Result

Spearman (mean signed Spearman over the 3 tRNA assays) of GenSLM (RNAGym fitness leaderboard v0.1.1) on RNAGym tRNA DMS assays (3)

-0.0934 Spearman (mean signed Spearman over the 3 tRNA assays)

Methods

Tested configuration: GenSLM (RNAGym fitness leaderboard v0.1.1)
Protocol: RNAGym v0.1.1 fitness, signed Spearman, tRNA
Dataset: RNAGym tRNA DMS assays (3)
Procedure: RNAGym v0.1.1 fitness, signed Spearman, tRNA
Evaluation: GenSLM on RNAGym v0.1.1 fitness (tRNA)
Coverage: Not reported scored / Not reported eligible
Uncertainty: Not reported by the source
Evidence: Independent external evaluation · source checkedRNAGym fitness leaderboard (v0.1.1), leaderboard/fitness/README.md · leaderboard/fitness/README.md, main leaderboard table, row 'GenSLM', column 'tRNA (n=3)'

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

Reproduction

Split: Whole assays (zero-shot)
Adaptation: Zero-shot; masked-marginal log-likelihood ratio for masked language models
Scoring implementation: Signed Spearman (performance_fitness.py --type ncRNA on branch v0.2)

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

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.

1 evidence row matching the loaded filters

Claims, original sources and review scope · Release 2026-10-22-1b7cf027e4f6
Property and statement	Original source and location	Review and provenance
Reported result -0.0934 Individual claims	RNAGym fitness leaderboard (v0.1.1), leaderboard/fitness/README.md Original source ↗ leaderboard/fitness/README.md, main leaderboard table, row 'GenSLM', column 'tRNA (n=3)' Version: Commit 2828cf99316d75daaa8d832a2573cbb25bbd35fe (2026-08-14, 'Update fitness leaderboard v0.2 models'); leaderboard labelled v0.1.1 Retrieved: 2026-10-11T21:40:04Z	source checked ["source-hash-verification","deterministic-table-parse","independent-cell-check"] · 2026-10-12 independent paper Audit details Extraction: Parsed the Markdown table rows of the pinned README with extract/extract_rnagym.py and checked each printed value against the linked CSV at the same commit rounded half-even to four decimals. Row 12. Independent review 2026-10-12: value, locator, metric, unit, direction and linked configuration and protocol checked. Field: `attributes.printed_value` Source artifact SHA-256: `c947a7a45a53cc4106323a3bcae1bb3fa84276bc07df89493cb501735711b891` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact Extraction artifact SHA-256: `c947a7a45a53cc4106323a3bcae1bb3fa84276bc07df89493cb501735711b891` Extraction artifact

How to read the evidence

Sources and history

Release 2026-10-22-1b7cf027e4f6 · Record review: source checked

1 source record and release history

RNAGym fitness leaderboard (v0.1.1), leaderboard/fitness/README.md · Original source · Commit 2828cf99316d75daaa8d832a2573cbb25bbd35fe (2026-08-14, 'Update fitness leaderboard v0.2 models'); leaderboard labelled v0.1.1

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Technical metadata and extraction receipts

Stable ID: lit-rna-20261011-rnagym-result-genslm-trna

metric: spearman-correlation
metric direction: higher
unit: unitless
printed value: -0.0934
source locator: leaderboard/fitness/README.md, main leaderboard table, row 'GenSLM', column 'tRNA (n=3)'
review: method: source-hash-verification; deterministic-table-parse; independent-cell-check; method note: Re-fetched README, CSVs and LICENSE at commit 2828cf9 and matched their SHA-256. An independent Markdown table parse matched all 64 printed and numeric values and locators; all 64 were also read against the rendered table.; reviewer: claude; reviewer note: Claude review agent reviewer-ro-1, independent of the extractor lit-rna-otheromics; no human review claimed; date: 2026-10-12; artifact sha256: c947a7a45a53cc4106323a3bcae1bb3fa84276bc07df89493cb501735711b891; retrieval url: https://raw.githubusercontent.com/MarksLab-DasLab/RNAGym/2828cf99316d75daaa8d832a2573cbb25bbd35fe/leaderboard/fitness/README.md; note: Extraction: Parsed the Markdown table rows of the pinned README with extract/extract_rnagym.py and checked each printed value against the linked CSV at the same commit rounded half-even to four decimals. Row 12. Independent review 2026-10-12: value, locator, metric, unit, direction and linked configuration and protocol checked.
numeric value: -0.0934
metric qualifier: mean signed Spearman over the 3 tRNA assays
missing metadata: uncertainty: reason: unreported

Related records

evaluation: GenSLM on RNAGym v0.1.1 fitness (tRNA)

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