Source-defined subset: rhomax. Exact membership and scoring coverage remain as reported in the cited artifact.
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 (cutoff not stated) unitless · higher Uncertainty: ± 0.022 (type not stated) 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 (cutoff not stated) unitless · higher Uncertainty: Not yet extracted 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 unitless · higher Uncertainty: Not yet extracted 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 unitless · higher Uncertainty: Not yet extracted 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 (cutoff not stated) unitless · higher Uncertainty: Not yet extracted 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 unitless · higher Uncertainty: ± 0.218 (type not stated) 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 (cutoff not stated) unitless · higher Uncertainty: ± 0.009 (type not stated) 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 unitless · higher Uncertainty: ± 0.125 (type not stated) 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 unitless · higher Uncertainty: Not yet extracted 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 (cutoff not stated) unitless · higher Uncertainty: Not yet extracted 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 unitless · higher Uncertainty: Not yet extracted 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 (cutoff not stated) unitless · higher Uncertainty: Not yet extracted 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 (cutoff not stated) unitless · higher Uncertainty: ± 0.008 (type not stated) 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 (cutoff not stated) unitless · higher Uncertainty: Not yet extracted 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 (cutoff not stated) unitless · higher Uncertainty: ± 0.029 (type not stated) 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 unitless · higher Uncertainty: Not yet extracted 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 unitless · higher Uncertainty: ± 0.113 (type not stated) 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 2026-11-02-a7f03c9e55a5.
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Release 2026-11-02-a7f03c9e55a5 · Evidence verified: Not verified
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A pinned recipe describes the inputs, environment and resource requirements.
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3 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| Source location 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. |
Release 2026-11-02-a7f03c9e55a5 · Record review: discovered
Stable ID: acquired-dataset-9977d8cadf209df86fe5