Ridge (one-hot)
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 · 31 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 |
|---|---|---|
| Ridge (one-hot) · FLIP2 hydro to-P01053; held-out test set · hydro Configuration: Ridge (one-hot)Protocol: 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 | ||
| 0.889 ndcg Unit: unitless · Direction: higher Aggregation: reported point estimate | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A14; row Ridge (one-hot); column ndcg Source checking is not independent reproduction. |
| −0.204 spearman Unit: correlation · Direction: higher Aggregation: reported point estimate | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A14; row Ridge (one-hot); column spearman Source checking is not independent reproduction. |
| Ridge (one-hot) · FLIP2 Amylase close-to-far; held-out test set · Amylase Configuration: Ridge (one-hot)Protocol: 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 | ||
| 0.865 ndcg Unit: unitless · Direction: higher Aggregation: reported point estimate | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A2; row Ridge (one-hot); column ndcg Source checking is not independent reproduction. |
| Ridge (one-hot) · FLIP2 hydro to-P06241; held-out test set · hydro Configuration: Ridge (one-hot)Protocol: 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 | ||
| −0.138 spearman Unit: correlation · Direction: higher Aggregation: reported point estimate | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A12; row Ridge (one-hot); column spearman Source checking is not independent reproduction. |
| 0.913 ndcg Unit: unitless · Direction: higher Aggregation: reported point estimate | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A12; row Ridge (one-hot); column ndcg Source checking is not independent reproduction. |
| Ridge (one-hot) · FLIP2 hydro three-to-many; held-out test set · hydro Configuration: Ridge (one-hot)Protocol: 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 | ||
| 0.148 spearman Unit: correlation · Direction: higher Aggregation: reported point estimate | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A10; row Ridge (one-hot); column spearman Source checking is not independent reproduction. |
| 0.960 ndcg Unit: unitless · Direction: higher Aggregation: reported point estimate | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A10; row Ridge (one-hot); column ndcg Source checking is not independent reproduction. |
| Ridge (one-hot) · FLIP2 hydro to-P0A9X9; held-out test set · hydro Configuration: Ridge (one-hot)Protocol: 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 | ||
| 0.957 ndcg Unit: unitless · Direction: higher Aggregation: reported point estimate | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A13; row Ridge (one-hot); column ndcg Source checking is not independent reproduction. |
| Ridge (one-hot) · FLIP2 rhomax by-wild-type; held-out test set · rhomax Configuration: Ridge (one-hot)Protocol: 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 | ||
| 0.939 ndcg Unit: unitless · Direction: higher Aggregation: reported point estimate | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A15; row Ridge (one-hot); column ndcg Source checking is not independent reproduction. |
| 0.327 spearman Unit: correlation · Direction: higher Aggregation: reported point estimate | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A15; row Ridge (one-hot); column spearman Source checking is not independent reproduction. |
| Ridge (one-hot) · FLIP2 PDZ3 single-to-double; held-out test set · PDZ3 Configuration: Ridge (one-hot)Protocol: 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 | ||
| 0.873 ndcg Unit: unitless · Direction: higher Aggregation: reported point estimate | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A16; row Ridge (one-hot); column ndcg Source checking is not independent reproduction. |
| 0.476 spearman Unit: correlation · Direction: higher Aggregation: reported point estimate | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A16; row Ridge (one-hot); column spearman Source checking is not independent reproduction. |
| Ridge (one-hot) · FLIP2 IRED two-to-many; held-out test set · IRED Configuration: Ridge (one-hot)Protocol: 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 | ||
| 0.193 spearman Unit: correlation · Direction: higher Aggregation: reported point estimate | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A5; row Ridge (one-hot); column spearman Source checking is not independent reproduction. |
| 0.960 ndcg Unit: unitless · Direction: higher Aggregation: reported point estimate | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A5; row Ridge (one-hot); column ndcg Source checking is not independent reproduction. |
| Ridge (one-hot) · FLIP2 NucB two-to-many; held-out test set · NucB Configuration: Ridge (one-hot)Protocol: 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 | ||
| 0.606 spearman Unit: correlation · Direction: higher Aggregation: reported point estimate | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A6; row Ridge (one-hot); column spearman Source checking is not independent reproduction. |
| 0.943 ndcg Unit: unitless · Direction: higher Aggregation: reported point estimate | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A6; row Ridge (one-hot); column ndcg Source checking is not independent reproduction. |
| Ridge (one-hot) · FLIP2 Amylase by-mutation; held-out test set · Amylase Configuration: Ridge (one-hot)Protocol: 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 | ||
| 0.940 ndcg Unit: unitless · Direction: higher Aggregation: reported point estimate | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A4; row Ridge (one-hot); column ndcg Source checking is not independent reproduction. |
| Ridge (one-hot) · FLIP2 Amylase one-to-many; held-out test set · Amylase Configuration: Ridge (one-hot)Protocol: 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 | ||
| 0.903 ndcg Unit: unitless · Direction: higher Aggregation: reported point estimate | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A1; row Ridge (one-hot); column ndcg Source checking is not independent reproduction. |
| 0.430 spearman Unit: correlation · Direction: higher Aggregation: reported point estimate | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A1; row Ridge (one-hot); column spearman Source checking is not independent reproduction. |
| Ridge (one-hot) · FLIP2 hydro low-to-high; held-out test set · hydro Configuration: Ridge (one-hot)Protocol: 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 | ||
| 0.887 ndcg Unit: unitless · Direction: higher Aggregation: reported point estimate | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A11; row Ridge (one-hot); column ndcg Source checking is not independent reproduction. |
| 0.146 spearman Unit: correlation · Direction: higher Aggregation: reported point estimate | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A11; row Ridge (one-hot); column spearman Source checking is not independent reproduction. |
| Ridge (one-hot) · FLIP2 Amylase far-to-close; held-out test set · Amylase Configuration: Ridge (one-hot)Protocol: 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 | ||
| 0.036 spearman Unit: correlation · Direction: higher Aggregation: reported point estimate | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A3; row Ridge (one-hot); column spearman Source checking is not independent reproduction. |
| 0.836 ndcg Unit: unitless · Direction: higher Aggregation: reported point estimate | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A3; row Ridge (one-hot); column ndcg Source checking is not independent reproduction. |
| Ridge (one-hot) · FLIP2 TrpB by-position; held-out test set · TrpB Configuration: Ridge (one-hot)Protocol: 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 | ||
| 0.274 spearman Unit: correlation · Direction: higher Aggregation: reported point estimate | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A9; row Ridge (one-hot); column spearman Source checking is not independent reproduction. |
| Ridge (one-hot) · FLIP2 TrpB two-to-many; held-out test set · TrpB Configuration: Ridge (one-hot)Protocol: 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 | ||
| 0.994 ndcg Unit: unitless · Direction: higher Aggregation: reported point estimate | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A8; row Ridge (one-hot); column ndcg Source checking is not independent reproduction. |
Evidence table
Inspect claims, sources and review details
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.
0 evidence rows matching the loaded filters
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Sources and history
View linked audit checks and correction history
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-d941431a8e4de18380f5
- source locator
- Table A1; row Ridge (one-hot); column spearman
- reported configuration
- Ridge (one-hot)
- reference kind
- not_a_reference
- missing metadata
- checkpoint revision: unreported; model family: unextracted
Related records
- model: Ridge (one-hot) · FLIP2 rhomax by-wild-type; held-out test set · rhomax
- model: Ridge (one-hot) · FLIP2 IRED two-to-many; held-out test set · IRED
- model: Ridge (one-hot) · FLIP2 Amylase by-mutation; held-out test set · Amylase
- model: Ridge (one-hot) · FLIP2 PDZ3 single-to-double; held-out test set · PDZ3
- model: Ridge (one-hot) · FLIP2 Amylase one-to-many; held-out test set · Amylase
- model: Ridge (one-hot) · FLIP2 TrpB by-position; held-out test set · TrpB
- model: Ridge (one-hot) · FLIP2 NucB two-to-many; held-out test set · NucB
- model: Ridge (one-hot) · FLIP2 hydro to-P01053; held-out test set · hydro
- model: Ridge (one-hot) · FLIP2 hydro low-to-high; held-out test set · hydro
- model: Ridge (one-hot) · FLIP2 TrpB two-to-many; held-out test set · TrpB
- model: Ridge (one-hot) · FLIP2 hydro three-to-many; held-out test set · hydro
- model: Ridge (one-hot) · FLIP2 hydro to-P0A9X9; held-out test set · hydro
- model: Ridge (one-hot) · FLIP2 hydro to-P06241; held-out test set · hydro
- model: Ridge (one-hot) · FLIP2 Amylase far-to-close; held-out test set · Amylase
- model: Ridge (one-hot) · FLIP2 TrpB one-to-many; held-out test set · TrpB
- model: Ridge (one-hot) · FLIP2 Amylase close-to-far; held-out test set · Amylase