet),columnContact prediction; Table2,p.7,row7(Supervised pretraining/Bepler supervised LSTM),columnContact prediction; Table2,p.7,row8(Self-supervised pretraining/UniRep mLSTM),columnContact prediction; Table2,p.7,row9(One-hot baseline/One-hot),columnContact prediction; Table2,p.7,row10(Task-specific alignment/HMM baseline/Alignment),columnContact prediction Version: 1906.08230v1 Retrieved: 2026-09-16T20:23:48.238777+00:00 | not individually reviewed No individual claim review recorded independent paper Audit detailsField: attributes.comparison.split Source artifact SHA-256: 6ee0c3e6e870635cba8fa67e0a4abc5598c0ab2a10ba127a46b67ac450ae0168 Hash scope: Hash scope not separately documented; inspect source record Inspected artifact |
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