Configuration

Ridge (one-hot)

Exact source-reported configuration or submission label. Family membership, checkpoint identity and aliases have not been inferred.

16 evaluations · 31 results

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

16 evaluations · 31 results. Different protocols are not a single leaderboard.

Filter evaluations

Tested model or methodProtocolDatasetEvaluation setupMetricEvidence origin

Applied filters: All linked evaluations

Source checking is not independent reproduction. Release 2026-09-29-06401fd5b220.

Use this model

How it works, versions and access

Strengths, limitations and unresolved questions

Evidence

Source checking verifies the cited claim or transcription. It does not establish 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

Claims, original sources and review scope · Release 2026-09-29-06401fd5b220
Property and statement	Original source and location	Review and provenance

No evidence rows match these filters. Choose another scope or clear the search.

All evidence (CSV)All evidence (JSONL)How to read the evidence

Sources and history

View linked audit checks and correction history

Release 2026-09-29-06401fd5b220 · 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

Download this release

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

Suggest a correction

Tested configuration	Protocol and dataset	Finding	Evidence and details
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 checked Methods, coverage and source Ridge (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: Ridge (one-hot)	Protocol: FLIP2 Amylase close-to-far; held-out test set · Amylase Dataset subset: Amylase	0.865 ndcg unitless · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source Ridge (one-hot) · FLIP2 Amylase close-to-far; held-out test set · Amylase FLIP2 Amylase close-to-far; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A2; row Ridge (one-hot); 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 checked Methods, coverage and source Ridge (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: 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 checked Methods, coverage and source Ridge (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 checked Methods, coverage and source Ridge (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: 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 checked Methods, coverage and source Ridge (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)	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 checked Methods, coverage and source Ridge (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: Ridge (one-hot)	Protocol: FLIP2 hydro to-P06241; held-out test set · hydro Dataset subset: hydro	0.913 ndcg unitless · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source Ridge (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 ndcg
Configuration: Ridge (one-hot)	Protocol: FLIP2 PDZ3 single-to-double; held-out test set · PDZ3 Dataset subset: PDZ3	0.873 ndcg unitless · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source Ridge (one-hot) · FLIP2 PDZ3 single-to-double; held-out test set · PDZ3 FLIP2 PDZ3 single-to-double; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A16; row Ridge (one-hot); column ndcg
Configuration: Ridge (one-hot)	Protocol: FLIP2 IRED two-to-many; held-out test set · IRED Dataset subset: IRED	0.193 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source Ridge (one-hot) · FLIP2 IRED two-to-many; held-out test set · IRED FLIP2 IRED two-to-many; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A5; row Ridge (one-hot); column spearman
Configuration: Ridge (one-hot)	Protocol: FLIP2 hydro to-P01053; held-out test set · hydro Dataset subset: hydro	−0.204 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source Ridge (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 spearman
Configuration: Ridge (one-hot)	Protocol: FLIP2 IRED two-to-many; held-out test set · IRED Dataset subset: IRED	0.96 ndcg unitless · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source Ridge (one-hot) · FLIP2 IRED two-to-many; held-out test set · IRED FLIP2 IRED two-to-many; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A5; row Ridge (one-hot); column ndcg
Configuration: Ridge (one-hot)	Protocol: FLIP2 NucB two-to-many; held-out test set · NucB Dataset subset: NucB	0.606 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source Ridge (one-hot) · FLIP2 NucB two-to-many; held-out test set · NucB FLIP2 NucB two-to-many; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A6; row Ridge (one-hot); column spearman
Configuration: Ridge (one-hot)	Protocol: FLIP2 Amylase by-mutation; held-out test set · Amylase Dataset subset: Amylase	0.94 ndcg unitless · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source Ridge (one-hot) · FLIP2 Amylase by-mutation; held-out test set · Amylase FLIP2 Amylase by-mutation; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A4; row Ridge (one-hot); column ndcg
Configuration: Ridge (one-hot)	Protocol: FLIP2 Amylase one-to-many; held-out test set · Amylase Dataset subset: Amylase	0.903 ndcg unitless · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source Ridge (one-hot) · FLIP2 Amylase one-to-many; held-out test set · Amylase FLIP2 Amylase one-to-many; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A1; row Ridge (one-hot); column ndcg
Configuration: Ridge (one-hot)	Protocol: FLIP2 hydro low-to-high; held-out test set · hydro Dataset subset: hydro	0.887 ndcg unitless · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source Ridge (one-hot) · 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 Ridge (one-hot); column ndcg
Configuration: Ridge (one-hot)	Protocol: FLIP2 Amylase one-to-many; held-out test set · Amylase Dataset subset: Amylase	0.43 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source Ridge (one-hot) · FLIP2 Amylase one-to-many; held-out test set · Amylase FLIP2 Amylase one-to-many; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A1; row Ridge (one-hot); column spearman
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 checked Methods, coverage and source Ridge (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: Ridge (one-hot)	Protocol: FLIP2 Amylase far-to-close; held-out test set · Amylase Dataset subset: Amylase	0.036 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source Ridge (one-hot) · FLIP2 Amylase far-to-close; held-out test set · Amylase FLIP2 Amylase far-to-close; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A3; row Ridge (one-hot); column spearman
Configuration: Ridge (one-hot)	Protocol: FLIP2 hydro low-to-high; held-out test set · hydro Dataset subset: hydro	0.146 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source Ridge (one-hot) · 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 Ridge (one-hot); column spearman
Configuration: Ridge (one-hot)	Protocol: FLIP2 TrpB by-position; held-out test set · TrpB Dataset subset: TrpB	0.274 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source Ridge (one-hot) · FLIP2 TrpB by-position; held-out test set · TrpB FLIP2 TrpB by-position; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A9; row Ridge (one-hot); column spearman
Configuration: Ridge (one-hot)	Protocol: FLIP2 NucB two-to-many; held-out test set · NucB Dataset subset: NucB	0.943 ndcg unitless · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source Ridge (one-hot) · FLIP2 NucB two-to-many; held-out test set · NucB FLIP2 NucB two-to-many; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A6; row Ridge (one-hot); column ndcg
Configuration: Ridge (one-hot)	Protocol: FLIP2 PDZ3 single-to-double; held-out test set · PDZ3 Dataset subset: PDZ3	0.476 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source Ridge (one-hot) · FLIP2 PDZ3 single-to-double; held-out test set · PDZ3 FLIP2 PDZ3 single-to-double; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A16; row Ridge (one-hot); column spearman
Configuration: Ridge (one-hot)	Protocol: FLIP2 TrpB two-to-many; held-out test set · TrpB Dataset subset: TrpB	0.994 ndcg unitless · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source Ridge (one-hot) · FLIP2 TrpB two-to-many; held-out test set · TrpB FLIP2 TrpB two-to-many; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A8; row Ridge (one-hot); column ndcg
Configuration: Ridge (one-hot)	Protocol: FLIP2 Amylase far-to-close; held-out test set · Amylase Dataset subset: Amylase	0.836 ndcg unitless · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source Ridge (one-hot) · FLIP2 Amylase far-to-close; held-out test set · Amylase FLIP2 Amylase far-to-close; held-out test set Aggregation: reported point estimate FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A3; row Ridge (one-hot); column ndcg