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45 evaluations · 89 results. Different protocols are not a single leaderboard.
Applied filters: All linked evaluations
| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: ESM2-650M likelihood | Protocol: FLIP2 hydro low-to-high; held-out test set · hydro Dataset subset: hydro | 0.865 ndcg unitless · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM2-650M likelihood · FLIP2 hydro low-to-high; held-out test set · hydro FLIP2 hydro low-to-high; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A11; row ESM2-650M likelihood; column ndcg |
| Configuration: ESMC-300M supervised | Protocol: FLIP2 hydro to-P0A9X9; held-out test set · hydro Dataset subset: hydro | 0.078 ± 0.133 spearman correlation · higher Uncertainty: printed spread: 0.133; type: unreported; value: 0.133 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESMC-300M supervised · FLIP2 hydro to-P0A9X9; held-out test set · hydro FLIP2 hydro to-P0A9X9; held-out test set Aggregation: mean of five random-seed fits (Section 4.3) FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A13; row ESMC-300M supervised; column spearman |
| Configuration: Ridge (one-hot) | Protocol: FLIP2 hydro to-P01053; held-out test set · hydro Dataset subset: hydro | 0.889 ndcg unitless · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceRidge (one-hot) · FLIP2 hydro to-P01053; held-out test set · hydro FLIP2 hydro to-P01053; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A14; row Ridge (one-hot); column ndcg |
| Configuration: ESMC-300M naive supervised | Protocol: FLIP2 hydro to-P06241; held-out test set · hydro Dataset subset: hydro | 0.098 ± 0.024 spearman correlation · higher Uncertainty: printed spread: 0.024; type: unreported; value: 0.024 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESMC-300M naive supervised · FLIP2 hydro to-P06241; held-out test set · hydro FLIP2 hydro to-P06241; held-out test set Aggregation: mean of five random-seed fits (Section 4.3) FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A12; row ESMC-300M naive supervised; column spearman |
| Configuration: CARP-640M likelihood | Protocol: FLIP2 hydro low-to-high; held-out test set · hydro Dataset subset: hydro | 0.284 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceCARP-640M likelihood · FLIP2 hydro low-to-high; held-out test set · hydro FLIP2 hydro low-to-high; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A11; row CARP-640M likelihood; column spearman |
| Configuration: CARP-640M supervised | Protocol: FLIP2 hydro to-P0A9X9; held-out test set · hydro Dataset subset: hydro | 0.961 ± 0.004 ndcg unitless · higher Uncertainty: printed spread: 0.004; type: unreported; value: 0.004 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceCARP-640M supervised · FLIP2 hydro to-P0A9X9; held-out test set · hydro FLIP2 hydro to-P0A9X9; held-out test set Aggregation: mean of five random-seed fits (Section 4.3) FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A13; row CARP-640M supervised; column ndcg |
| Configuration: Ridge (one-hot) | Protocol: FLIP2 hydro to-P06241; held-out test set · hydro Dataset subset: hydro | −0.138 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceRidge (one-hot) · FLIP2 hydro to-P06241; held-out test set · hydro FLIP2 hydro to-P06241; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A12; row Ridge (one-hot); column spearman |
| Configuration: ESM2-650M likelihood | Protocol: FLIP2 hydro to-P0A9X9; held-out test set · hydro Dataset subset: hydro | 0.049 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM2-650M likelihood · FLIP2 hydro to-P0A9X9; held-out test set · hydro FLIP2 hydro to-P0A9X9; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A13; row ESM2-650M likelihood; column spearman |
| Configuration: CARP-640M naive supervised | Protocol: FLIP2 hydro to-P06241; held-out test set · hydro Dataset subset: hydro | 0.927 ± 0.006 ndcg unitless · higher Uncertainty: printed spread: 0.006; type: unreported; value: 0.006 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceCARP-640M naive supervised · FLIP2 hydro to-P06241; held-out test set · hydro FLIP2 hydro to-P06241; held-out test set Aggregation: mean of five random-seed fits (Section 4.3) FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A12; row CARP-640M naive supervised; column ndcg |
| Configuration: Ridge (one-hot) | Protocol: FLIP2 hydro three-to-many; held-out test set · hydro Dataset subset: hydro | 0.148 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceRidge (one-hot) · FLIP2 hydro three-to-many; held-out test set · hydro FLIP2 hydro three-to-many; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A10; row Ridge (one-hot); column spearman |
| Configuration: Ridge (one-hot) | Protocol: FLIP2 hydro to-P0A9X9; held-out test set · hydro Dataset subset: hydro | 0.957 ndcg unitless · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceRidge (one-hot) · FLIP2 hydro to-P0A9X9; held-out test set · hydro FLIP2 hydro to-P0A9X9; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A13; row Ridge (one-hot); column ndcg |
| Configuration: ESM2-650M likelihood | Protocol: FLIP2 hydro three-to-many; held-out test set · hydro Dataset subset: hydro | −0.036 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM2-650M likelihood · FLIP2 hydro three-to-many; held-out test set · hydro FLIP2 hydro three-to-many; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A10; row ESM2-650M likelihood; column spearman |
| Configuration: CARP-640M supervised | Protocol: FLIP2 hydro three-to-many; held-out test set · hydro Dataset subset: hydro | 0.516 ± 0.035 spearman correlation · higher Uncertainty: printed spread: 0.035; type: unreported; value: 0.035 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceCARP-640M supervised · FLIP2 hydro three-to-many; held-out test set · hydro FLIP2 hydro three-to-many; held-out test set Aggregation: mean of five random-seed fits (Section 4.3) FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A10; row CARP-640M supervised; column spearman |
| Configuration: CARP-640M likelihood | Protocol: FLIP2 hydro low-to-high; held-out test set · hydro Dataset subset: hydro | 0.921 ndcg unitless · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceCARP-640M likelihood · FLIP2 hydro low-to-high; held-out test set · hydro FLIP2 hydro low-to-high; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A11; row CARP-640M likelihood; column ndcg |
| Configuration: ESMC-300M supervised | Protocol: FLIP2 hydro to-P01053; held-out test set · hydro Dataset subset: hydro | 0.949 ± 0.024 ndcg unitless · higher Uncertainty: printed spread: 0.024; type: unreported; value: 0.024 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESMC-300M supervised · FLIP2 hydro to-P01053; held-out test set · hydro FLIP2 hydro to-P01053; held-out test set Aggregation: mean of five random-seed fits (Section 4.3) FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A14; row ESMC-300M supervised; column ndcg |
| Configuration: CARP-640M naive supervised | Protocol: FLIP2 hydro to-P01053; held-out test set · hydro Dataset subset: hydro | 0.061 ± 0.094 spearman correlation · higher Uncertainty: printed spread: 0.094; type: unreported; value: 0.094 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceCARP-640M naive supervised · FLIP2 hydro to-P01053; held-out test set · hydro FLIP2 hydro to-P01053; held-out test set Aggregation: mean of five random-seed fits (Section 4.3) FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A14; row CARP-640M naive supervised; column spearman |
| Configuration: CARP-640M likelihood | Protocol: FLIP2 hydro to-P06241; held-out test set · hydro Dataset subset: hydro | 0.957 ndcg unitless · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceCARP-640M likelihood · FLIP2 hydro to-P06241; held-out test set · hydro FLIP2 hydro to-P06241; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A12; row CARP-640M likelihood; column ndcg |
| Configuration: ESMC-300M naive supervised | Protocol: FLIP2 hydro three-to-many; held-out test set · hydro Dataset subset: hydro | 0.367 ± 0.042 spearman correlation · higher Uncertainty: printed spread: 0.042; type: unreported; value: 0.042 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESMC-300M naive supervised · FLIP2 hydro three-to-many; held-out test set · hydro FLIP2 hydro three-to-many; held-out test set Aggregation: mean of five random-seed fits (Section 4.3) FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A10; row ESMC-300M naive supervised; column spearman |
| Configuration: CARP-640M supervised | Protocol: FLIP2 hydro to-P0A9X9; held-out test set · hydro Dataset subset: hydro | 0.004 ± 0.103 spearman correlation · higher Uncertainty: printed spread: 0.103; type: unreported; value: 0.103 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceCARP-640M supervised · FLIP2 hydro to-P0A9X9; held-out test set · hydro FLIP2 hydro to-P0A9X9; held-out test set Aggregation: mean of five random-seed fits (Section 4.3) FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A13; row CARP-640M supervised; column spearman |
| Configuration: ESM2-650M likelihood | Protocol: FLIP2 hydro to-P01053; held-out test set · hydro Dataset subset: hydro | 0.053 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM2-650M likelihood · FLIP2 hydro to-P01053; held-out test set · hydro FLIP2 hydro to-P01053; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A14; row ESM2-650M likelihood; column spearman |
| Configuration: Ridge (one-hot) | Protocol: FLIP2 hydro three-to-many; held-out test set · hydro Dataset subset: hydro | 0.96 ndcg unitless · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceRidge (one-hot) · FLIP2 hydro three-to-many; held-out test set · hydro FLIP2 hydro three-to-many; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A10; row Ridge (one-hot); column ndcg |
| Configuration: ESMC-300M supervised | Protocol: FLIP2 hydro to-P06241; held-out test set · hydro Dataset subset: hydro | 0.934 ± 0.011 ndcg unitless · higher Uncertainty: printed spread: 0.011; type: unreported; value: 0.011 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESMC-300M supervised · FLIP2 hydro to-P06241; held-out test set · hydro FLIP2 hydro to-P06241; held-out test set Aggregation: mean of five random-seed fits (Section 4.3) FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A12; row ESMC-300M supervised; column ndcg |
| Configuration: Ridge (one-hot + likelihoods) | Protocol: FLIP2 hydro to-P01053; held-out test set · hydro Dataset subset: hydro | 0.942 ndcg unitless · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceRidge (one-hot + likelihoods) · FLIP2 hydro to-P01053; held-out test set · hydro FLIP2 hydro to-P01053; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A14; row Ridge (one-hot + likelihoods); column ndcg |
| Configuration: CARP-640M supervised | Protocol: FLIP2 hydro to-P01053; held-out test set · hydro Dataset subset: hydro | 0.909 ± 0.008 ndcg unitless · higher Uncertainty: printed spread: 0.008; type: unreported; value: 0.008 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceCARP-640M supervised · FLIP2 hydro to-P01053; held-out test set · hydro FLIP2 hydro to-P01053; held-out test set Aggregation: mean of five random-seed fits (Section 4.3) FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A14; row CARP-640M supervised; column ndcg |
| Configuration: ESMC-300M naive supervised | Protocol: FLIP2 hydro to-P06241; held-out test set · hydro Dataset subset: hydro | 0.927 ± 0.001 ndcg unitless · higher Uncertainty: printed spread: 0.001; type: unreported; value: 0.001 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESMC-300M naive supervised · FLIP2 hydro to-P06241; held-out test set · hydro FLIP2 hydro to-P06241; held-out test set Aggregation: mean of five random-seed fits (Section 4.3) FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A12; row ESMC-300M naive supervised; column ndcg |
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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.
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3 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| attributes.source_locator Table A10; row Ridge (one-hot); column spearman Context-only references | FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications Table A10; row Ridge (one-hot); column spearman Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| description Source-defined subset: hydro. Exact membership and scoring coverage remain as reported in the cited artifact. Context-only references | FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications Table A10; row Ridge (one-hot); column spearman Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| name hydro Context-only references | FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications Table A10; row Ridge (one-hot); column spearman Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
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Release 2026-09-29-06401fd5b220 · Record review: discovered
Stable ID: acquired-dataset-ecef09ad02eca7267357