FLIP2 hydro to-P0A9X9; held-out test set · hydro
Source-specific evaluation. No equivalence to other releases, protocols or model families is inferred.
Published comparisons
Each figure keeps its source, protocol, dataset and metric together. Results from different protocols are shown separately, without a pooled ranking.
FLIP2 hydro to-P0A9X9; held-out test set · hydro: spearman
spearman (correlation) · Higher values are better for this metric.
Complete selected source table is retained across source-order panels. These point estimates do not establish statistical significance or a universal ranking.
- Ridge (one-hot) · Configuration · Author-reported evaluation−0.170
- Ridge (one-hot + likelihoods) · Configuration · Author-reported evaluation−0.028
- Dayhoff likelihood · Configuration · Author-reported evaluation0.151
- ESM2-650M likelihood · Configuration · Author-reported evaluation0.049
- CARP-640M likelihood · Configuration · Author-reported evaluation−0.032
- CARP-640M supervised · Configuration · Author-reported evaluation0.004 ± 0.103
- CARP-640M naive supervised · Configuration · Author-reported evaluation−0.029 ± 0.074
- ESMC-300M supervised · Configuration · Author-reported evaluation0.078 ± 0.133
- ESMC-300M naive supervised · Configuration · Author-reported evaluation−0.050 ± 0.193
Source order is preserved. Plotted marks show point estimates; uncertainty, where reported, is retained in the printed values and table. Differences do not establish statistical significance.
FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A13; row Ridge (one-hot); column spearman through Table A13; row ESMC-300M naive supervised; column spearmanValues, uncertainty and evidence
| Tested entity | Printed value | Uncertainty | Evidence |
|---|---|---|---|
| Ridge (one-hot) · Configuration | −0.170 correlation | Not reported | Author-reported evaluation · source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A13; row Ridge (one-hot); column spearman |
| Ridge (one-hot + likelihoods) · Configuration | −0.028 correlation | Not reported | Author-reported evaluation · source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A13; row Ridge (one-hot + likelihoods); column spearman |
| Dayhoff likelihood · Configuration | 0.151 correlation | Not reported | Author-reported evaluation · source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A13; row Dayhoff likelihood; column spearman |
| ESM2-650M likelihood · Configuration | 0.049 correlation | Not reported | Author-reported evaluation · source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A13; row ESM2-650M likelihood; column spearman |
| CARP-640M likelihood · Configuration | −0.032 correlation | Not reported | Author-reported evaluation · source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A13; row CARP-640M likelihood; column spearman |
| CARP-640M supervised · Configuration | 0.004 ± 0.103 correlation | printed spread: 0.103; type: unreported; value: 0.103 | Author-reported evaluation · source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A13; row CARP-640M supervised; column spearman |
| CARP-640M naive supervised · Configuration | −0.029 ± 0.074 correlation | printed spread: 0.074; type: unreported; value: 0.074 | Author-reported evaluation · source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A13; row CARP-640M naive supervised; column spearman |
| ESMC-300M supervised · Configuration | 0.078 ± 0.133 correlation | printed spread: 0.133; type: unreported; value: 0.133 | Author-reported evaluation · source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A13; row ESMC-300M supervised; column spearman |
| ESMC-300M naive supervised · Configuration | −0.050 ± 0.193 correlation | printed spread: 0.193; type: unreported; value: 0.193 | Author-reported evaluation · source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A13; row ESMC-300M naive supervised; column spearman |
Scope and limitations
- Source-specific evaluation. No equivalence to other releases, protocols or model families is inferred.
- Exact source-defined evaluation scope; reported scores are not rewire reproductions.
- Missing source cells and quarantined conflicts are recorded in acquisition and audit tables. Per-result scoring denominators may be unreported.
Source transcription and grouping reviewed by automated source review on 2026-09-19. These experiments were not independently reproduced by rewire.
Tested entities and results
Release 2026-09-19-eb6149e5d766 · 9 evaluations · 18 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 |
|---|---|---|
| ESMC-300M supervised · FLIP2 hydro to-P0A9X9; held-out test set · hydro Configuration: ESMC-300M supervisedProtocol: 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 | ||
| 0.078 ± 0.133 spearman Unit: correlation · Direction: higher Aggregation: mean of five random-seed fits (Section 4.3) | Uncertainty: printed spread: 0.133; type: unreported; value: 0.133 Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A13; row ESMC-300M supervised; column spearman Source checking is not independent reproduction. |
| 0.970 ± 0.001 ndcg Unit: unitless · Direction: higher Aggregation: mean of five random-seed fits (Section 4.3) | Uncertainty: printed spread: 0.001; type: unreported; value: 0.001 Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A13; row ESMC-300M supervised; column ndcg Source checking is not independent reproduction. |
| CARP-640M supervised · FLIP2 hydro to-P0A9X9; held-out test set · hydro Configuration: CARP-640M supervisedProtocol: 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 | ||
| 0.961 ± 0.004 ndcg Unit: unitless · Direction: higher Aggregation: mean of five random-seed fits (Section 4.3) | Uncertainty: printed spread: 0.004; type: unreported; value: 0.004 Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A13; row CARP-640M supervised; column ndcg Source checking is not independent reproduction. |
| 0.004 ± 0.103 spearman Unit: correlation · Direction: higher Aggregation: mean of five random-seed fits (Section 4.3) | Uncertainty: printed spread: 0.103; type: unreported; value: 0.103 Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A13; row CARP-640M supervised; column spearman Source checking is not independent reproduction. |
| ESM2-650M likelihood · FLIP2 hydro to-P0A9X9; held-out test set · hydro Configuration: ESM2-650M likelihoodProtocol: 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 | ||
| 0.049 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 A13; row ESM2-650M likelihood; column spearman Source checking is not independent reproduction. |
| 0.964 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 ESM2-650M likelihood; 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. |
| −0.170 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 A13; row Ridge (one-hot); column spearman Source checking is not independent reproduction. |
| CARP-640M likelihood · FLIP2 hydro to-P0A9X9; held-out test set · hydro Configuration: CARP-640M likelihoodProtocol: 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 | ||
| −0.032 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 A13; row CARP-640M likelihood; column spearman Source checking is not independent reproduction. |
| 0.967 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 CARP-640M likelihood; column ndcg Source checking is not independent reproduction. |
| ESMC-300M naive supervised · FLIP2 hydro to-P0A9X9; held-out test set · hydro Configuration: ESMC-300M naive supervisedProtocol: 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 | ||
| −0.050 ± 0.193 spearman Unit: correlation · Direction: higher Aggregation: mean of five random-seed fits (Section 4.3) | Uncertainty: printed spread: 0.193; type: unreported; value: 0.193 Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A13; row ESMC-300M naive supervised; column spearman Source checking is not independent reproduction. |
| 0.958 ± 0.004 ndcg Unit: unitless · Direction: higher Aggregation: mean of five random-seed fits (Section 4.3) | Uncertainty: printed spread: 0.004; type: unreported; value: 0.004 Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A13; row ESMC-300M naive supervised; column ndcg Source checking is not independent reproduction. |
| Dayhoff likelihood · FLIP2 hydro to-P0A9X9; held-out test set · hydro Configuration: Dayhoff likelihoodProtocol: 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 | ||
| 0.151 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 A13; row Dayhoff likelihood; column spearman Source checking is not independent reproduction. |
| 0.973 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 Dayhoff likelihood; column ndcg Source checking is not independent reproduction. |
| Ridge (one-hot + likelihoods) · FLIP2 hydro to-P0A9X9; held-out test set · hydro Configuration: Ridge (one-hot + likelihoods)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 | ||
| −0.028 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 A13; row Ridge (one-hot + likelihoods); column spearman Source checking is not independent reproduction. |
| 0.964 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 + likelihoods); column ndcg Source checking is not independent reproduction. |
| CARP-640M naive supervised · FLIP2 hydro to-P0A9X9; held-out test set · hydro Configuration: CARP-640M naive supervisedProtocol: 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 | ||
| 0.960 ± 0.002 ndcg Unit: unitless · Direction: higher Aggregation: mean of five random-seed fits (Section 4.3) | Uncertainty: printed spread: 0.002; type: unreported; value: 0.002 Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A13; row CARP-640M naive supervised; column ndcg Source checking is not independent reproduction. |
| −0.029 ± 0.074 spearman Unit: correlation · Direction: higher Aggregation: mean of five random-seed fits (Section 4.3) | Uncertainty: printed spread: 0.074; type: unreported; value: 0.074 Scored: Not reported · Eligible: Not reported | source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A13; row CARP-640M naive supervised; column spearman Source checking is not independent reproduction. |
Overview
Source-specific evaluation. No equivalence to other releases, protocols or model families is inferred.
Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.
Evaluation design
Benchmarks bring together tasks and protocols. A task describes the biological question; a protocol defines a particular test.
Benchmarks
These source-backed links do not make different protocols or scores interchangeable.
Recorded evaluations
Each evaluation records what was tested and under which conditions.
- Dayhoff likelihood · FLIP2 hydro to-P0A9X9; held-out test set · hydro
- ESMC-300M supervised · FLIP2 hydro to-P0A9X9; held-out test set · hydro
- CARP-640M likelihood · FLIP2 hydro to-P0A9X9; held-out test set · hydro
- CARP-640M supervised · FLIP2 hydro to-P0A9X9; held-out test set · hydro
- Ridge (one-hot) · FLIP2 hydro to-P0A9X9; held-out test set · hydro
- ESMC-300M naive supervised · FLIP2 hydro to-P0A9X9; held-out test set · hydro
- ESM2-650M likelihood · FLIP2 hydro to-P0A9X9; held-out test set · hydro
- Ridge (one-hot + likelihoods) · FLIP2 hydro to-P0A9X9; held-out test set · hydro
- CARP-640M naive supervised · FLIP2 hydro to-P0A9X9; held-out test set · hydro
Run instructions
No runnable recipe has been reviewed for this protocol. Dataset access, model requirements, licences and compute requirements must be checked against its sources before execution.
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.
1 evidence row matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| Relationship: part of discovery-benchmark-flip2 Individual claims | FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications Table A13; row Ridge (one-hot); column spearman Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 | source checked ai assisted source review · 2026-09-19 Audit detailsField: Claim: acquired-membership-6de2f11156d51f2e9621 Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
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-protocol-e693882416f4067e6939
- source locator
- Table A13; row Ridge (one-hot); column spearman
- procedure
- FLIP2 hydro to-P0A9X9; held-out test set
- comparison panels
- id: acquired-figure-583d5eb14d736640a4b7; title: FLIP2 hydro to-P0A9X9; held-out test set · hydro: spearman; protocol id: acquired-protocol-e693882416f4067e6939; dataset id: acquired-dataset-ecef09ad02eca7267357; metric: spearman; unit: correlation; direction: higher; result ids: acquired-result-f036a982009fc368f77b; acquired-result-8a3789e68fd99f1051ae; acquired-result-87c6bb85eae87b0e84d0; acquired-result-14a123741017d3b5a25a; acquired-result-66f32202d3aa8fe8cde4; acquired-result-3b71b5164399a1da628f; acquired-result-b6a0c03bf9f4d2b04eac; acquired-result-0624274ec74771086e5b; acquired-result-77a711814227010ff0fa; source ids: evidence-expansion-flip2-d0e61ca2; source locator: Table A13; row Ridge (one-hot); column spearman through Table A13; row ESMC-300M naive supervised; column spearman; context: Complete selected source table is retained across source-order panels. These point estimates do not establish statistical significance or a universal ranking.; caveats: Source-specific evaluation. No equivalence to other releases, protocols or model families is inferred.; Exact source-defined evaluation scope; reported scores are not rewire reproductions.; Missing source cells and quarantined conflicts are recorded in acquisition and audit tables. Per-result scoring denominators may be unreported.; review: method: automated_source_review; date: 2026-09-19; id: acquired-figure-a4f712e3871471280187; title: FLIP2 hydro to-P0A9X9; held-out test set · hydro: ndcg; protocol id: acquired-protocol-e693882416f4067e6939; dataset id: acquired-dataset-ecef09ad02eca7267357; metric: ndcg; unit: unitless; direction: higher; result ids: acquired-result-1a565b788acc2e553eae; acquired-result-9ffb0f0f4e4a08ca8a2b; acquired-result-f0665ee9039e29083f50; acquired-result-bd2a31685e573c526b25; acquired-result-fa09e2e407943de8b5b0; acquired-result-108932b3463c875bb06d; acquired-result-9aca78871c8c8c222814; acquired-result-94c380515880a108f616; acquired-result-eeaefe346c37725a843b; source ids: evidence-expansion-flip2-d0e61ca2; source locator: Table A13; row Ridge (one-hot); column ndcg through Table A13; row ESMC-300M naive supervised; column ndcg; context: Complete selected source table is retained across source-order panels. These point estimates do not establish statistical significance or a universal ranking.; caveats: Source-specific evaluation. No equivalence to other releases, protocols or model families is inferred.; Exact source-defined evaluation scope; reported scores are not rewire reproductions.; Missing source cells and quarantined conflicts are recorded in acquisition and audit tables. Per-result scoring denominators may be unreported.; review: method: automated_source_review; date: 2026-09-19
- scope limitations
- Exact source-defined evaluation scope; reported scores are not rewire reproductions.
Related records
- part of: FLIP2
- benchmark: Dayhoff likelihood · FLIP2 hydro to-P0A9X9; held-out test set · hydro
- benchmark: ESMC-300M supervised · FLIP2 hydro to-P0A9X9; held-out test set · hydro
- benchmark: CARP-640M likelihood · FLIP2 hydro to-P0A9X9; held-out test set · hydro
- benchmark: CARP-640M supervised · FLIP2 hydro to-P0A9X9; held-out test set · hydro
- benchmark: Ridge (one-hot) · FLIP2 hydro to-P0A9X9; held-out test set · hydro
- benchmark: ESMC-300M naive supervised · FLIP2 hydro to-P0A9X9; held-out test set · hydro
- benchmark: ESM2-650M likelihood · FLIP2 hydro to-P0A9X9; held-out test set · hydro
- benchmark: Ridge (one-hot + likelihoods) · FLIP2 hydro to-P0A9X9; held-out test set · hydro
- benchmark: CARP-640M naive supervised · FLIP2 hydro to-P0A9X9; held-out test set · hydro
- subject: FLIP2 hydro to-P0A9X9; held-out test set: benchmark membership