Source-defined subset: rhomax. Exact membership and scoring coverage remain as reported in the cited artifact.
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9 evaluations · 17 results. Different protocols are not a single leaderboard.
Applied filters: All linked evaluations
| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: ESMC-300M naive supervised | Protocol: FLIP2 rhomax by-wild-type; held-out test set · rhomax Dataset subset: rhomax | 0.936 ± 0.022 ndcg unitless · higher Uncertainty: printed spread: 0.022; type: unreported; value: 0.022 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESMC-300M naive supervised · FLIP2 rhomax by-wild-type; held-out test set · rhomax FLIP2 rhomax by-wild-type; 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 A15; row ESMC-300M naive supervised; column ndcg |
| Configuration: Ridge (one-hot) | Protocol: FLIP2 rhomax by-wild-type; held-out test set · rhomax Dataset subset: rhomax | 0.939 ndcg unitless · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceRidge (one-hot) · FLIP2 rhomax by-wild-type; held-out test set · rhomax FLIP2 rhomax by-wild-type; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A15; row Ridge (one-hot); column ndcg |
| Configuration: Ridge (one-hot + likelihoods) | Protocol: FLIP2 rhomax by-wild-type; held-out test set · rhomax Dataset subset: rhomax | 0.337 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceRidge (one-hot + likelihoods) · FLIP2 rhomax by-wild-type; held-out test set · rhomax FLIP2 rhomax by-wild-type; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A15; row Ridge (one-hot + likelihoods); column spearman |
| Configuration: Dayhoff likelihood | Protocol: FLIP2 rhomax by-wild-type; held-out test set · rhomax Dataset subset: rhomax | 0.019 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceDayhoff likelihood · FLIP2 rhomax by-wild-type; held-out test set · rhomax FLIP2 rhomax by-wild-type; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A15; row Dayhoff likelihood; column spearman |
| Configuration: CARP-640M likelihood | Protocol: FLIP2 rhomax by-wild-type; held-out test set · rhomax Dataset subset: rhomax | 0.937 ndcg unitless · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceCARP-640M likelihood · FLIP2 rhomax by-wild-type; held-out test set · rhomax FLIP2 rhomax by-wild-type; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A15; row CARP-640M likelihood; column ndcg |
| Configuration: ESMC-300M naive supervised | Protocol: FLIP2 rhomax by-wild-type; held-out test set · rhomax Dataset subset: rhomax | 0.036 ± 0.218 spearman correlation · higher Uncertainty: printed spread: 0.218; type: unreported; value: 0.218 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESMC-300M naive supervised · FLIP2 rhomax by-wild-type; held-out test set · rhomax FLIP2 rhomax by-wild-type; 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 A15; row ESMC-300M naive supervised; column spearman |
| Configuration: CARP-640M naive supervised | Protocol: FLIP2 rhomax by-wild-type; held-out test set · rhomax Dataset subset: rhomax | 0.934 ± 0.009 ndcg unitless · higher Uncertainty: printed spread: 0.009; type: unreported; value: 0.009 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceCARP-640M naive supervised · FLIP2 rhomax by-wild-type; held-out test set · rhomax FLIP2 rhomax by-wild-type; 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 A15; row CARP-640M naive supervised; column ndcg |
| Configuration: CARP-640M naive supervised | Protocol: FLIP2 rhomax by-wild-type; held-out test set · rhomax Dataset subset: rhomax | 0.056 ± 0.125 spearman correlation · higher Uncertainty: printed spread: 0.125; type: unreported; value: 0.125 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceCARP-640M naive supervised · FLIP2 rhomax by-wild-type; held-out test set · rhomax FLIP2 rhomax by-wild-type; 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 A15; row CARP-640M naive supervised; column spearman |
| Configuration: ESM2-650M likelihood | Protocol: FLIP2 rhomax by-wild-type; held-out test set · rhomax Dataset subset: rhomax | −0.177 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM2-650M likelihood · FLIP2 rhomax by-wild-type; held-out test set · rhomax FLIP2 rhomax by-wild-type; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A15; row ESM2-650M likelihood; column spearman |
| Configuration: Dayhoff likelihood | Protocol: FLIP2 rhomax by-wild-type; held-out test set · rhomax Dataset subset: rhomax | 0.902 ndcg unitless · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceDayhoff likelihood · FLIP2 rhomax by-wild-type; held-out test set · rhomax FLIP2 rhomax by-wild-type; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A15; row Dayhoff likelihood; column ndcg |
| Configuration: Ridge (one-hot) | Protocol: FLIP2 rhomax by-wild-type; held-out test set · rhomax Dataset subset: rhomax | 0.327 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceRidge (one-hot) · FLIP2 rhomax by-wild-type; held-out test set · rhomax FLIP2 rhomax by-wild-type; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A15; row Ridge (one-hot); column spearman |
| Configuration: ESM2-650M likelihood | Protocol: FLIP2 rhomax by-wild-type; held-out test set · rhomax Dataset subset: rhomax | 0.904 ndcg unitless · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM2-650M likelihood · FLIP2 rhomax by-wild-type; held-out test set · rhomax FLIP2 rhomax by-wild-type; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A15; row ESM2-650M likelihood; column ndcg |
| Configuration: ESMC-300M supervised | Protocol: FLIP2 rhomax by-wild-type; held-out test set · rhomax Dataset subset: rhomax | 0.942 ± 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 sourceESMC-300M supervised · FLIP2 rhomax by-wild-type; held-out test set · rhomax FLIP2 rhomax by-wild-type; 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 A15; row ESMC-300M supervised; column ndcg |
| Configuration: Ridge (one-hot + likelihoods) | Protocol: FLIP2 rhomax by-wild-type; held-out test set · rhomax Dataset subset: rhomax | 0.936 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 rhomax by-wild-type; held-out test set · rhomax FLIP2 rhomax by-wild-type; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A15; row Ridge (one-hot + likelihoods); column ndcg |
| Configuration: CARP-640M supervised | Protocol: FLIP2 rhomax by-wild-type; held-out test set · rhomax Dataset subset: rhomax | 0.934 ± 0.029 ndcg unitless · higher Uncertainty: printed spread: 0.029; type: unreported; value: 0.029 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceCARP-640M supervised · FLIP2 rhomax by-wild-type; held-out test set · rhomax FLIP2 rhomax by-wild-type; 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 A15; row CARP-640M supervised; column ndcg |
| Configuration: CARP-640M likelihood | Protocol: FLIP2 rhomax by-wild-type; held-out test set · rhomax Dataset subset: rhomax | 0.379 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceCARP-640M likelihood · FLIP2 rhomax by-wild-type; held-out test set · rhomax FLIP2 rhomax by-wild-type; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A15; row CARP-640M likelihood; column spearman |
| Configuration: ESMC-300M supervised | Protocol: FLIP2 rhomax by-wild-type; held-out test set · rhomax Dataset subset: rhomax | −0.016 ± 0.113 spearman correlation · higher Uncertainty: printed spread: 0.113; type: unreported; value: 0.113 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESMC-300M supervised · FLIP2 rhomax by-wild-type; held-out test set · rhomax FLIP2 rhomax by-wild-type; 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 A15; row ESMC-300M supervised; column spearman |
Source checking is not independent reproduction. Release 2026-09-29-06401fd5b220.
This record describes a particular subset or cohort used in an evaluation. Its results do not describe the full dataset.
Source checking verifies the cited claim or transcription. It does not establish independent reproduction.
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.
3 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| attributes.source_locator Table A15; row Ridge (one-hot); column spearman Context-only references | FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications Table A15; 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: rhomax. 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 A15; 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 rhomax Context-only references | FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications Table A15; 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-9977d8cadf209df86fe5