CARP-640M naive supervised
Exact source-reported configuration or submission label. Family membership, checkpoint identity and aliases have not been inferred.
Overview
Exact source-reported configuration or submission label. Family membership, checkpoint identity and aliases have not been inferred.
Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.
Evaluations and results
Release 2026-09-19-eb6149e5d766 · 16 evaluations · 32 metric rows. Different protocols are not a single leaderboard. Charts retain each source table’s protocol and dataset.
| Metric and finding | Coverage and uncertainty | Evidence |
|---|---|---|
| CARP-640M naive supervised · FLIP2 Amylase far-to-close; held-out test set · Amylase Configuration: CARP-640M naive supervisedProtocol: FLIP2 Amylase far-to-close; held-out test set · AmylaseDataset subset: Amylase FLIP2 Amylase far-to-close; held-out test set Author-reported evaluation · Evaluation metadata: discovered | ||
| 0.825 ± 0.009 ndcg Unit: unitless · Direction: higher Aggregation: mean of five random-seed fits (Section 4.3) | Uncertainty: printed spread: 0.009; type: unreported; value: 0.009 Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A3; row CARP-640M naive supervised; column ndcg Source checking is not independent reproduction. |
| CARP-640M naive supervised · FLIP2 TrpB one-to-many; held-out test set · TrpB Configuration: CARP-640M naive supervisedProtocol: FLIP2 TrpB one-to-many; held-out test set · TrpBDataset subset: TrpB FLIP2 TrpB one-to-many; held-out test set Author-reported evaluation · Evaluation metadata: discovered | ||
| 0.298 ± 0.217 spearman Unit: correlation · Direction: higher Aggregation: mean of five random-seed fits (Section 4.3) | Uncertainty: printed spread: 0.217; type: unreported; value: 0.217 Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A7; row CARP-640M naive supervised; column spearman Source checking is not independent reproduction. |
| 0.984 ± 0.002 ndcg Unit: unitless · Direction: higher Aggregation: mean of five random-seed fits (Section 4.3) | Uncertainty: printed spread: 0.002; type: unreported; value: 0.002 Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A7; row CARP-640M naive supervised; column ndcg Source checking is not independent reproduction. |
| CARP-640M naive supervised · FLIP2 TrpB two-to-many; held-out test set · TrpB Configuration: CARP-640M naive supervisedProtocol: FLIP2 TrpB two-to-many; held-out test set · TrpBDataset subset: TrpB FLIP2 TrpB two-to-many; held-out test set Author-reported evaluation · Evaluation metadata: discovered | ||
| 0.985 ± 0.002 ndcg Unit: unitless · Direction: higher Aggregation: mean of five random-seed fits (Section 4.3) | Uncertainty: printed spread: 0.002; type: unreported; value: 0.002 Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A8; row CARP-640M naive supervised; column ndcg Source checking is not independent reproduction. |
| 0.328 ± 0.095 spearman Unit: correlation · Direction: higher Aggregation: mean of five random-seed fits (Section 4.3) | Uncertainty: printed spread: 0.095; type: unreported; value: 0.095 Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A8; row CARP-640M naive supervised; column spearman Source checking is not independent reproduction. |
| CARP-640M naive supervised · FLIP2 hydro to-P06241; held-out test set · hydro Configuration: CARP-640M naive supervisedProtocol: FLIP2 hydro to-P06241; held-out test set · hydroDataset subset: hydro FLIP2 hydro to-P06241; held-out test set Author-reported evaluation · Evaluation metadata: discovered | ||
| 0.927 ± 0.006 ndcg Unit: unitless · Direction: higher Aggregation: mean of five random-seed fits (Section 4.3) | Uncertainty: printed spread: 0.006; type: unreported; value: 0.006 Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A12; row CARP-640M naive supervised; column ndcg Source checking is not independent reproduction. |
| CARP-640M naive supervised · FLIP2 hydro to-P01053; held-out test set · hydro Configuration: CARP-640M naive supervisedProtocol: FLIP2 hydro to-P01053; held-out test set · hydroDataset subset: hydro FLIP2 hydro to-P01053; held-out test set Author-reported evaluation · Evaluation metadata: discovered | ||
| 0.061 ± 0.094 spearman Unit: correlation · Direction: higher Aggregation: mean of five random-seed fits (Section 4.3) | Uncertainty: printed spread: 0.094; type: unreported; value: 0.094 Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A14; row CARP-640M naive supervised; column spearman Source checking is not independent reproduction. |
| CARP-640M naive supervised · FLIP2 rhomax by-wild-type; held-out test set · rhomax Configuration: CARP-640M naive supervisedProtocol: FLIP2 rhomax by-wild-type; held-out test set · rhomaxDataset subset: rhomax FLIP2 rhomax by-wild-type; held-out test set Author-reported evaluation · Evaluation metadata: discovered | ||
| 0.934 ± 0.009 ndcg Unit: unitless · Direction: higher Aggregation: mean of five random-seed fits (Section 4.3) | Uncertainty: printed spread: 0.009; type: unreported; value: 0.009 Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A15; row CARP-640M naive supervised; column ndcg Source checking is not independent reproduction. |
| 0.056 ± 0.125 spearman Unit: correlation · Direction: higher Aggregation: mean of five random-seed fits (Section 4.3) | Uncertainty: printed spread: 0.125; type: unreported; value: 0.125 Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A15; row CARP-640M naive supervised; column spearman Source checking is not independent reproduction. |
| CARP-640M naive supervised · FLIP2 PDZ3 single-to-double; held-out test set · PDZ3 Configuration: CARP-640M naive supervisedProtocol: FLIP2 PDZ3 single-to-double; held-out test set · PDZ3Dataset subset: PDZ3 FLIP2 PDZ3 single-to-double; held-out test set Author-reported evaluation · Evaluation metadata: discovered | ||
| 0.870 ± 0.008 ndcg Unit: unitless · Direction: higher Aggregation: mean of five random-seed fits (Section 4.3) | Uncertainty: printed spread: 0.008; type: unreported; value: 0.008 Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A16; row CARP-640M naive supervised; column ndcg Source checking is not independent reproduction. |
| 0.464 ± 0.022 spearman Unit: correlation · Direction: higher Aggregation: mean of five random-seed fits (Section 4.3) | Uncertainty: printed spread: 0.022; type: unreported; value: 0.022 Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A16; row CARP-640M naive supervised; column spearman Source checking is not independent reproduction. |
| CARP-640M naive supervised · FLIP2 Amylase by-mutation; held-out test set · Amylase Configuration: CARP-640M naive supervisedProtocol: FLIP2 Amylase by-mutation; held-out test set · AmylaseDataset subset: Amylase FLIP2 Amylase by-mutation; held-out test set Author-reported evaluation · Evaluation metadata: discovered | ||
| 0.109 ± 0.134 spearman Unit: correlation · Direction: higher Aggregation: mean of five random-seed fits (Section 4.3) | Uncertainty: printed spread: 0.134; type: unreported; value: 0.134 Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A4; row CARP-640M naive supervised; column spearman Source checking is not independent reproduction. |
| 0.819 ± 0.029 ndcg Unit: unitless · Direction: higher Aggregation: mean of five random-seed fits (Section 4.3) | Uncertainty: printed spread: 0.029; type: unreported; value: 0.029 Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A4; row CARP-640M naive supervised; column ndcg Source checking is not independent reproduction. |
| CARP-640M naive supervised · FLIP2 IRED two-to-many; held-out test set · IRED Configuration: CARP-640M naive supervisedProtocol: FLIP2 IRED two-to-many; held-out test set · IREDDataset subset: IRED FLIP2 IRED two-to-many; held-out test set Author-reported evaluation · Evaluation metadata: discovered | ||
| 0.012 ± 0.017 spearman Unit: correlation · Direction: higher Aggregation: mean of five random-seed fits (Section 4.3) | Uncertainty: printed spread: 0.017; type: unreported; value: 0.017 Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A5; row CARP-640M naive supervised; column spearman Source checking is not independent reproduction. |
| 0.944 ± 0.001 ndcg Unit: unitless · Direction: higher Aggregation: mean of five random-seed fits (Section 4.3) | Uncertainty: printed spread: 0.001; type: unreported; value: 0.001 Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A5; row CARP-640M naive supervised; column ndcg Source checking is not independent reproduction. |
| CARP-640M naive supervised · FLIP2 TrpB by-position; held-out test set · TrpB Configuration: CARP-640M naive supervisedProtocol: FLIP2 TrpB by-position; held-out test set · TrpBDataset subset: TrpB FLIP2 TrpB by-position; held-out test set Author-reported evaluation · Evaluation metadata: discovered | ||
| −0.009 ± nan spearman Unit: correlation · Direction: higher Aggregation: mean of five random-seed fits (Section 4.3) | Uncertainty: printed spread: nan; type: unreported; value: Not reported Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A9; row CARP-640M naive supervised; column spearman Source checking is not independent reproduction. |
| 0.975 ± 0.000 ndcg Unit: unitless · Direction: higher Aggregation: mean of five random-seed fits (Section 4.3) | Uncertainty: printed spread: 0.000; type: unreported; value: 0 Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A9; row CARP-640M naive supervised; column ndcg Source checking is not independent reproduction. |
| CARP-640M naive supervised · FLIP2 Amylase one-to-many; held-out test set · Amylase Configuration: CARP-640M naive supervisedProtocol: FLIP2 Amylase one-to-many; held-out test set · AmylaseDataset subset: Amylase FLIP2 Amylase one-to-many; held-out test set Author-reported evaluation · Evaluation metadata: discovered | ||
| 0.087 ± 0.172 spearman Unit: correlation · Direction: higher Aggregation: mean of five random-seed fits (Section 4.3) | Uncertainty: printed spread: 0.172; type: unreported; value: 0.172 Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A1; row CARP-640M naive supervised; column spearman Source checking is not independent reproduction. |
| 0.863 ± 0.023 ndcg Unit: unitless · Direction: higher Aggregation: mean of five random-seed fits (Section 4.3) | Uncertainty: printed spread: 0.023; type: unreported; value: 0.023 Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A1; row CARP-640M naive supervised; column ndcg Source checking is not independent reproduction. |
| CARP-640M naive supervised · FLIP2 Amylase close-to-far; held-out test set · Amylase Configuration: CARP-640M naive supervisedProtocol: FLIP2 Amylase close-to-far; held-out test set · AmylaseDataset subset: Amylase FLIP2 Amylase close-to-far; held-out test set Author-reported evaluation · Evaluation metadata: discovered | ||
| 0.006 ± 0.117 spearman Unit: correlation · Direction: higher Aggregation: mean of five random-seed fits (Section 4.3) | Uncertainty: printed spread: 0.117; type: unreported; value: 0.117 Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A2; row CARP-640M naive supervised; column spearman Source checking is not independent reproduction. |
| CARP-640M naive supervised · FLIP2 hydro low-to-high; held-out test set · hydro Configuration: CARP-640M naive supervisedProtocol: FLIP2 hydro low-to-high; held-out test set · hydroDataset subset: hydro FLIP2 hydro low-to-high; held-out test set Author-reported evaluation · Evaluation metadata: discovered | ||
| 0.188 ± 0.202 spearman Unit: correlation · Direction: higher Aggregation: mean of five random-seed fits (Section 4.3) | Uncertainty: printed spread: 0.202; type: unreported; value: 0.202 Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A11; row CARP-640M naive supervised; column spearman Source checking is not independent reproduction. |
| CARP-640M naive supervised · FLIP2 hydro to-P0A9X9; held-out test set · hydro Configuration: CARP-640M naive supervisedProtocol: FLIP2 hydro to-P0A9X9; held-out test set · hydroDataset subset: hydro FLIP2 hydro to-P0A9X9; held-out test set Author-reported evaluation · Evaluation metadata: discovered | ||
| 0.960 ± 0.002 ndcg Unit: unitless · Direction: higher Aggregation: mean of five random-seed fits (Section 4.3) | Uncertainty: printed spread: 0.002; type: unreported; value: 0.002 Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A13; row CARP-640M naive supervised; column ndcg Source checking is not independent reproduction. |
| −0.029 ± 0.074 spearman Unit: correlation · Direction: higher Aggregation: mean of five random-seed fits (Section 4.3) | Uncertainty: printed spread: 0.074; type: unreported; value: 0.074 Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A13; row CARP-640M naive supervised; column spearman Source checking is not independent reproduction. |
| CARP-640M naive supervised · FLIP2 NucB two-to-many; held-out test set · NucB Configuration: CARP-640M naive supervisedProtocol: FLIP2 NucB two-to-many; held-out test set · NucBDataset subset: NucB FLIP2 NucB two-to-many; held-out test set Author-reported evaluation · Evaluation metadata: discovered | ||
| 0.704 ± 0.007 spearman Unit: correlation · Direction: higher Aggregation: mean of five random-seed fits (Section 4.3) | Uncertainty: printed spread: 0.007; type: unreported; value: 0.007 Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A6; row CARP-640M naive supervised; column spearman Source checking is not independent reproduction. |
| CARP-640M naive supervised · FLIP2 hydro three-to-many; held-out test set · hydro Configuration: CARP-640M naive supervisedProtocol: FLIP2 hydro three-to-many; held-out test set · hydroDataset subset: hydro FLIP2 hydro three-to-many; held-out test set Author-reported evaluation · Evaluation metadata: discovered | ||
| 0.984 ± 0.001 ndcg Unit: unitless · Direction: higher Aggregation: mean of five random-seed fits (Section 4.3) | Uncertainty: printed spread: 0.001; type: unreported; value: 0.001 Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A10; row CARP-640M naive supervised; column ndcg Source checking is not independent reproduction. |
Evidence table
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Sources and history
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Release 2026-09-19-eb6149e5d766 · Record review: discovered
1 source records and release history
- FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Original source · Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Technical metadata and extraction receipts
Stable ID: acquired-configuration-a0a6e3bb087d0e8b2b3e
- source locator
- Table A1; row CARP-640M naive supervised; column spearman
- reported configuration
- CARP-640M naive supervised
- reference kind
- not_a_reference
- missing metadata
- checkpoint revision: unreported; model family: unextracted
Related records
- model: CARP-640M naive supervised · FLIP2 NucB two-to-many; held-out test set · NucB
- model: CARP-640M naive supervised · FLIP2 Amylase close-to-far; held-out test set · Amylase
- model: CARP-640M naive supervised · FLIP2 rhomax by-wild-type; held-out test set · rhomax
- model: CARP-640M naive supervised · FLIP2 hydro to-P06241; held-out test set · hydro
- model: CARP-640M naive supervised · FLIP2 Amylase far-to-close; held-out test set · Amylase
- model: CARP-640M naive supervised · FLIP2 Amylase by-mutation; held-out test set · Amylase
- model: CARP-640M naive supervised · FLIP2 IRED two-to-many; held-out test set · IRED
- model: CARP-640M naive supervised · FLIP2 Amylase one-to-many; held-out test set · Amylase
- model: CARP-640M naive supervised · FLIP2 hydro to-P01053; held-out test set · hydro
- model: CARP-640M naive supervised · FLIP2 hydro low-to-high; held-out test set · hydro
- model: CARP-640M naive supervised · FLIP2 TrpB by-position; held-out test set · TrpB
- model: CARP-640M naive supervised · FLIP2 PDZ3 single-to-double; held-out test set · PDZ3
- model: CARP-640M naive supervised · FLIP2 hydro three-to-many; held-out test set · hydro
- model: CARP-640M naive supervised · FLIP2 TrpB two-to-many; held-out test set · TrpB
- model: CARP-640M naive supervised · FLIP2 hydro to-P0A9X9; held-out test set · hydro
- model: CARP-640M naive supervised · FLIP2 TrpB one-to-many; held-out test set · TrpB