rewire.it
Result

0.850 ± 0.007 ndcg

ESMC-300M naive supervised · ndcg · Amylase

Tested configuration
ESMC-300M naive supervised
Protocol
FLIP2 Amylase one-to-many; held-out test set · Amylase
Dataset subset
Amylase
Procedure
FLIP2 Amylase one-to-many; held-out test set
Evaluation
ESMC-300M naive supervised · FLIP2 Amylase one-to-many; held-out test set · Amylase
Evidence
Author-reported evaluation · source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A1; row ESMC-300M naive supervised; 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.

Results grouped by the exact reported evaluation
Metric and findingCoverage and uncertaintyEvidence
ESMC-300M naive supervised · FLIP2 Amylase one-to-many; held-out test set · Amylase

FLIP2 Amylase one-to-many; held-out test set

Author-reported evaluation · Evaluation metadata: discovered

0.850 ± 0.007 ndcg

Unit: unitless · Direction: higher

Aggregation: mean of five random-seed fits (Section 4.3)

Uncertainty: printed spread: 0.007; type: unreported; value: 0.007

Scored: Not reported · Eligible: Not reported

source checkedFLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications · Table A1; row ESMC-300M naive supervised; column ndcg

Source checking is not independent reproduction.

Methods and reproduction

FLIP2 Amylase one-to-many; held-out test set; Amylase. Source checked, not independently reproduced.

configuration
ESMC-300M naive supervised
protocol
FLIP2 Amylase one-to-many; held-out test set · Amylase
dataset subset
Amylase
Split
one-to-many
Adaptation
random-initialized supervised training
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.

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

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

Claims, original sources and review scope · Release 2026-09-19-eb6149e5d766
Property and statementOriginal source and locationReview and provenance
Reported result

0.850 ± 0.007

Individual claims
FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications

Original source ↗

Table A1; row ESMC-300M naive supervised; 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

Sources and history

View linked audit checks and correction history

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

1 source records and release historyDownload this release
Technical metadata and extraction receipts

Stable ID: acquired-result-19e6adaa0c9d64aad347

metric
ndcg
metric direction
higher
unit
unitless
printed value
0.850 ± 0.007
numeric value
0.85
uncertainty
printed spread: 0.007; type: unreported; value: 0.007
aggregation
mean of five random-seed fits (Section 4.3)
scoring conditions
adaptation: random-initialized supervised training; aggregation: mean of five random-seed fits (Section 4.3); checkpoint hash: Not reported; comparison scope: Table A1, same metric only; eligible count: Not reported; scored count: Not reported; seed count: 5; spread definition: unreported in inspected text; do not infer standard deviation
source locator
Table A1; row ESMC-300M naive supervised; column ndcg
acquisition candidate id
flip2-a1-9-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.
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