Result

0.865 ndcg

ESM2-650M likelihood · ndcg · hydro

Tested configuration: ESM2-650M likelihood
Protocol: FLIP2 hydro low-to-high; held-out test set · hydro
Dataset subset: hydro
Procedure: FLIP2 hydro low-to-high; held-out test set
Evaluation: ESM2-650M likelihood · FLIP2 hydro low-to-high; held-out test set · hydro
Evidence: Author-reported evaluation · source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A11; row ESM2-650M likelihood; column ndcg

A source-checked result verifies the numerical transcription, not every model or protocol detail. Evaluation metadata: discovered. Source checked does not mean independently reproduced.

Evaluation results

Release 2026-09-19-eb6149e5d766 · 1 evaluation · 1 metric row. Different protocols are not a single leaderboard. Charts retain each source table’s protocol and dataset.

Evaluation setupMetricEvidence origin

Results grouped by the exact reported evaluation
Metric and finding	Coverage and uncertainty	Evidence
ESM2-650M likelihood · FLIP2 hydro low-to-high; held-out test set · hydro Configuration: ESM2-650M likelihoodProtocol: 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
0.865 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 A11; row ESM2-650M likelihood; column ndcg Source checking is not independent reproduction.

Methods and reproduction

FLIP2 hydro low-to-high; held-out test set; hydro. Source checked, not independently reproduced.

configuration: ESM2-650M likelihood
protocol: FLIP2 hydro low-to-high; held-out test set · hydro
dataset subset: hydro
Split: low-to-high
Adaptation: zero-shot likelihood
Scoring implementation: Not reported

No execution recipe has been verified for this exact configuration and evaluation. A benchmark's general instructions may use different inputs, splits or model settings.

Access requirements and official instructions: FLIP2 hydro low-to-high; held-out test set · hydro

Reproducing this published result requires matching its model configuration, data, split and scorer. Source checking or a successful smoke test does not establish score reproduction.

Evidence table

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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

Claims, original sources and review scope · Release 2026-09-19-eb6149e5d766
Property and statement	Original source and location	Review and provenance
Reported result 0.865 Individual claims	FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications Original source ↗ Table A11; row ESM2-650M likelihood; column ndcg Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 Retrieved: 2026-09-17T08:06:28.183348+00:00	source checked independent automated cell check and ai scope review · 2026-09-19 author reported Audit details Transcription checked independently. No human review or scientific reproduction claimed. Field: `attributes.printed_value` Source artifact SHA-256: `d0e61ca27863c023adddcc225a3e4af1718f2e3fdfe3642bef89c24c93621a17` Hash scope: Exact retrieved primary paper artifact bytes. Inspected artifact Extraction artifact SHA-256: `d0e61ca27863c023adddcc225a3e4af1718f2e3fdfe3642bef89c24c93621a17`

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Sources and history

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Release 2026-09-19-eb6149e5d766 · Record review: source checked

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

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Technical metadata and extraction receipts

Stable ID: acquired-result-03788bc9d1fbf6b35d16

metric: ndcg
metric direction: higher
unit: unitless
printed value: 0.865
numeric value: 0.865
uncertainty: Not reported
aggregation: reported point estimate
scoring conditions: adaptation: zero-shot likelihood; aggregation: reported point estimate; checkpoint hash: Not reported; comparison scope: Table A11, same metric only; eligible count: Not reported; scored count: Not reported; seed count: Not reported; spread definition: unreported in inspected text; do not infer standard deviation
source locator: Table A11; row ESM2-650M likelihood; column ndcg
acquisition candidate id: flip2-a11-4-ndcg
missing metadata: denominator: unreported
review: method: independent_automated_cell_check_and_ai_scope_review; date: 2026-09-19; artifact sha256: d0e61ca27863c023adddcc225a3e4af1718f2e3fdfe3642bef89c24c93621a17; receipt: data/omics/acquisition/2026-09-19/proteins/; notes: Transcription checked independently. No human review or scientific reproduction claimed.

Related records

evaluation: ESM2-650M likelihood · FLIP2 hydro low-to-high; held-out test set · hydro

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