TraitGym
Causal versus matched non-causal noncoding variants for 113 Mendelian and 83 complex traits, scored by AUPRC computed per chromosome and averaged with sample-size weights.
Results are recorded on the linked protocols, tasks or configurations listed below. Their settings and evaluations are kept separate.
Overview
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Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.
Results on linked records
This benchmark has no results of its own in this release. 4 linked records have results. They are not assigned to the underlying benchmark: each record keeps its own settings and evaluations, and its scores are on its own page.
- TraitGym Complex traits, linear-probing, AUPRC by chromosome weighted average Protocol · part of this benchmark · 18 evaluations · 18 results
- TraitGym Complex traits, zero-shot, AUPRC by chromosome weighted average Protocol · part of this benchmark · 57 evaluations · 57 results
- TraitGym Mendelian traits, linear-probing, AUPRC by chromosome weighted average Protocol · part of this benchmark · 18 evaluations · 18 results
- TraitGym Mendelian traits, zero-shot, AUPRC by chromosome weighted average Protocol · part of this benchmark · 63 evaluations · 63 results
Methods and evaluation design
Procedure, tasks and evaluated configurations
Baseline coverage
Reference methods help show what a model adds beyond simple controls. We track a null control and a conventional method for each protocol.
0 of 8 active baseline roles have published Rewire measurements in this release. Measurements on a selected protocol do not establish coverage of an entire suite.
Baseline status by linked protocol
- TraitGym Complex traits, linear-probing, AUPRC by chromosome weighted average · 0/2 roles measured
- TraitGym Complex traits, zero-shot, AUPRC by chromosome weighted average · 0/2 roles measured
- TraitGym Mendelian traits, linear-probing, AUPRC by chromosome weighted average · 0/2 roles measured
- TraitGym Mendelian traits, zero-shot, AUPRC by chromosome weighted average · 0/2 roles measured
Protocol coverage CSV (gzip) · Model evaluation matrix (gzip) · Source table (gzip) · Release and checksums (gzip)
Coverage is derived from release 2026-10-22-1b7cf027e4f6. Source citations describe the original records; they do not validate an unreviewed baseline proposal. No results have been generated by this audit.
Run instructions
No runnable recipe has been reviewed for this benchmark. Dataset access, model requirements, licences and compute requirements must be checked against its sources before execution.
Strengths, limitations and unresolved questions
Evidence
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Evidence table
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Sources and history
Release 2026-10-22-1b7cf027e4f6 · Record review: source checked
1 source record and release history
- TraitGym official metrics: AUPRC by chromosome, weighted average (Hugging Face dataset songlab/TraitGym) · Original source · Hugging Face dataset revision 1fde19555fe8c0a55b1382bdf4c6f7082209f566 (last modified 2025-03-25); 156 metric CSVs under {dataset}/AUPRC_by_chrom_weighted_average/all/
Technical metadata and extraction receipts
Stable ID: lit-genomics-20261011-traitgym-benchmark-traitgym
- areas
- dna-genomes
- contexts
- research
- entity level
- suite
- version
- Hugging Face revision 1fde19555fe8
- task
- Causal regulatory variant prediction
- scope note
- Datasets mendelian_traits_matched_9 and complex_traits_matched_9 (nine matched controls per causal variant), subset 'all'. Zero-shot scores and chromosome-held-out logistic regression (linear probing).
- source locator
- README 'Resources' and 'Running'; dataset paths in this batch
Related records
- part of: TraitGym Complex traits, linear-probing, AUPRC by chromosome weighted average
- part of: TraitGym Complex traits, zero-shot, AUPRC by chromosome weighted average
- part of: TraitGym Mendelian traits, linear-probing, AUPRC by chromosome weighted average
- part of: TraitGym Mendelian traits, zero-shot, AUPRC by chromosome weighted average